First commit

diff --git a/.gitignore b/.gitignore
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--- /dev/null
+++ b/.gitignore
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+#roxygen2 generated files
+NAMESPACE
+*.Rd
+!*-package.Rd
+
+#temporary files
+*~
+*.swp
+
+#R session files
+.Rhistory
+.RData
+
+#R CMD build/check files
+/*.Rcheck/
+/*.tar.gz

diff --git a/README.md b/README.md
new file mode 100644 (file)
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--- /dev/null
+++ b/README.md
@@ -0,0 +1,19 @@
+# Predict PM10 as functions of time
+
+Joint work with [Jean-Michel Poggi](http://www.math.u-psud.fr/~poggi/) and [Bruno Portier](http://lmi2.insa-rouen.fr/~bportier/)
+
+---
+
+Forecast a curve sampled within the day (seconds, minutes, hours...),
+using past measured curves + past exogenous informations, which could be some aggregated
+measure on the past curves, the weather... Main starting point: computeForecast().
+
+NOTE: algorithms are not specific to PM10 and could be applied to anything else (in similar contexts).
+However, seasons are hard-coded to follow pollution events.
+You may want to change them in pkg/R/utils.R, function .isSameSeason()
+
+NOTE 2: the package works for only one series (one station). Further extensions might consider the multi-series case.
+
+---
+
+The final report may be found at [this location](http://www.airnormand.fr/Publications/Publications-telechargeables/Rapports-d-etudes)

diff --git a/TODO b/TODO
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--- /dev/null
+++ b/TODO
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+Soft predict: keep series with NAs (currently removed)
+use shiny to visualize curves ?
+What to do with NAs exogenous variables ?

diff --git a/pkg/DESCRIPTION b/pkg/DESCRIPTION
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+++ b/pkg/DESCRIPTION
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+Package: talweg
+Title: Time-Series Samples Forecasted With Exogenous Variables
+Version: 0.3-0
+Description: Forecast a curve sampled within the day (seconds, minutes,
+    hours...), using past measured curves + past exogenous informations, which
+    could be some aggregated measure on the past curves, the weather... Main
+    starting point: computeForecast().
+Author: Benjamin Auder <Benjamin.Auder@math.u-psud.fr> [aut,cre],
+    Jean-Michel Poggi <Jean-Michel.Poggi@parisdescartes.fr> [ctb],
+    Bruno Portier <Bruno.Portier@insa-rouen.fr>, [ctb]
+Maintainer: Benjamin Auder <Benjamin.Auder@math.u-psud.fr>
+Depends:
+    R (>= 3.0),
+Imports:
+    R6,
+    methods,
+    MASS
+Suggests:
+    parallel,
+    devtools,
+    roxygen2,
+    testthat,
+    rainbow
+LazyData: yes
+URL: http://git.auder.net/?p=talweg.git
+License: MIT + file LICENSE
+RoxygenNote: 6.0.1
+Collate: 
+    'plot.R'
+    'computeError.R'
+    'computeForecast.R'
+    'J_Zero.R'
+    'J_Persistence.R'
+    'J_Neighbors.R'
+    'F_Zero.R'
+    'F_Persistence.R'
+    'F_Neighbors.R'
+    'F_Average.R'
+    'getData.R'
+    'utils.R'
+    'Forecaster.R'
+    'Forecast.R'
+    'Data.R'
+    'A_NAMESPACE.R'
+    'J_LastValue.R'
+    'sample_dataset.R'

diff --git a/pkg/LICENSE b/pkg/LICENSE
new file mode 100644 (file)
index 0000000..e4b50f1
--- /dev/null
+++ b/pkg/LICENSE
@@ -0,0 +1,22 @@
+Copyright (c) 2016-2017, Benjamin AUDER
+              2016-2017, Jean-Michel Poggi
+              2016-2017, Bruno Portier
+
+Permission is hereby granted, free of charge, to any person obtaining
+a copy of this software and associated documentation files (the
+"Software"), to deal in the Software without restriction, including
+without limitation the rights to use, copy, modify, merge, publish,
+distribute, sublicense, and/or sell copies of the Software, and to
+permit persons to whom the Software is furnished to do so, subject to
+the following conditions:
+
+The above copyright notice and this permission notice shall be
+included in all copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
+EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF
+MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND
+NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE
+LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION
+OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION
+WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.

diff --git a/pkg/R/A_NAMESPACE.R b/pkg/R/A_NAMESPACE.R
new file mode 100644 (file)
index 0000000..a295cc8
--- /dev/null
+++ b/pkg/R/A_NAMESPACE.R
@@ -0,0 +1,24 @@
+#' @importFrom grDevices colors gray.colors
+#' @importFrom graphics abline hist par plot matplot
+#' @importFrom methods hasArg is
+#' @importFrom stats quantile sd cov
+#' @importFrom utils getFromNamespace read.csv head tail
+#' @importFrom R6 R6Class
+#'
+#' @include Data.R
+#' @include Forecast.R
+#' @include Forecaster.R
+#' @include utils.R
+#' @include getData.R
+#' @include F_Average.R
+#' @include F_Neighbors.R
+#' @include F_Persistence.R
+#' @include F_Zero.R
+#' @include J_Neighbors.R
+#' @include J_Persistence.R
+#' @include J_Zero.R
+#' @include computeForecast.R
+#' @include computeError.R
+#' @include plot.R
+#'
+NULL

diff --git a/pkg/R/Data.R b/pkg/R/Data.R
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index 0000000..4b1e1f3
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+++ b/pkg/R/Data.R
@@ -0,0 +1,134 @@
+#' Data
+#'
+#' Data encapsulation, in the form of a few lists (time-series + exogenous variables).
+#'
+#' The private field .tvp is a list where each cell contains the hourly variables for a
+#' period of time of 24 hours, from 1am to next midnight. The other lists contain
+#' informations on series' levels and exogenous variables (both measured and predicted).
+#'
+#' @usage # Data$new()
+#'
+#' @field .tvp List of "time-values"; in each cell:
+#' \itemize{
+#'   \item time: vector of times
+#'   \item serie: (measured) serie
+#'   \item level_hat: predicted level for current day
+#' }
+#' @field .level Vector of measured levels
+#' @field .exo List of measured exogenous variables, cell = numerical vector.
+#' @field .exo_hat List of predicted exogenous variables, cell = numerical vector.
+#'
+#' @section Methods:
+#' \describe{
+#' \item{\code{getSize()}}{
+#'   Number of series in dataset.}
+#' \item{\code{append(time, value, level_hat, exo, exo_hat)}}{
+#'   Measured data for given vector of times + exogenous predictions from
+#'   last midgnight.}
+#' \item{\code{getTime(index)}}{
+#'   Times (vector) at specified index.}
+#' \item{\code{getSerie(index)}}{
+#'   Serie (centered+level) at specified index.}
+#' \item{\code{getSeries(indices)}}{
+#'   Series at specified indices (in columns).}
+#' \item{\code{getLevel(index)}}{
+#'   Measured level at specified index.}
+#' \item{\code{getLevelHat(index)}}{
+#'   Predicted level vector at specified index (by hour).}
+#' \item{\code{getCenteredSerie(index)}}{
+#'   Centered serie at specified index.}
+#' \item{\code{getCenteredSeries(indices)}}{
+#'   Centered series at specified indices (in columns).}
+#' \item{\code{getExo(index)}}{
+#'   Measured exogenous variables at specified index.}
+#' \item{\code{getExoHat(index)}}{
+#'   Predicted exogenous variables at specified index.}
+#' }
+#'
+#' @docType class
+#' @format R6 class
+#'
+Data = R6::R6Class("Data",
+       private = list(
+               .tvp = list(),
+               .level = vector("double",0),
+               .exo = list(),
+               .exo_hat = list()
+       ),
+       public = list(
+               getSize = function()
+                       length(private$.tvp)
+               ,
+               append = function(time=NULL, value=NULL, level_hat=NULL, exo=NULL, exo_hat=NULL)
+               {
+                       if (!is.null(time) && !is.null(value) && !is.null(level_hat))
+                       {
+                               L = length(private$.tvp)
+                               if (L == 0 || strftime( tail(private$.tvp[[L]]$time,1),
+                                       format="%H:%M:%S", tz="GMT" ) == "00:00:00")
+                               {
+                                       # Append a new cell
+                                       private$.tvp[[L+1]] <- list("time"=time, "serie"=value, "level_hat"=level_hat)
+                               }
+                               else
+                               {
+                                       # Complete current cell
+                                       private$.tvp[[L]]$time <- c(private$.tvp[[L]]$time, time)
+                                       private$.tvp[[L]]$serie <- c(private$.tvp[[L]]$serie, value)
+                                       private$.tvp[[L]]$level_hat <- c(private$.tvp[[L]]$level_hat, level_hat)
+                               }
+                       }
+                       if (strftime( tail(private$.tvp[[length(private$.tvp)]]$time,1),
+                               format="%H:%M:%S", tz="GMT" ) == "00:00:00")
+                       {
+                               private$.level = c(private$.level,
+                                       mean(private$.tvp[[length(private$.tvp)]]$serie, na.rm=TRUE))
+                       }
+                       if (!is.null(exo))
+                               private$.exo[[length(private$.exo)+1]] = exo
+                       if (!is.null(exo_hat))
+                               private$.exo_hat[[length(private$.exo_hat)+1]] = exo_hat
+               },
+               getTime = function(index)
+               {
+                       index = dateIndexToInteger(index, self)
+                       private$.tvp[[index]]$time
+               },
+               getSerie = function(index)
+               {
+                       index = dateIndexToInteger(index, self)
+                       private$.tvp[[index]]$serie
+               },
+               getSeries = function(indices)
+                       sapply(indices, function(i) self$getSerie(i))
+               ,
+               getLevel = function(index)
+               {
+                       index = dateIndexToInteger(index, self)
+                       private$.level[index]
+               },
+               getLevelHat = function(index)
+               {
+                       index = dateIndexToInteger(index, self)
+                       private$.tvp[[index]]$level_hat
+               },
+               getCenteredSerie = function(index)
+               {
+                       index = dateIndexToInteger(index, self)
+                       private$.tvp[[index]]$serie - private$.level[index]
+               },
+               getCenteredSeries = function(indices)
+                       sapply(indices, function(i) self$getCenteredSerie(i))
+               ,
+               getExo = function(index)
+               {
+                       index = dateIndexToInteger(index, self)
+                       private$.exo[[index]]
+               },
+               getExoHat = function(index)
+               {
+                       index = dateIndexToInteger(index, self)
+                       private$.exo_hat[[index]]
+               }
+       )
+)

diff --git a/pkg/R/F_Average.R b/pkg/R/F_Average.R
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index 0000000..4d395ac
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+++ b/pkg/R/F_Average.R
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+#' Average Forecaster
+#'
+#' Pointwise average of all the series of the same day of week in the past.
+#'
+#' For example, if the current day (argument "today") is a tuesday, then all series
+#' corresponding to tuesday in the past (until the beginning or memory limit) -- and in
+#' the future if 'opera' is FALSE -- are averaged to provide a smooth prediction. This
+#' forecast will most of the time be wrong, but will also look plausible enough.
+#'
+#' @usage # AverageForecaster$new(pjump)
+#'
+#' @docType class
+#' @format R6 class, inherits Forecaster
+#' @aliases F_Average
+#'
+AverageForecaster = R6::R6Class("AverageForecaster",
+       inherit = Forecaster,
+
+       public = list(
+               predictShape = function(data, today, memory, predict_from, horizon, ...)
+               {
+                       avg = rep(0., (horizon-predict_from+1))
+                       first_day = max(1, today-memory)
+                       index <- today
+                       nb_no_na_series = 0
+                       opera = ifelse(hasArg("opera"), list(...)$opera, FALSE)
+                       repeat
+                       {
+                               index = index - 7
+                               if (index < first_day)
+                                       break
+                               serie_on_horizon = data$getCenteredSerie(index)[predict_from:horizon]
+                               if (!any(is.na(serie_on_horizon)))
+                               {
+                                       avg = avg + serie_on_horizon
+                                       nb_no_na_series = nb_no_na_series + 1
+                               }
+                       }
+                       if (!opera)
+                       {
+                               # The same, in the future
+                               index <- today
+                               repeat
+                               {
+                                       index = index + 7
+                                       if (index > data$getSize())
+                                               break
+                                       serie_on_horizon = data$getCenteredSerie(index)[predict_from:horizon]
+                                       if (!any(is.na(serie_on_horizon)))
+                                       {
+                                               avg = avg + serie_on_horizon
+                                               nb_no_na_series = nb_no_na_series + 1
+                                       }
+                               }
+                       }
+                       avg / nb_no_na_series
+               }
+       )
+)

diff --git a/pkg/R/F_Neighbors.R b/pkg/R/F_Neighbors.R
new file mode 100644 (file)
index 0000000..ea27d5c
--- /dev/null
+++ b/pkg/R/F_Neighbors.R
@@ -0,0 +1,291 @@
+#' Neighbors Forecaster
+#'
+#' Predict next serie as a weighted combination of curves observed on "similar" days in
+#' the past (and future if 'opera'=FALSE); the nature of the similarity is controlled by
+#' the options 'simtype' and 'local' (see below).
+#'
+#' Optional arguments:
+#' \itemize{
+#'   \item local: TRUE (default) to constrain neighbors to be "same days in same season"
+#'   \item simtype: 'endo' for a similarity based on the series only,<cr>
+#'             'exo' for a similarity based on exogenous variables only,<cr>
+#'             'mix' for the product of 'endo' and 'exo',<cr>
+#'             'none' (default) to apply a simple average: no computed weights
+#'   \item window: A window for similarities computations; override cross-validation
+#'     window estimation.
+#' }
+#' The method is summarized as follows:
+#' \enumerate{
+#'   \item Determine N (=20) recent days without missing values, and preceded by a
+#'     curve also without missing values.
+#'   \item Optimize the window parameters (if relevant) on the N chosen days.
+#'   \item Considering the optimized window, compute the neighbors (with locality
+#'     constraint or not), compute their similarities -- using a gaussian kernel if
+#'     simtype != "none" -- and average accordingly the "tomorrows of neigbors" to
+#'     obtain the final prediction.
+#' }
+#'
+#' @usage # NeighborsForecaster$new(pjump)
+#'
+#' @docType class
+#' @format R6 class, inherits Forecaster
+#' @aliases F_Neighbors
+#'
+NeighborsForecaster = R6::R6Class("NeighborsForecaster",
+       inherit = Forecaster,
+
+       public = list(
+               predictShape = function(data, today, memory, predict_from, horizon, ...)
+               {
+                       # (re)initialize computed parameters
+                       private$.params <- list("weights"=NA, "indices"=NA, "window"=NA)
+
+                       # Do not forecast on days with NAs (TODO: softer condition...)
+                       if (any(is.na(data$getSerie(today-1))) ||
+                               (predict_from>=2 && any(is.na(data$getSerie(today)[1:(predict_from-1)]))))
+                       {
+                               return (NA)
+                       }
+
+                       # Get optional args
+                       local = ifelse(hasArg("local"), list(...)$local, TRUE) #same level + season?
+                       simtype = ifelse(hasArg("simtype"), list(...)$simtype, "none") #or "endo", or "exo"
+                       opera = ifelse(hasArg("opera"), list(...)$opera, FALSE) #operational mode?
+
+                       # Determine indices of no-NAs days preceded by no-NAs yerstedays
+                       tdays = .getNoNA2(data, max(today-memory,2), ifelse(opera,today-1,data$getSize()))
+                       if (!opera)
+                               tdays = setdiff(tdays, today) #always exclude current day
+
+                       # Shortcut if window is known
+                       if (hasArg("window"))
+                       {
+                               return ( private$.predictShapeAux(data, tdays, today, predict_from, horizon,
+                                       local, list(...)$window, simtype, opera, TRUE) )
+                       }
+
+                       # Indices of similar days for cross-validation; TODO: 20 = magic number
+                       cv_days = getSimilarDaysIndices(today, data, limit=20, same_season=FALSE,
+                               days_in=tdays, operational=opera)
+
+                       # Optimize h : h |--> sum of prediction errors on last N "similar" days
+                       errorOnLastNdays = function(window, simtype)
+                       {
+                               error = 0
+                               nb_jours = 0
+                               for (i in seq_along(cv_days))
+                               {
+                                       # mix_strategy is never used here (simtype != "mix"), therefore left blank
+                                       prediction = private$.predictShapeAux(data, tdays, cv_days[i], predict_from,
+                                               horizon, local, window, simtype, opera, FALSE)
+                                       if (!is.na(prediction[1]))
+                                       {
+                                               nb_jours = nb_jours + 1
+                                               error = error +
+                                                       mean((data$getSerie(cv_days[i])[predict_from:horizon] - prediction)^2)
+                                       }
+                               }
+                               return (error / nb_jours)
+                       }
+
+                       # TODO: 7 == magic number
+                       if (simtype=="endo" || simtype=="mix")
+                       {
+                               best_window_endo = optimize(
+                                       errorOnLastNdays, c(0,7), simtype="endo")$minimum
+                       }
+                       if (simtype=="exo" || simtype=="mix")
+                       {
+                               best_window_exo = optimize(
+                                       errorOnLastNdays, c(0,7), simtype="exo")$minimum
+                       }
+                       if (local)
+                       {
+                               best_window_local = optimize(
+                                       errorOnLastNdays, c(3,30), simtype="none")$minimum
+                       }
+
+                       best_window =
+                               if (simtype == "endo")
+                                       best_window_endo
+                               else if (simtype == "exo")
+                                       best_window_exo
+                               else if (simtype == "mix")
+                                       c(best_window_endo,best_window_exo)
+                               else #none: no value
+                                       NULL
+                       if (local)
+                               best_window = c(best_window, best_window_local)
+
+                       return( private$.predictShapeAux(data, tdays, today, predict_from, horizon, local,
+                               best_window, simtype, opera, TRUE) )
+               }
+       ),
+       private = list(
+               # Precondition: "yersteday until predict_from-1" is full (no NAs)
+               .predictShapeAux = function(data, tdays, today, predict_from, horizon, local, window,
+                       simtype, opera, final_call)
+               {
+                       tdays_cut = tdays[ tdays != today ]
+                       if (length(tdays_cut) == 0)
+                               return (NA)
+
+                       if (local)
+                       {
+                               # limit=Inf to not censor any day (TODO: finite limit? 60?)
+                               tdays <- getSimilarDaysIndices(today, data, limit=Inf, same_season=TRUE,
+                                       days_in=tdays_cut, operational=opera)
+                               nb_neighbs <- round( window[length(window)] )
+                               # TODO: 10 == magic number
+                               tdays <- .getConstrainedNeighbs(today, data, tdays, nb_neighbs, opera)
+                               if (length(tdays) == 1)
+                               {
+                                       if (final_call)
+                                       {
+                                               private$.params$weights <- 1
+                                               private$.params$indices <- tdays
+                                               private$.params$window <- window
+                                       }
+                                       return ( data$getSerie(tdays[1])[predict_from:horizon] )
+                               }
+                               max_neighbs = nb_neighbs #TODO: something else?
+                               if (length(tdays) > max_neighbs)
+                               {
+                                       distances2 <- .computeDistsEndo(data, today, tdays, predict_from)
+                                       ordering <- order(distances2)
+                                       tdays <- tdays[ ordering[1:max_neighbs] ]
+                               }
+                       }
+                       else
+                               tdays = tdays_cut #no conditioning
+
+                       if (simtype == "endo" || simtype == "mix")
+                       {
+                               # Distances from last observed day to selected days in the past
+                               # TODO: redundant computation if local==TRUE
+                               distances2 <- .computeDistsEndo(data, today, tdays, predict_from)
+
+                               # Compute endogen similarities using the given window
+                               simils_endo <- .computeSimils(distances2, window[1])
+                       }
+
+                       if (simtype == "exo" || simtype == "mix")
+                       {
+                               distances2 <- .computeDistsExo(data, today, tdays, opera)
+
+                               # Compute exogen similarities using the given window
+                               window_exo = ifelse(simtype=="mix", window[2], window[1])
+                               simils_exo <- .computeSimils(distances2, window_exo)
+                       }
+
+                       similarities =
+                               if (simtype == "exo")
+                                       simils_exo
+                               else if (simtype == "endo")
+                                       simils_endo
+                               else if (simtype == "mix")
+                                       simils_endo * simils_exo
+                               else #none
+                                       rep(1, length(tdays))
+                       similarities = similarities / sum(similarities)
+
+                       prediction = rep(0, horizon-predict_from+1)
+                       for (i in seq_along(tdays))
+                       {
+                               prediction = prediction +
+                                       similarities[i] * data$getSerie(tdays[i])[predict_from:horizon]
+                       }
+
+                       if (final_call)
+                       {
+                               private$.params$weights <- similarities
+                               private$.params$indices <- tdays
+                               private$.params$window <- window
+                       }
+
+                       return (prediction)
+               }
+       )
+)
+
+# getConstrainedNeighbs
+#
+# Get indices of neighbors of similar pollution level (among same season + day type).
+#
+# @param today Index of current day
+# @param data Object of class Data
+# @param tdays Current set of "second days" (no-NA pairs)
+# @param min_neighbs Minimum number of points in a neighborhood
+# @param max_neighbs Maximum number of points in a neighborhood
+#
+.getConstrainedNeighbs = function(today, data, tdays, min_neighbs, opera)
+{
+       levelToday = ifelse(opera, tail(data$getLevelHat(today),1), data$getLevel(today))
+       distances = sapply( tdays, function(i) abs(data$getLevel(i) - levelToday) )
+       #TODO: 1, +1, +3 : magic numbers
+       dist_thresh = 1
+       min_neighbs = min(min_neighbs,length(tdays))
+       repeat
+       {
+               same_pollution = (distances <= dist_thresh)
+               nb_neighbs = sum(same_pollution)
+               if (nb_neighbs >= min_neighbs) #will eventually happen
+                       break
+               dist_thresh = dist_thresh + ifelse(dist_thresh>1,3,1)
+       }
+       tdays[same_pollution]
+}
+
+# compute similarities
+#
+# Apply the gaussian kernel on computed squared distances.
+#
+# @param distances2 Squared distances
+# @param window Window parameter for the kernel
+#
+.computeSimils <- function(distances2, window)
+{
+       sd_dist = sd(distances2)
+       if (sd_dist < .25 * sqrt(.Machine$double.eps))
+       {
+#              warning("All computed distances are very close: stdev too small")
+               sd_dist = 1 #mostly for tests... FIXME:
+       }
+       exp(-distances2/(sd_dist*window^2))
+}
+
+.computeDistsEndo <- function(data, today, tdays, predict_from)
+{
+       lastSerie = c( data$getSerie(today-1),
+               data$getSerie(today)[if (predict_from>=2) 1:(predict_from-1) else c()] )
+       sapply(tdays, function(i) {
+               delta = lastSerie - c(data$getSerie(i-1),
+                       data$getSerie(i)[if (predict_from>=2) 1:(predict_from-1) else c()])
+               sqrt(mean(delta^2))
+       })
+}
+
+.computeDistsExo <- function(data, today, tdays, opera)
+{
+       M = matrix( ncol=1+length(tdays), nrow=1+length(data$getExo(1)) )
+       if (opera)
+               M[,1] = c( tail(data$getLevelHat(today),1), as.double(data$getExoHat(today)) )
+       else
+               M[,1] = c( data$getLevel(today), as.double(data$getExo(today)) )
+       for (i in seq_along(tdays))
+               M[,i+1] = c( data$getLevel(tdays[i]), as.double(data$getExo(tdays[i])) )
+
+       sigma = cov(t(M)) #NOTE: robust covariance is way too slow
+       # TODO: 10 == magic number; more robust way == det, or always ginv()
+       sigma_inv =
+               if (length(tdays) > 10)
+                       solve(sigma)
+               else
+                       MASS::ginv(sigma)
+
+       # Distances from last observed day to days in the past
+       sapply(seq_along(tdays), function(i) {
+               delta = M[,1] - M[,i+1]
+               delta %*% sigma_inv %*% delta
+       })
+}

diff --git a/pkg/R/F_Persistence.R b/pkg/R/F_Persistence.R
new file mode 100644 (file)
index 0000000..7035231
--- /dev/null
+++ b/pkg/R/F_Persistence.R
@@ -0,0 +1,39 @@
+#' Persistence Forecaster
+#'
+#' Look for the most recent similar day in the past, and return its corresponding curve.
+#'
+#' There are two variations, depending whether "similar day" means "same day in the week"
+#' or "most recent day" (regardless of day type). The corresponding argument is named
+#' "same_day": a value of TRUE implies the former interpretation (same day in week).
+#' If the last similar day has missing values, the next one is searched, and so on until
+#' one full serie is found (if no one is found, NA is returned).
+#'
+#' @usage # PersistenceForecaster$new(pjump)
+#'
+#' @docType class
+#' @format R6 class, inherits Forecaster
+#' @aliases F_Persistence
+#'
+PersistenceForecaster = R6::R6Class("PersistenceForecaster",
+       inherit = Forecaster,
+
+       public = list(
+               predictShape = function(data, today, memory, predict_from, horizon, ...)
+               {
+                       # Return centered last (similar) day curve, avoiding NAs until memory is run
+                       first_day = max(1, today-memory)
+                       same_day = ifelse(hasArg("same_day"), list(...)$same_day, TRUE)
+                       index <- today
+                       repeat
+                       {
+                               # If 'same_day', get the last known future of similar day
+                               index = index - ifelse(same_day,7,1)
+                               if (index < first_day)
+                                       return (NA)
+                               last_serie = data$getCenteredSerie(index)[predict_from:horizon]
+                               if (!any(is.na(last_serie)))
+                                       return (last_serie)
+                       }
+               }
+       )
+)

diff --git a/pkg/R/F_Zero.R b/pkg/R/F_Zero.R
new file mode 100644 (file)
index 0000000..21e6e00
--- /dev/null
+++ b/pkg/R/F_Zero.R
@@ -0,0 +1,18 @@
+#' Zero Forecaster
+#'
+#' Flat prediction: always forecast a serie of zeros (adjusted by 'pjump' function).
+#'
+#' @usage # ZeroForecaster$new(pjump)
+#'
+#' @docType class
+#' @format R6 class, inherits Forecaster
+#' @aliases F_Zero
+#'
+ZeroForecaster = R6::R6Class("ZeroForecaster",
+       inherit = Forecaster,
+
+       public = list(
+               predictShape = function(data, today, memory, predict_from, horizon, ...)
+                       rep(0, (horizon-predict_from+1))
+       )
+)

diff --git a/pkg/R/Forecast.R b/pkg/R/Forecast.R
new file mode 100644 (file)
index 0000000..ff7fb8d
--- /dev/null
+++ b/pkg/R/Forecast.R
@@ -0,0 +1,83 @@
+#' Forecast
+#'
+#' Forecast encapsulation as a list (days where prediction occur) of lists (components).
+#'
+#' The private field .pred is a list where each cell contains the predicted variables for
+#' a period of time of H-P+1<=24 hours, from hour P until H, where P == predict_from.
+#' \code{forecast$getForecast(i)} output forecasts for
+#' \code{data$getSerie(forecast$getIndexInData(i))}.
+#'
+#' @usage # Forecast$new(dates)
+#'
+#' @field .pred List with
+#' \itemize{
+#'   \item serie: the forecasted serie
+#'   \item params: corresponding list of parameters (weights, neighbors...)
+#'   \item index_in_data: corresponding index in data object
+#' }
+#' @field .dates vector of (integer) day indices where forecast occurs
+#'
+#' @section Methods:
+#' \describe{
+#' \item{\code{initialize(dates)}}{
+#'   Initialize a Forecast object with a series of date indices.}
+#' \item{\code{getSize()}}{
+#'   Return number of individual forecasts.}
+#' \item{\code{append(forecast, params, index_in_data)}}{
+#'   Acquire an individual forecast, with its (optimized) parameters and the
+#'   corresponding index in the dataset.}
+#' \item{\code{getDates()}}{
+#'   Get dates where forecast occurs.}
+#' \item{\code{getForecast(index)}}{
+#'   Get forecasted serie at specified index.}
+#' \item{\code{getParams(index)}}{
+#'   Get parameters at specified index (for 'Neighbors' method).}
+#' \item{\code{getIndexInData(index)}}{
+#'   Get index in data which corresponds to current forecast.}
+#' }
+#'
+#' @docType class
+#' @format R6 class
+#'
+Forecast = R6::R6Class("Forecast",
+       private = list(
+               .pred = list(),
+               .dates = integer(0) #store dates as integers (from 1970-01-01)
+       ),
+       public = list(
+               initialize = function(dates)
+               {
+                       private$.dates <- dates
+                       invisible(self)
+               },
+               getSize = function()
+                       length(private$.pred)
+               ,
+               append = function(forecast, params, index_in_data)
+               {
+                       private$.pred[[length(private$.pred)+1]] <-
+                               list("forecast"=forecast, "params"=params, "index_in_data"=index_in_data)
+               },
+               getDates = function()
+                       as.Date( private$.dates, origin="1970-01-01" )
+               ,
+               getForecast = function(index)
+               {
+                       if (is(index,"Date"))
+                               index = match(index, private$.dates)
+                       private$.pred[[index]]$forecast
+               },
+               getParams = function(index)
+               {
+                       if (is(index,"Date"))
+                               index = match(index, private$.dates)
+                       private$.pred[[index]]$params
+               },
+               getIndexInData = function(index)
+               {
+                       if (is(index,"Date"))
+                               index = match(index, private$.dates)
+                       private$.pred[[index]]$index_in_data
+               }
+       )
+)

diff --git a/pkg/R/Forecaster.R b/pkg/R/Forecaster.R
new file mode 100644 (file)
index 0000000..ef270b1
--- /dev/null
+++ b/pkg/R/Forecaster.R
@@ -0,0 +1,81 @@
+#' Forecaster
+#'
+#' Forecaster (abstract class, implemented by all forecasters).
+#'
+#' A Forecaster object encapsulates parameters (which can be of various kinds, for
+#' example "Neighbors" method stores informations about the considered neighborhood for
+#' the current prediction task) and one main function: \code{predictSerie()}. This last
+#' function (by default) calls \code{predictShape()} to get a forecast of a centered
+#' serie, and then calls the "jump prediction" function if it's provided -- see "field"
+#' section -- to adjust it based on the last observed values. The main method in derived
+#' forecasters is \code{predictShape()}; see 'Methods' section.
+#'
+#' @usage # Forecaster$new(pjump) #warning: predictShape() is unimplemented
+#'
+#' @field .params List of computed parameters (if applicable).
+#' @field .pjump Function: how to predict the jump at day interface? The arguments of
+#'   this function are -- in this order:
+#'   \itemize{
+#'     \item data: object output of \code{getData()},
+#'     \item today: index of the current day in data (known until predict_from-1),
+#'     \item memory: number of days to use in the past (including today),
+#'     \item predict_from: first time step to predict (in [1,24])
+#'     \item horizon: last time step to predict (in [predict_from,24]),
+#'     \item params: optimized parameters in the main method \code{predictShape()},
+#'     \item ...: additional arguments.
+#'   }
+#'   .pjump returns an estimation of the jump after the last observed value.
+#'
+#' @section Methods:
+#' \describe{
+#' \item{\code{initialize(pjump)}}{
+#'   Initialize a Forecaster object with a jump prediction function.}
+#' \item{\code{predictSerie(data,today,memory,predict_from,horizon,...)}}{
+#'   Predict the next curve (at index today) from predict_from to horizon (hours), using
+#'   \code{memory} days in the past.}
+#' \item{\code{predictShape(data,today,memory,predict_from,horizon,...)}}{
+#'   Predict the shape of the next curve (at index today) from predict_from to horizon
+#'   (hours), using \code{memory} days in the past.}
+#' \item{\code{getParameters()}}{
+#'   Return (internal) parameters.}
+#' }
+#'
+#' @docType class
+#' @format R6 class
+#'
+Forecaster = R6::R6Class("Forecaster",
+       private = list(
+               .params = list(),
+               .pjump = NULL
+       ),
+       public = list(
+               initialize = function(pjump)
+               {
+                       private$.pjump <- pjump
+                       invisible(self)
+               },
+               predictSerie = function(data, today, memory, predict_from, horizon, ...)
+               {
+                       # Parameters (potentially) computed during shape prediction stage
+                       predicted_shape <- self$predictShape(data,today,memory,predict_from,horizon,...)
+
+                       if (is.na(predicted_shape[1]))
+                               return (NA)
+
+                       predicted_delta <- private$.pjump(data, today, memory, predict_from,
+                                       horizon, private$.params, first_pred=predicted_shape[1], ...)
+
+                       # Predicted shape is aligned on the end of current day + jump
+                       c( data$getSerie(today)[if (predict_from>=2) 1:(predict_from-1) else c()],
+                               (predicted_shape - predicted_shape[1]) + #shape with first_pred = 0
+                               ifelse(predict_from>=2, #last observed value
+                                       data$getSerie(today)[predict_from-1], tail(data$getSerie(today-1),1)) +
+                               predicted_delta ) #jump
+               },
+               predictShape = function(data, today, memory, predict_from, horizon, ...)
+                       NULL #empty default implementation: to implement in inherited classes
+               ,
+               getParameters = function()
+                       private$.params
+       )
+)

diff --git a/pkg/R/J_LastValue.R b/pkg/R/J_LastValue.R
new file mode 100644 (file)
index 0000000..9b1b5e3
--- /dev/null
+++ b/pkg/R/J_LastValue.R
@@ -0,0 +1,14 @@
+#' getLastValueJumpPredict
+#'
+#' Just predict zero "jump" (for reference, benchmarking at least).
+#'
+#' @inheritParams computeForecast
+#' @inheritParams getZeroJumpPredict
+#'
+#' @aliases J_LastValue
+#'
+getLastValueJumpPredict = function(data, today, memory, predict_from,
+       horizon, params, ...)
+{
+       0
+}

diff --git a/pkg/R/J_Neighbors.R b/pkg/R/J_Neighbors.R
new file mode 100644 (file)
index 0000000..ceea803
--- /dev/null
+++ b/pkg/R/J_Neighbors.R
@@ -0,0 +1,33 @@
+#' getNeighborsJumpPredict
+#'
+#' Apply optimized weights on gaps observed on selected neighbors.
+#' This jump prediction method can only be used in conjunction with the Neighbors
+#' Forecaster, because it makes use of the optimized parameters to re-apply the weights
+#' on the jumps observed at days interfaces of the past neighbors.
+#'
+#' @inheritParams computeForecast
+#' @inheritParams getZeroJumpPredict
+#'
+#' @aliases J_Neighbors
+#'
+getNeighborsJumpPredict = function(data, today, memory, predict_from, horizon,
+       params, ...)
+{
+       first_day = max(1, today-memory)
+       filter = (params$indices >= first_day)
+       indices = params$indices[filter]
+       weights = params$weights[filter]
+
+       if (is.na(indices[1]))
+               return (NA)
+
+       gaps = sapply(indices, function(i) {
+               if (predict_from >= 2)
+                       data$getSerie(i)[predict_from] - data$getSerie(i)[predict_from-1]
+               else
+                       head(data$getSerie(i),1) - tail(data$getSerie(i-1),1)
+       })
+       scal_product = weights * gaps
+       norm_fact = sum( weights[!is.na(scal_product)] )
+       sum(scal_product, na.rm=TRUE) / norm_fact
+}

diff --git a/pkg/R/J_Persistence.R b/pkg/R/J_Persistence.R
new file mode 100644 (file)
index 0000000..8298a89
--- /dev/null
+++ b/pkg/R/J_Persistence.R
@@ -0,0 +1,34 @@
+#' getPersistenceJumpPredict
+#'
+#' Analog of the PersistenceForecaster: predict the jump after last observed value either
+#' by re-applying the last jump between similar day and its follower (if argument
+#' "same_day" is TRUE), or by re-using the very last observed jump (when "same_day" =
+#' FALSE).
+#'
+#' @inheritParams computeForecast
+#' @inheritParams getZeroJumpPredict
+#'
+#' @aliases J_Persistence
+#'
+getPersistenceJumpPredict = function(data, today, memory, predict_from,
+       horizon, params, ...)
+{
+       #return gap between end of similar day curve and first day of tomorrow (in the past)
+       first_day = max(1, today-memory)
+       same_day = ifelse(hasArg("same_day"), list(...)$same_day, TRUE)
+       index <- today
+       repeat
+       {
+               # If 'same_day', get the last known future of similar day
+               index = index - ifelse(same_day,7,1)
+               if (index < first_day)
+                       return (NA)
+               gap <-
+                       if (predict_from >= 2)
+                               data$getSerie(index)[predict_from] - data$getSerie(index)[predict_from-1]
+                       else
+                               head(data$getSerie(index),1) - tail(data$getSerie(index-1),1)
+               if (!is.na(gap))
+                       return (gap)
+       }
+}

diff --git a/pkg/R/J_Zero.R b/pkg/R/J_Zero.R
new file mode 100644 (file)
index 0000000..01ba9e3
--- /dev/null
+++ b/pkg/R/J_Zero.R
@@ -0,0 +1,15 @@
+#' getZeroJumpPredict
+#'
+#' "Reset level to 0": jump by -A where A is the last observed value.
+#'
+#' @inheritParams computeForecast
+#' @param today Index of the current day (predict tomorrow)
+#' @param params Optional parameters computed by the main forecaster
+#'
+#' @aliases J_Zero
+#'
+getZeroJumpPredict = function(data, today, memory, predict_from, horizon, params, ...)
+{
+       list(...)$first_pred - ifelse( predict_from >= 2,
+               data$getSerie(today)[predict_from-1], tail(data$getSerie(today-1),1) )
+}

diff --git a/pkg/R/computeError.R b/pkg/R/computeError.R
new file mode 100644 (file)
index 0000000..db5783e
--- /dev/null
+++ b/pkg/R/computeError.R
@@ -0,0 +1,53 @@
+#' Compute error
+#'
+#' Compute the errors between forecasted and measured series.
+#'
+#' @param data Object of class \code{Data} output of \code{getData}
+#' @param pred Object of class \code{Forecast} output of \code{computeForecast}
+#' @param predict_from First time step to consider (>= predict_from used in
+#'   \code{computeForecast()})
+#' @param horizon Horizon where to compute the error (<= horizon used in
+#'   \code{computeForecast})
+#'
+#' @return A list (abs,MAPE) of lists (day,indices). The "indices" slots contain series
+#'   of size L where L is the number of predicted days; i-th value is the averaged error
+#'   (absolute or MAPE) on day i. The "day" slots contain curves of errors, for each time
+#'   step, averaged on the L forecasting days.
+#'
+#' @export
+computeError = function(data, pred, predict_from, horizon=length(data$getSerie(1)))
+{
+       L = pred$getSize()
+       mape_day = rep(0, horizon-predict_from+1)
+       abs_day = rep(0, horizon-predict_from+1)
+       mape_indices = rep(NA, L)
+       abs_indices = rep(NA, L)
+
+       nb_no_NA_data = 0
+       for (i in seq_len(L))
+       {
+               index = pred$getIndexInData(i)
+               serie = data$getSerie(index)[predict_from:horizon]
+               forecast = pred$getForecast(i)[predict_from:horizon]
+               if (!any(is.na(serie)) && !any(is.na(forecast)))
+               {
+                       nb_no_NA_data = nb_no_NA_data + 1
+                       mape_increment = abs(serie - forecast) / serie
+                       mape_increment[is.nan(mape_increment)] = 0. # 0 / 0
+                       mape_increment[!is.finite(mape_increment)] = 1. # >0 / 0
+                       mape_day = mape_day + mape_increment
+                       abs_increment = abs(serie - forecast)
+                       abs_day = abs_day + abs_increment
+                       mape_indices[i] = mean(mape_increment)
+                       abs_indices[i] = mean(abs_increment)
+               }
+       }
+
+       list(
+               "abs" = list(
+                       "day" = abs_day / nb_no_NA_data,
+                       "indices" = abs_indices),
+               "MAPE" = list(
+                       "day" = mape_day / nb_no_NA_data,
+                       "indices" = mape_indices) )
+}

diff --git a/pkg/R/computeForecast.R b/pkg/R/computeForecast.R
new file mode 100644 (file)
index 0000000..e50e63d
--- /dev/null
+++ b/pkg/R/computeForecast.R
@@ -0,0 +1,117 @@
+#' Compute forecast
+#'
+#' Predict time-series curves ("today" from predict_from to horizon) at the selected days
+#' indices ("today" from 1am to predict_from-1). This function just runs a loop over all
+#' requested indices, and stores the individual forecasts into a Forecast object.
+#' Note: in training stage ts_hat(day+1) = f(ts(day), exo(day+1)),
+#' and in production ts_hat(day+1) = f(ts(day), exo_hat(day+1))
+#'
+#' @param data Object of class Data, output of \code{getData()}.
+#' @param indices Indices where to forecast (the day after); integers relative to the
+#'   beginning of data, or (convertible to) Date objects.
+#' @param forecaster Name of the main forecaster; more details: ?F_<forecastername>
+#'   \itemize{
+#'     \item Persistence : use last (similar) day
+#'     \item Neighbors : weighted similar days
+#'     \item Average : average curve of all same day-in-week
+#'     \item Zero : just output 0 (benchmarking purpose)
+#'   }
+#' @param pjump Function to predict the jump at the interface between two days;
+#'   more details: ?J_<functionname>
+#'   \itemize{
+#'     \item Persistence : use last (similar) day
+#'     \item Neighbors: re-use the weights from F_Neighbors
+#'     \item LastValue: start serie with last observed value
+#'     \item Zero: no adjustment => use shape prediction only
+#'   }
+#' @param predict_from First time step to predict.
+#' @param memory Data depth (in days) to be used for prediction.
+#' @param horizon Last time step to predict.
+#' @param ncores Number of cores for parallel execution (1 to disable).
+#' @param verbose TRUE to print basic traces (runs beginnings)
+#' @param ... Additional parameters for the forecasting models.
+#'
+#' @return An object of class Forecast
+#'
+#' @examples
+#' ts_data <- system.file("extdata","intraday_measures.csv",package="talweg")
+#' exo_data <- system.file("extdata","daily_exogenous.csv",package="talweg")
+#' data <- getData(ts_data, exo_data, date_format="%Y-%m-%d %H:%M:%S", limit=200)
+#' pred <- computeForecast(data, 100:130, "Persistence", "LastValue",
+#'   predict_from=8, memory=50, horizon=12, ncores=1)
+#' \dontrun{
+#' #Sketch for real-time mode:
+#' data <- Data$new()
+#' forecaster <- MyForecaster$new(myJumpPredictFunc)
+#' repeat {
+#'   # As soon as daily predictions are available:
+#'   data$append(
+#'     level_hat=predicted_level,
+#'     exo_hat=predicted_exogenous)
+#'   # When a day ends:
+#'   data$append(
+#'     level=observed_level,
+#'     exo=observed_exogenous)
+#'   # And, at every hour:
+#'   data$append(
+#'     time=current_hour,
+#'     value=current_PM10)
+#'   # Finally, a bit before predict_from hour:
+#'   pred <- forecaster$predictSerie(data, data$getSize(), ...)
+#'   #do_something_with_pred
+#' } }
+#' @export
+computeForecast = function(data, indices, forecaster, pjump, predict_from,
+       memory=Inf, horizon=length(data$getSerie(1)), ncores=3, verbose=FALSE, ...)
+{
+       # (basic) Arguments sanity checks
+       predict_from = as.integer(predict_from)[1]
+       if (! predict_from %in% 1:length(data$getSerie(1)))
+               stop("predict_from in [1,24] (hours)")
+       if (hasArg("opera") && !list(...)$opera && memory < Inf)
+               memory <- Inf #finite memory in training mode makes no sense
+       horizon = as.integer(horizon)[1]
+       if (horizon<=predict_from || horizon>length(data$getSerie(1)))
+               stop("Horizon in [predict_from+1,24] (hours)")
+       integer_indices = sapply(indices, function(i) dateIndexToInteger(i,data))
+       if (any(integer_indices<=0 | integer_indices>data$getSize()))
+               stop("Indices out of range")
+       if (!is.character(forecaster))
+               stop("forecaster (name): character")
+       if (!is.character(pjump))
+               stop("pjump (function): character")
+
+       pred = Forecast$new( sapply(indices, function(i) integerIndexToDate(i,data)) )
+       forecaster_class_name = getFromNamespace(
+               paste(forecaster,"Forecaster",sep=""), "talweg")
+
+       pjump <- getFromNamespace(paste("get",pjump,"JumpPredict",sep=""), "talweg")
+       forecaster = forecaster_class_name$new(pjump)
+
+       computeOneForecast <- function(i)
+       {
+               if (verbose)
+                       print(paste("Index",i))
+               list(
+                       "forecast" = forecaster$predictSerie(data,i,memory,predict_from,horizon,...),
+                       "params" = forecaster$getParameters(),
+                       "index" = i )
+       }
+
+       p <-
+               if (ncores > 1 && requireNamespace("parallel",quietly=TRUE))
+                       parallel::mclapply(integer_indices, computeOneForecast, mc.cores=ncores)
+               else
+                       lapply(integer_indices, computeOneForecast)
+
+       # TODO: find a way to fill pred in //...
+       for (i in seq_along(integer_indices))
+       {
+               pred$append(
+                       forecast = p[[i]]$forecast,
+                       params = p[[i]]$params,
+                       index_in_data = p[[i]]$index
+               )
+       }
+       pred
+}

diff --git a/pkg/R/getData.R b/pkg/R/getData.R
new file mode 100644 (file)
index 0000000..8e44a52
--- /dev/null
+++ b/pkg/R/getData.R
@@ -0,0 +1,89 @@
+#' getData
+#'
+#' Acquire data as a Data object; see ?Data.
+#'
+#' Since series are given in columns (database format), this function builds series one
+#' by one and incrementally grows a Data object which is finally returned.
+#'
+#' @param ts_data Time-series, as a data frame (DB style: 2 columns, first is date/time,
+#'   second is value) or a CSV file.
+#' @param exo_data Exogenous variables, as a data frame or a CSV file; first column is
+#'   dates, next block are measurements for the day, and final block are exogenous
+#'   forecasts (for the same day).
+#' @param date_format How date/time are stored (e.g. year/month/day hour:minutes;
+#'   see ?strptime)
+#' @param limit Number of days to extract (default: Inf, for "all")
+#'
+#' @return An object of class Data
+#'
+#' @examples
+#' ts_data = read.csv(system.file("extdata","pm10_mesures_H_loc.csv",package="talweg"))
+#' exo_data = read.csv(system.file("extdata","meteo_extra_noNAs.csv",package="talweg"))
+#' data = getData(ts_data, exo_data, limit=120)
+#' @export
+getData = function(ts_data, exo_data, date_format="%d/%m/%Y %H:%M", limit=Inf)
+{
+       # Sanity checks (not full, but sufficient at this stage)
+       if ( (!is.data.frame(ts_data) && !is.character(ts_data)) ||
+                       (!is.data.frame(exo_data) && !is.character(exo_data)) )
+               stop("Bad time-series / exogenous input (data frame or CSV file)")
+       if (is.character(ts_data))
+               ts_data = ts_data[1]
+       if (is.character(exo_data))
+               exo_data = exo_data[1]
+       if (!is.character(date_format))
+               stop("Bad date_format (character)")
+       date_format = date_format[1]
+       if (!is.numeric(limit) || limit < 0)
+               stop("limit: positive integer")
+
+       ts_df =
+               if (is.character(ts_data))
+                       read.csv(ts_data)
+               else
+                       ts_data
+       # Convert to GMT (pretend it's GMT; no impact)
+       dates_POSIXlt = strptime(as.character(ts_df[,1]), date_format, tz="GMT")
+       ts_df[,1] = format(as.POSIXct(dates_POSIXlt, tz="GMT"), tz="GMT", usetz=TRUE)
+
+       exo_df =
+               if (is.character(exo_data))
+                       read.csv(exo_data)
+               else
+                       exo_data
+       # Times in exogenous variables file are ignored: no conversions required
+
+       line = 1 #index in PM10 file (24 lines for 1 cell)
+       nb_lines = nrow(ts_df)
+       nb_exos = ( ncol(exo_df) - 1 ) / 2
+       data = Data$new()
+       i = 1 #index of a cell in data
+       while (line <= nb_lines)
+       {
+               time = c()
+               serie = c()
+               level_hat = c()
+               repeat
+               {
+                       {
+                               time = c(time, ts_df[line,1])
+                               serie = c(serie, ts_df[line,2])
+                               level_hat = c(level_hat, #if data file is incomplete...
+                                       ifelse(ncol(ts_df) > 2, ts_df[line,3], mean(serie,na.rm=TRUE)))
+                               line = line + 1
+                       };
+                       if (line >= nb_lines + 1
+                               || as.POSIXlt(ts_df[line-1,1],tz="GMT")$hour == 0)
+                       {
+                               break
+                       }
+               }
+
+               data$append(time=time, value=serie, level_hat=level_hat,
+                       exo=exo_df[i,2:(1+nb_exos)], exo_hat=exo_df[i,(1+nb_exos+1):(1+2*nb_exos)])
+               if (i >= limit)
+                       break
+               i = i + 1
+       }
+       data
+}

diff --git a/pkg/R/plot.R b/pkg/R/plot.R
new file mode 100644 (file)
index 0000000..0f895bd
--- /dev/null
+++ b/pkg/R/plot.R
@@ -0,0 +1,263 @@
+#' Plot curves
+#'
+#' Plot a range of curves in data.
+#'
+#' @inheritParams computeError
+#' @param indices Range of indices (integers or dates)
+#'
+#' @export
+plotCurves <- function(data, indices=seq_len(data$getSize()))
+{
+       series = data$getSeries(indices)
+       yrange = quantile(series, probs=c(0.025,0.975), na.rm=TRUE)
+       par(mar=c(4.7,5,1,1), cex.axis=1.5, cex.lab=1.5)
+       matplot(series, type="l", ylim=yrange, xlab="Time (hours)", ylab="PM10")
+}
+
+#' Plot error
+#'
+#' Draw error graphs, potentially from several runs of \code{computeForecast()}.
+#'
+#' @param err Error as returned by \code{computeError()}
+#' @param cols Colors for each error (default: 1,2,3,...)
+#' @param agg Aggregation level ("day", "week" or "month")
+#'
+#' @seealso \code{\link{plotCurves}}, \code{\link{plotPredReal}},
+#'   \code{\link{plotSimils}}, \code{\link{plotFbox}}, \code{\link{computeFilaments}},
+#'   \code{\link{plotFilamentsBox}}, \code{\link{plotRelVar}}
+#'
+#' @export
+plotError <- function(err, cols=seq_along(err), agg="day")
+{
+       if (!is.null(err$abs))
+               err = list(err)
+       par(mfrow=c(2,2), mar=c(4.7,5,1,1), cex.axis=1.5, cex.lab=1.5)
+       L = length(err)
+
+       yrange = range( sapply(1:L, function(i) err[[i]]$abs$day), na.rm=TRUE )
+       matplot(sapply( seq_len(L), function(i) err[[i]]$abs$day ), type="l",
+               xlab="Time (hours)", ylab="Mean |y - y_hat|", ylim=yrange, col=cols, lwd=2, lty=1)
+
+       agg_curves <- sapply( seq_len(L), function(i) {
+               curve <- err[[i]]$abs$indices
+               delta <- if (agg=="day") 1 else if (agg=="week") 7 else if (agg=="month") 30
+               vapply( seq(1,length(curve),delta), function(i) {
+                       mean(curve[i:(i+delta-1)], na.rm=TRUE)
+               }, vector("double",1), USE.NAMES=FALSE )
+       })
+       yrange = range(agg_curves, na.rm=TRUE)
+       matplot(agg_curves, type="l", xlab=paste("Time (",agg,"s)", sep=""),
+               ylab="Mean |y - y_hat|", ylim=yrange, col=cols, lwd=2, lty=1)
+
+       yrange = range( sapply(1:L, function(i) err[[i]]$MAPE$day), na.rm=TRUE )
+       matplot(sapply( seq_len(L), function(i) err[[i]]$MAPE$day ), type="l",
+               xlab="Time (hours)", ylab="Mean MAPE", ylim=yrange, col=cols, lwd=2, lty=1)
+
+       agg_curves <- sapply( seq_len(L), function(i) {
+               curve <- err[[i]]$MAPE$indices
+               delta <- if (agg=="day") 1 else if (agg=="week") 7 else if (agg=="month") 30
+               vapply( seq(1,length(curve),delta), function(i) {
+                       mean(curve[i:(i+delta-1)], na.rm=TRUE)
+               }, vector("double",1), USE.NAMES=FALSE )
+       })
+       yrange = range(agg_curves, na.rm=TRUE)
+       matplot(agg_curves, type="l", xlab=paste("Time (",agg,"s)", sep=""),
+               ylab="Mean MAPE", ylim=yrange, col=cols, lwd=2, lty=1)
+}
+
+#' Plot measured / predicted
+#'
+#' Plot measured curve (in black) and predicted curve (in blue).
+#'
+#' @inheritParams computeError
+#' @param index Index in forecasts (integer or date)
+#'
+#' @export
+plotPredReal <- function(data, pred, index)
+{
+       prediction = pred$getForecast(index)
+       measure = data$getSerie( pred$getIndexInData(index) )[1:length(pred$getForecast(1))]
+
+       # Remove the common part, where prediction == measure
+       dot_mark <- ifelse(prediction[1]==measure[1],
+               which.max(seq_along(prediction)[prediction==measure]), 0)
+       prediction = prediction[(dot_mark+1):length(prediction)]
+       measure = measure[(dot_mark+1):length(measure)]
+
+       yrange = range(measure, prediction)
+       par(mar=c(4.7,5,1,1), cex.axis=1.5, cex.lab=1.5, lwd=3)
+       plot(measure, type="l", ylim=yrange, xlab="Time (hours)", ylab="PM10")
+       par(new=TRUE)
+       plot(prediction, type="l", col="#0000FF", ylim=yrange, xlab="", ylab="")
+}
+
+#' Plot similarities
+#'
+#' Plot histogram of similarities (weights), for 'Neighbors' method.
+#'
+#' @inheritParams computeError
+#' @param index Index in forecasts (integer or date)
+#'
+#' @export
+plotSimils <- function(pred, index)
+{
+       weights = pred$getParams(index)$weights
+       if (is.null(weights))
+               stop("plotSimils only works on 'Neighbors' forecasts")
+       par(mfrow=c(1,2), mar=c(4.7,5,1,1), cex.axis=1.5, cex.lab=1.5)
+       small_weights = weights[ weights < 1/length(weights) ]
+       large_weights = weights[ weights >= 1/length(weights) ]
+       hist(small_weights, nclass=25, main="", xlab="Weight < 1/N", ylab="Count")
+       hist(large_weights, nclass=25, main="", xlab="Weight >= 1/N", ylab="Count")
+}
+
+#' Functional boxplot
+#'
+#' Draw the functional boxplot on the left, and bivariate plot on the right.
+#'
+#' @inheritParams computeError
+#' @inheritParams plotCurves
+#'
+#' @export
+plotFbox <- function(data, indices=seq_len(data$getSize()))
+{
+       if (!requireNamespace("rainbow", quietly=TRUE))
+               stop("Functional boxplot requires the rainbow package")
+
+       series_matrix = data$getSeries(indices)
+       # Remove series with NAs
+       no_NAs_indices = sapply( 1:ncol(series_matrix),
+               function(i) all(!is.na(series_matrix[,i])) )
+       series_matrix = series_matrix[,no_NAs_indices]
+
+       series_fds = rainbow::fds(seq_len(nrow(series_matrix)), series_matrix)
+       par(mar=c(4.7,5,1,1), cex.axis=1.5, cex.lab=1.5)
+       rainbow::fboxplot(series_fds, "functional", "hdr", xlab="Time (hours)", ylab="PM10",
+               plotlegend=FALSE, lwd=2)
+       rainbow::fboxplot(series_fds, "bivariate", "hdr", plotlegend=FALSE)
+}
+
+#' Compute filaments
+#'
+#' Obtain similar days in the past, and (optionally) plot them -- as black as distances
+#' are small.
+#'
+#' @inheritParams computeError
+#' @param index Index in forecast (integer or date)
+#' @param limit Number of neighbors to consider
+#' @param plot Should the result be plotted?
+#'
+#' @return A list with
+#' \itemize{
+#'   \item index : index of the current serie ('today')
+#'   \item neighb_indices : indices of its neighbors
+#'   \item colors : colors of neighbors curves (shades of gray)
+#' }
+#'
+#' @export
+computeFilaments <- function(data, pred, index, limit=60, plot=TRUE)
+{
+       weights <- pred$getParams(index)$weights
+       if (is.null(weights) || is.na(pred$getParams(index)$weights[1]))
+               stop("computeFilaments requires a serie without NAs")
+
+       nn <- min(limit, length(weights))
+       sorted_dists = sort(-log(weights), index.return=TRUE)
+       # Compute colors for each neighbor (from darkest to lightest), if weights differ
+       if ( any( weights != weights[1] ) )
+       {
+               min_dist = min(sorted_dists$x[1:nn])
+               max_dist = max(sorted_dists$x[1:nn])
+               color_values = floor(19.5*(sorted_dists$x[1:nn]-min_dist)/(max_dist-min_dist)) + 1
+               colors = gray.colors(20,0.1,0.9)[color_values] #TODO: 20 == magic number
+       }
+       else
+               colors <- rep(colors()[17], length(weights))
+
+       if (plot)
+       {
+               # Complete series with (past and present) tomorrows
+               ref_serie = c( data$getCenteredSerie( pred$getIndexInData(index)-1 ),
+                       data$getCenteredSerie( pred$getIndexInData(index) ) )
+               centered_series = rbind(
+                       data$getCenteredSeries( pred$getParams(index)$indices-1 ),
+                       data$getCenteredSeries( pred$getParams(index)$indices ) )
+               yrange = range( ref_serie,
+                       quantile(centered_series, probs=c(0.025,0.975), na.rm=TRUE) )
+               par(mar=c(4.7,5,1,1), cex.axis=1.5, cex.lab=1.5, lwd=2)
+               for (i in nn:1)
+               {
+                       plot(centered_series[,sorted_dists$ix[i]], ylim=yrange, type="l", col=colors[i],
+                               xlab=ifelse(i==1,"Time (hours)",""), ylab=ifelse(i==1,"Centered PM10",""))
+                       par(new=TRUE)
+               }
+               # Also plot ref curve, in red
+               plot(ref_serie, ylim=yrange, type="l", col="#FF0000", xlab="", ylab="")
+               dot_mark <- 0.5 + which.max( pred$getForecast(1) ==
+                       data$getSerie( pred$getIndexInData(1) )[1:length(pred$getForecast(1))] )
+               abline(v=24+dot_mark, lty=2, col=colors()[56], lwd=1)
+       }
+
+       list(
+               "index"=pred$getIndexInData(index),
+               "neighb_indices"=pred$getParams(index)$indices[sorted_dists$ix[1:nn]],
+               "colors"=colors)
+}
+
+#' Functional boxplot on filaments
+#'
+#' Draw the functional boxplot on filaments obtained by \code{computeFilaments()}.
+#'
+#' @inheritParams computeError
+#' @param fil Output of \code{computeFilaments}
+#' @param predict_from First predicted time step
+#'
+#' @export
+plotFilamentsBox = function(data, fil, predict_from)
+{
+       if (!requireNamespace("rainbow", quietly=TRUE))
+               stop("Functional boxplot requires the rainbow package")
+
+       series_matrix = rbind(
+               data$getSeries(fil$neighb_indices-1), data$getSeries(fil$neighb_indices) )
+       series_fds = rainbow::fds(seq_len(nrow(series_matrix)), series_matrix)
+
+       par(mar=c(4.7,5,1,1), cex.axis=1.5, cex.lab=1.5)
+       rainbow::fboxplot(series_fds, "functional", "hdr", xlab="Time (hours)", ylab="PM10",
+               plotlegend=FALSE, lwd=2)
+
+       # "Magic": http://stackoverflow.com/questions/13842560/get-xlim-from-a-plot-in-r
+       usr <- par("usr")
+       yr <- (usr[4] - usr[3]) / 27
+       par(new=TRUE)
+       plot(c(data$getSerie(fil$index-1),data$getSerie(fil$index)), type="l", lwd=2, lty=2,
+               ylim=c(usr[3] + yr, usr[4] - yr), xlab="", ylab="")
+       abline(v=24+predict_from-0.5, lty=2, col=colors()[56])
+}
+
+#' Plot relative conditional variability / absolute variability
+#'
+#' Draw the relative conditional variability / absolute variability based on filaments
+#' obtained by \code{computeFilaments()}.
+#'
+#' @inheritParams computeError
+#' @inheritParams plotFilamentsBox
+#'
+#' @export
+plotRelVar = function(data, fil, predict_from)
+{
+       ref_var = c( apply(data$getSeries(fil$neighb_indices-1),1,sd),
+               apply(data$getSeries(fil$neighb_indices),1,sd) )
+       tdays = .getNoNA2(data, 2, fil$index)
+       global_var = c(
+               apply(data$getSeries(tdays-1),1,sd),
+               apply(data$getSeries(tdays),1,sd) )
+
+       yrange = range(ref_var, global_var)
+       par(mar=c(4.7,5,1,1), cex.axis=1.5, cex.lab=1.5)
+       plot(ref_var, type="l", col=1, lwd=3, ylim=yrange,
+               xlab="Time (hours)", ylab="Standard deviation")
+       par(new=TRUE)
+       plot(global_var, type="l", col=2, lwd=3, ylim=yrange, xlab="", ylab="")
+       abline(v=24+predict_from-0.5, lty=2, col=colors()[56])
+}

diff --git a/pkg/R/sample_dataset.R b/pkg/R/sample_dataset.R
new file mode 100644 (file)
index 0000000..6796469
--- /dev/null
+++ b/pkg/R/sample_dataset.R
@@ -0,0 +1,32 @@
+#' Sample dataset to run the algorithm
+#'
+#' Original data from AirNormand was removed, and replaced with the following:
+#' \itemize{
+#'   \item{daily_exogenous.csv}{a CSV file containing dates in the first column, and then n columns for measurements, and finally n columns for predictions (same day)}
+#'   \item{intraday_measures.csv}{a CSV file with two columns: the first with datetimes, and the second with measurements}
+#' }
+#' -----\cr
+#' Here is the code that generated these files: (not any physical sense)\cr
+#' #dts = timestamps from 1970-01-01 01:00 to 1972-01-01 00:00\cr
+#' dts = seq(0,17519*3600,3600)\cr
+#' intraday = data.frame(\cr
+#'   Time=as.POSIXct(dts,tz="GMT",origin="1970-01-01 01:00"),\cr
+#'   Measure=rgamma(length(dts),10,.7) )\cr
+#' dates = seq(as.Date("1970-01-01"), as.Date("1972-01-01"), "day")\cr
+#' m1 = cos(seq_along(dates))\cr
+#' m2 = log(seq_along(dates)+1)\cr
+#' daily = data.frame(\cr
+#'   Date=dates,\cr
+#'   m1=m1,\cr
+#'   m2=m2,\cr
+#'   m1_pred=m1+rnorm(length(m1),sd=.1),\cr
+#'   m2_pred=m2+rnorm(length(m2),sd=.1) )\cr
+#' write.csv(intraday, file="intraday_measures.csv", row.names=F)\cr
+#' write.csv(daily, file="daily_exogenous.csv", row.names=F)
+#'
+#' @name sample
+#' @docType data
+#' @usage data(talweg::sample)
+#' @format Two dataframes: intraday with 17519 rows and 2 columns (Time,Measure), hourly;
+#'   and daily with 731 rows, 5 columns (Date,m1,m2,m1_pred,m2_pred)
+NULL

diff --git a/pkg/R/utils.R b/pkg/R/utils.R
new file mode 100644 (file)
index 0000000..9e51f00
--- /dev/null
+++ b/pkg/R/utils.R
@@ -0,0 +1,153 @@
+#' dateIndexToInteger
+#'
+#' Transform a (potential) date index into an integer (relative to data beginning).
+#'
+#' @param index Date (or integer) index
+#' @param data Object of class Data, output of \code{getData()}
+#'
+#' @export
+dateIndexToInteger = function(index, data)
+{
+       # Works on integers too: trust input
+       if (is.numeric(index))
+               index = as.integer(index)
+       if (is.integer(index))
+               return (index)
+
+       if (inherits(index, "Date") || is.character(index))
+       {
+               tryCatch(indexAsDate <- as.Date(index),
+                       error=function(e) stop("Unrecognized index format"))
+               #TODO: tz arg to difftime ?
+               integerIndex <- round( as.numeric(
+                       difftime(indexAsDate, as.Date(data$getTime(1)[1])) ) ) + 1
+               if (integerIndex >= 1 && integerIndex <= data$getSize())
+                       return (integerIndex)
+               stop("Date outside data range")
+       }
+       stop("Unrecognized index format")
+}
+
+#' integerIndexToDate
+#'
+#' Transform an integer index (relative to data beginning) into a date index.
+#'
+#' @inheritParams dateIndexToInteger
+#'
+#' @export
+integerIndexToDate = function(index, data)
+{
+       # Works on dates too: trust input
+       if (is.character(index))
+               index = as.Date(index)
+       if (is(index,"Date"))
+               return (index)
+
+       index = index[1]
+       if (is.numeric(index))
+               index = as.integer(index)
+       if (!is.integer(index))
+               stop("'index' should be a date or integer")
+       as.Date( data$getTime(index)[1] )
+}
+
+#' getSimilarDaysIndices
+#'
+#' Find similar days indices in the past; at least same type of day in the week:
+#' monday=tuesday=wednesday=thursday != friday != saturday != sunday.
+#'
+#' @param index Day index (numeric or date)
+#' @param data Reference dataset, object output of \code{getData}
+#' @param limit Maximum number of indices to return
+#' @param same_season Should the indices correspond to day in same season?
+#' @param days_in Optional set to intersect with results (NULL to discard)
+#' @param operational If TRUE: do not look for days after index (operational context)
+#'
+#' @export
+getSimilarDaysIndices = function(index, data, limit, same_season,
+       days_in=NULL, operational=TRUE)
+{
+       index = dateIndexToInteger(index, data)
+
+       # Look for similar days (optionally in same season)
+       days = c()
+       dt_ref = as.POSIXlt(data$getTime(index)[1]) #first date-time of current day
+       day_ref = dt_ref$wday #1=monday, ..., 6=saturday, 0=sunday
+       month_ref = as.POSIXlt(data$getTime(index)[1])$mon+1 #month in 1...12
+       i = index - 1
+       if (!operational)
+               j = index + 1
+       while (length(days) < min( limit, ifelse(is.null(days_in),Inf,length(days_in)) ))
+       {
+               if (i < 1 && j > data$getSize())
+                       break
+               if (i >= 1)
+               {
+                       dt = as.POSIXlt(data$getTime(i)[1])
+                       if ((is.null(days_in) || i %in% days_in) && .isSameDay(dt$wday, day_ref))
+                       {
+                               if (!same_season || .isSameSeason(dt$mon+1, month_ref))
+                                       days = c(days, i)
+                       }
+                       i = i - 1
+               }
+               if (!operational && j <= data$getSize())
+               {
+                       dt = as.POSIXlt(data$getTime(j)[1])
+                       if ((is.null(days_in) || j %in% days_in) && .isSameDay(dt$wday, day_ref))
+                       {
+                               if (!same_season || .isSameSeason(dt$mon+1, month_ref))
+                                       days = c(days, j)
+                       }
+                       j = j + 1
+               }
+       }
+       return ( days )
+}
+
+# isSameSeason
+#
+# Check if two months fall in the same "season" (defined by estimated pollution rate).
+#
+# @param month Month index to test
+# @param month_ref Month to compare to
+#
+.isSameSeason = function(month, month_ref)
+{
+#      if (month_ref == 3) #TODO: same as Bruno (but weird)
+#              return (month %in% c(2,3,4,9,10))
+       if (month_ref %in% c(11,12,1,2)) #~= mid-polluted
+               return (month %in% c(11,12,1,2))
+       if (month_ref %in% c(3,4,9,10)) #~= high-polluted
+               return (month %in% c(3,4,9,10))
+       return (month %in% c(5,6,7,8)) #~= non polluted
+}
+
+# isSameDay
+#
+# Monday=Tuesday=Wednesday=Thursday ; Friday, Saturday, Sunday: specials.
+#
+# @param day Day index to test
+# @param day_ref Day index to compare to
+#
+.isSameDay = function(day, day_ref)
+{
+       if (day_ref %in% 1:4)
+               return (day %in% 1:4)
+       return (day == day_ref)
+}
+
+# getNoNA2
+#
+# Get indices in data of no-NA series preceded by no-NA, within [first,last] range.
+#
+# @inheritParams dateIndexToInteger
+# @param first First index (included)
+# @param last Last index (included)
+#
+.getNoNA2 = function(data, first, last)
+{
+       (first:last)[ sapply(first:last, function(i)
+               !any( is.na(data$getSerie(i-1)) | is.na(data$getSerie(i)) )
+       ) ]
+}

diff --git a/pkg/inst/extdata/daily_exogenous.csv b/pkg/inst/extdata/daily_exogenous.csv
new file mode 100644 (file)
index 0000000..2236c43
--- /dev/null
+++ b/pkg/inst/extdata/daily_exogenous.csv
@@ -0,0 +1,732 @@
+"Date","m1","m2","m1_pred","m2_pred"
+1970-01-01,0.54030230586814,0.693147180559945,0.603281332713351,0.588915555999217
+1970-01-02,-0.416146836547142,1.09861228866811,-0.409003010272866,1.04057528013279
+1970-01-03,-0.989992496600445,1.38629436111989,-1.12903942466137,1.28538337356266
+1970-01-04,-0.653643620863612,1.6094379124341,-0.71251194915829,1.74324620979709
+1970-01-05,0.283662185463226,1.79175946922805,0.292271828522823,1.80190316944358
+1970-01-06,0.960170286650366,1.94591014905531,1.0235675224296,1.90096300817127
+1970-01-07,0.753902254343305,2.07944154167984,0.869132774203841,2.09484738406677
+1970-01-08,-0.145500033808614,2.19722457733622,-0.0831047855115772,2.02842013416376
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diff --git a/pkg/inst/extdata/intraday_measures.csv b/pkg/inst/extdata/intraday_measures.csv
new file mode 100644 (file)
index 0000000..e615a55
--- /dev/null
+++ b/pkg/inst/extdata/intraday_measures.csv
@@ -0,0 +1,17521 @@
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diff --git a/pkg/inst/testdata/exo_test.csv b/pkg/inst/testdata/exo_test.csv
new file mode 100644 (file)
index 0000000..1bfe04f
--- /dev/null
+++ b/pkg/inst/testdata/exo_test.csv
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diff --git a/pkg/inst/testdata/ts_test.csv b/pkg/inst/testdata/ts_test.csv
new file mode 100644 (file)
index 0000000..6d5b4c6
--- /dev/null
+++ b/pkg/inst/testdata/ts_test.csv
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+"2007-06-28 07:00:00",4
+"2007-06-28 08:00:00",4
+"2007-06-28 09:00:00",4
+"2007-06-28 10:00:00",4
+"2007-06-28 11:00:00",4
+"2007-06-28 12:00:00",4
+"2007-06-28 13:00:00",4
+"2007-06-28 14:00:00",4
+"2007-06-28 15:00:00",4
+"2007-06-28 16:00:00",4
+"2007-06-28 17:00:00",4
+"2007-06-28 18:00:00",4
+"2007-06-28 19:00:00",4
+"2007-06-28 20:00:00",4
+"2007-06-28 21:00:00",4
+"2007-06-28 22:00:00",4
+"2007-06-28 23:00:00",4
+"2007-06-29 00:00:00",4
+"2007-06-29 01:00:00",5
+"2007-06-29 02:00:00",5
+"2007-06-29 03:00:00",5
+"2007-06-29 04:00:00",5
+"2007-06-29 05:00:00",5
+"2007-06-29 06:00:00",5
+"2007-06-29 07:00:00",5
+"2007-06-29 08:00:00",5
+"2007-06-29 09:00:00",5
+"2007-06-29 10:00:00",5
+"2007-06-29 11:00:00",5
+"2007-06-29 12:00:00",5
+"2007-06-29 13:00:00",5
+"2007-06-29 14:00:00",5
+"2007-06-29 15:00:00",5
+"2007-06-29 16:00:00",5
+"2007-06-29 17:00:00",5
+"2007-06-29 18:00:00",5
+"2007-06-29 19:00:00",5
+"2007-06-29 20:00:00",5
+"2007-06-29 21:00:00",5
+"2007-06-29 22:00:00",5
+"2007-06-29 23:00:00",5
+"2007-06-30 00:00:00",5
+"2007-06-30 01:00:00",6
+"2007-06-30 02:00:00",6
+"2007-06-30 03:00:00",6
+"2007-06-30 04:00:00",6
+"2007-06-30 05:00:00",6
+"2007-06-30 06:00:00",6
+"2007-06-30 07:00:00",6
+"2007-06-30 08:00:00",6
+"2007-06-30 09:00:00",6
+"2007-06-30 10:00:00",6
+"2007-06-30 11:00:00",6
+"2007-06-30 12:00:00",6
+"2007-06-30 13:00:00",6
+"2007-06-30 14:00:00",6
+"2007-06-30 15:00:00",6
+"2007-06-30 16:00:00",6
+"2007-06-30 17:00:00",6
+"2007-06-30 18:00:00",6
+"2007-06-30 19:00:00",6
+"2007-06-30 20:00:00",6
+"2007-06-30 21:00:00",6
+"2007-06-30 22:00:00",6
+"2007-06-30 23:00:00",6
+"2007-07-01 00:00:00",6
+"2007-07-01 01:00:00",7
+"2007-07-01 02:00:00",7
+"2007-07-01 03:00:00",7
+"2007-07-01 04:00:00",7
+"2007-07-01 05:00:00",7
+"2007-07-01 06:00:00",7
+"2007-07-01 07:00:00",7
+"2007-07-01 08:00:00",7
+"2007-07-01 09:00:00",7
+"2007-07-01 10:00:00",7
+"2007-07-01 11:00:00",7
+"2007-07-01 12:00:00",7
+"2007-07-01 13:00:00",7
+"2007-07-01 14:00:00",7
+"2007-07-01 15:00:00",7
+"2007-07-01 16:00:00",7
+"2007-07-01 17:00:00",7
+"2007-07-01 18:00:00",7
+"2007-07-01 19:00:00",7
+"2007-07-01 20:00:00",7
+"2007-07-01 21:00:00",7
+"2007-07-01 22:00:00",7
+"2007-07-01 23:00:00",7
+"2007-07-02 00:00:00",7

diff --git a/pkg/man/talweg-package.Rd b/pkg/man/talweg-package.Rd
new file mode 100644 (file)
index 0000000..feb98f4
--- /dev/null
+++ b/pkg/man/talweg-package.Rd
@@ -0,0 +1,33 @@
+\name{talweg-package}
+\alias{talweg-package}
+\alias{talweg}
+\docType{package}
+
+\title{
+       \packageTitle{talweg}
+}
+
+\description{
+       \packageDescription{talweg}
+}
+
+\details{
+  To start working with this package, use ?computeForecast.
+  Plotting methods are all in 'seealso' section of ?plotError.
+
+  The package R6 is used to abstract data and forecast(er)s implementation from their usage.
+
+       The package devtools could be useful in development stage, since we rely on testthat for
+       unit tests and roxygen2 for documentation. rainbow package is used for some plots:
+  \code{plotFbox()} and \code{plotFilamentsBox()}.
+}
+
+\author{
+       \packageAuthor{talweg}
+
+       Maintainer: \packageMaintainer{talweg}
+}
+
+%\references{
+%      TODO: Literature or other references for background information
+%}

diff --git a/pkg/tests/testthat.R b/pkg/tests/testthat.R
new file mode 100644 (file)
index 0000000..20e05b2
--- /dev/null
+++ b/pkg/tests/testthat.R
@@ -0,0 +1,6 @@
+library(testthat)
+
+#library(devtools); load_all("../talweg") #because some non-exported functions
+library(talweg)
+
+test_check("talweg")

diff --git a/pkg/tests/testthat/helper.R b/pkg/tests/testthat/helper.R
new file mode 100644 (file)
index 0000000..39c768b
--- /dev/null
+++ b/pkg/tests/testthat/helper.R
@@ -0,0 +1,32 @@
+#shorthand: map 1->1, 2->2, 3->3, 4->1, ..., 149->2, 150->3
+I = function(i)
+       (i-1) %% 3 + 1
+
+#MOCK data; NOTE: could be in inst/testdata as well
+getDataTest = function(n)
+{
+       data = Data$new()
+       x = seq(0,9.5,0.1)
+       L = length(x) #96 1/4h
+       s1 = cos(x)
+       s2 = sin(x)
+       s3 = c( s1[1:(L%/%2)] , s2[(L%/%2+1):L] )
+       #sum((s1-s2)^2) == 96
+       #sum((s1-s3)^2) == 58
+       #sum((s2-s3)^2) == 38
+       s = list(s1, s2, s3)
+       series = list()
+       for (i in seq_len(n))
+       {
+               serie = s[[I(i)]] + rnorm(L,sd=0.01)
+               # 10 series with NAs for index 2
+               if (I(i) == 2 && i >= 60 && i<= 90)
+                       serie[sample(seq_len(L),1)] = NA
+               time = as.POSIXct((i-1)*60*60*24+15*60*(1:96), origin="2007-01-01", tz="GMT")
+               exo = runif(4)
+               exo_hat = runif(4)
+               data$append(time=time, value=serie, level_hat=cumsum(serie),
+                       exo=exo, exo_hat=exo_hat)
+       }
+       data
+}

diff --git a/pkg/tests/testthat/test-DateIntegerConv.R b/pkg/tests/testthat/test-DateIntegerConv.R
new file mode 100644 (file)
index 0000000..b3d12fb
--- /dev/null
+++ b/pkg/tests/testthat/test-DateIntegerConv.R
@@ -0,0 +1,74 @@
+context("Date <--> integer conversions")
+
+ts_data = system.file("testdata","ts_test.csv",package="talweg")
+exo_data = system.file("testdata","exo_test.csv",package="talweg")
+data0 <<- getData(ts_data, exo_data, date_format="%Y-%m-%d %H:%M", limit=Inf)
+data7 <<- getData(ts_data, exo_data, date_format="%Y-%m-%d %H:%M", limit=Inf)
+
+test_that("dateIndexToInteger works as expected",
+{
+       expect_identical( dateIndexToInteger("2007-01-01",data0),   1 )
+       expect_identical( dateIndexToInteger("2007-01-02",data0),   2 )
+       expect_identical( dateIndexToInteger("2007-02-01",data0),  32 )
+       expect_identical( dateIndexToInteger("2007-03-01",data0),  60 )
+       expect_identical( dateIndexToInteger("2007-05-31",data0), 151 )
+
+       expect_identical( dateIndexToInteger("2007-01-01",data7),   1 )
+       expect_identical( dateIndexToInteger("2007-01-02",data7),   2 )
+       expect_identical( dateIndexToInteger("2007-02-01",data7),  32 )
+       expect_identical( dateIndexToInteger("2007-03-01",data7),  60 )
+       expect_identical( dateIndexToInteger("2007-05-31",data7), 151 )
+})
+
+test_that("integerIndexToDate works as expected",
+{
+       expect_identical( integerIndexToDate(  1,data0), as.Date("2007-01-01") )
+       expect_identical( integerIndexToDate(  2,data0), as.Date("2007-01-02") )
+       expect_identical( integerIndexToDate( 32,data0), as.Date("2007-02-01") )
+       expect_identical( integerIndexToDate( 60,data0), as.Date("2007-03-01") )
+       expect_identical( integerIndexToDate(151,data0), as.Date("2007-05-31") )
+
+       expect_identical( integerIndexToDate(  1,data7), as.Date("2007-01-01") )
+       expect_identical( integerIndexToDate(  2,data7), as.Date("2007-01-02") )
+       expect_identical( integerIndexToDate( 32,data7), as.Date("2007-02-01") )
+       expect_identical( integerIndexToDate( 60,data7), as.Date("2007-03-01") )
+       expect_identical( integerIndexToDate(151,data7), as.Date("2007-05-31") )
+})
+
+test_that("dateIndexToInteger(integerIndexToDate) == Id",
+{
+       expect_identical( dateIndexToInteger(integerIndexToDate(  1,data0),data0),   1 )
+       expect_identical( dateIndexToInteger(integerIndexToDate(  1,data7),data7),   1 )
+       expect_identical( dateIndexToInteger(integerIndexToDate(  2,data0),data0),   2 )
+       expect_identical( dateIndexToInteger(integerIndexToDate(  2,data7),data7),   2 )
+       expect_identical( dateIndexToInteger(integerIndexToDate( 32,data0),data0),  32 )
+       expect_identical( dateIndexToInteger(integerIndexToDate( 32,data7),data7),  32 )
+       expect_identical( dateIndexToInteger(integerIndexToDate( 60,data0),data0),  60 )
+       expect_identical( dateIndexToInteger(integerIndexToDate( 60,data7),data7),  60 )
+       expect_identical( dateIndexToInteger(integerIndexToDate(151,data0),data0), 151 )
+       expect_identical( dateIndexToInteger(integerIndexToDate(151,data7),data7), 151 )
+})
+
+test_that("integerIndexToDate(dateIndexToInteger) == Id",
+{
+       expect_identical(integerIndexToDate(dateIndexToInteger("2007-01-01",data0),data0),
+               as.Date("2007-01-01") )
+       expect_identical(integerIndexToDate(dateIndexToInteger("2007-01-01",data7),data7),
+               as.Date("2007-01-01") )
+       expect_identical(integerIndexToDate(dateIndexToInteger("2007-01-02",data0),data0),
+               as.Date("2007-01-02") )
+       expect_identical(integerIndexToDate(dateIndexToInteger("2007-01-02",data7),data7),
+               as.Date("2007-01-02") )
+       expect_identical(integerIndexToDate(dateIndexToInteger("2007-02-01",data0),data0),
+               as.Date("2007-02-01") )
+       expect_identical(integerIndexToDate(dateIndexToInteger("2007-02-01",data0),data0),
+               as.Date("2007-02-01") )
+       expect_identical(integerIndexToDate(dateIndexToInteger("2007-03-01",data0),data0),
+               as.Date("2007-03-01") )
+       expect_identical(integerIndexToDate(dateIndexToInteger("2007-03-01",data0),data0),
+               as.Date("2007-03-01") )
+       expect_identical(integerIndexToDate(dateIndexToInteger("2007-05-31",data0),data0),
+               as.Date("2007-05-31") )
+       expect_identical(integerIndexToDate(dateIndexToInteger("2007-05-31",data0),data0),
+               as.Date("2007-05-31") )
+})

diff --git a/pkg/tests/testthat/test-Forecaster.R b/pkg/tests/testthat/test-Forecaster.R
new file mode 100644 (file)
index 0000000..b961c68
--- /dev/null
+++ b/pkg/tests/testthat/test-Forecaster.R
@@ -0,0 +1,125 @@
+context("Check that forecasters behave as expected")
+
+ts_data = system.file("testdata","ts_test.csv",package="talweg")
+exo_data = system.file("testdata","exo_test.csv",package="talweg")
+data_p <<- getData(ts_data, exo_data, date_format="%Y-%m-%d %H:%M", limit=Inf)
+#Forecasts from monday to sunday (series 1 to 7)
+indices <<- seq(as.Date("2007-04-02"),as.Date("2007-04-08"),"days")
+pred_order = c(7,1:6) #will facilitate tests
+
+test_that("Average method behave as expected",
+{
+       pred00_z = computeForecast(data_p, indices, "Average", "LastValue", 1, Inf, 24, ncores=1)
+       pred00_p = computeForecast(data_p, indices, "Average", "Persistence", 1, Inf, 24)
+       for (i in 1:7)
+       {
+               #zero jump: should predict true values minus 1
+               expect_equal( pred00_z$getForecast(i), rep(pred_order[i],24) )
+               #persistence jump == 1: should predict true values
+               expect_equal( pred00_p$getForecast(i), rep(i,24) )
+       }
+
+       #NOTE: 24h-block become
+       #1 1 1 1 1 1 1 1 1 1 1 2 2 2 2 2 2 2 2 2 2 2 2 2 (14h-->0h then 1h-->13h)
+       #No jump between days, thus zero and persistence are equivalent (and correct)
+       pred13_z = computeForecast(data_p, indices, "Average", "LastValue", 14, Inf, 24)
+       pred13_p = computeForecast(data_p, indices, "Average", "Persistence", 14, Inf, 24)
+       for (i in 1:7)
+       {
+               expect_equal( pred13_z$getForecast(i), rep(i,24) )
+               expect_equal( pred13_p$getForecast(i), rep(i,24) )
+       }
+
+       #A few extra checks
+       expect_equal( pred00_p$getIndexInData(2), dateIndexToInteger("2007-04-03",data_p) )
+       expect_equal( pred00_z$getIndexInData(2), dateIndexToInteger("2007-04-03",data_p) )
+       expect_equal( pred13_p$getIndexInData(5), dateIndexToInteger("2007-04-06",data_p) )
+       expect_equal( pred13_z$getIndexInData(5), dateIndexToInteger("2007-04-06",data_p) )
+})
+
+test_that("Persistence method behave as expected",
+{
+       #Situation A: +Zero; (generally) correct if jump, wrong otherwise
+       pred00_sd = computeForecast(data_p, indices, "Persistence", "LastValue", 1, Inf, 24,
+               ncores=1, same_day=TRUE)
+       pred00_dd = computeForecast(data_p, indices, "Persistence", "LastValue", 1, Inf, 24,
+               ncores=1, same_day=FALSE)
+       for (i in 1:7)
+       {
+               expect_equal(pred00_sd$getForecast(i), rep(pred_order[i],24))
+               expect_equal(pred00_dd$getForecast(i), rep(pred_order[i],24))
+       }
+
+       pred13_sd = computeForecast(data_p, indices, "Persistence", "LastValue", 14, Inf, 24,
+               ncores=1, same_day=TRUE)
+       pred13_dd = computeForecast(data_p, indices, "Persistence", "LastValue", 14, Inf, 24,
+               ncores=1, same_day=FALSE)
+       for (i in 1:7)
+       {
+               expect_equal(pred13_sd$getForecast(i), rep(i,24) )
+               expect_equal(pred13_dd$getForecast(i), rep(i,24) )
+       }
+
+       #Situation B: +Persistence, (generally) correct
+       pred00_sd = computeForecast(data_p, indices, "Persistence", "Persistence", 1, Inf, 24,
+               ncores=1, same_day=TRUE)
+       pred00_dd = computeForecast(data_p, indices, "Persistence", "Persistence", 1, Inf, 24,
+               ncores=1, same_day=FALSE)
+       for (i in 3:7)
+       {
+               expect_equal(pred00_sd$getForecast(i), rep(i,24))
+               expect_equal(pred00_dd$getForecast(i), rep(i,24))
+       }
+       #boundaries are special cases: OK if same day, quite wrong otherwise
+       expect_equal(pred00_sd$getForecast(1), rep(1,24) )
+       expect_equal(pred00_dd$getForecast(1), rep(8,24) )
+       expect_equal(pred00_sd$getForecast(2), rep(2,24) )
+       expect_equal(pred00_dd$getForecast(2), rep(-5,24) )
+
+       pred13_sd = computeForecast(data_p, indices, "Persistence", "Persistence", 14, Inf, 24,
+               ncores=1, same_day=TRUE)
+       pred13_dd = computeForecast(data_p, indices, "Persistence", "Persistence", 14, Inf, 24,
+               ncores=1, same_day=FALSE)
+       for (i in 1:7)
+       {
+               expect_equal(pred13_sd$getForecast(i), rep(i,24) )
+               expect_equal(pred13_dd$getForecast(i), rep(i,24) )
+       }
+
+       #A few extra checks
+       expect_equal( pred00_sd$getIndexInData(3), dateIndexToInteger("2007-04-04",data_p) )
+       expect_equal( pred00_dd$getIndexInData(6), dateIndexToInteger("2007-04-07",data_p) )
+       expect_equal( pred13_sd$getIndexInData(3), dateIndexToInteger("2007-04-04",data_p) )
+       expect_equal( pred13_dd$getIndexInData(6), dateIndexToInteger("2007-04-07",data_p) )
+})
+
+test_that("Neighbors method behave as expected",
+{
+       #Situation A: +Zero; correct if jump, wrong otherwise
+       pred00 = computeForecast(data_p, indices, "Neighbors", "LastValue", 1, Inf, 24,
+               simtype="mix", local=FALSE, window=c(1,1))
+       for (i in 1:7)
+               expect_equal(pred00$getForecast(i), rep(pred_order[i],24))
+
+       pred13 = computeForecast(data_p, indices, "Persistence", "LastValue", 14, Inf, 24,
+               simtype="mix", local=FALSE, window=c(1,1))
+       for (i in 1:7)
+               expect_equal(pred13$getForecast(i), rep(i,24) )
+
+       #Situation B: +Neighbors == too difficult to eval in a unit test
+#      pred00 = computeForecast(data_p, indices, "Neighbors", "Neighbors", 1, Inf, 24,
+#              simtype="endo", local=FALSE)
+#      jumps = ...
+#      for (i in 1:7)
+#              expect_equal(pred00$getForecast(i), rep(pred_order[i]+jumps[i],24))
+#      pred13 = computeForecast(data_p, indices, "Neighbors", "Neighbors", 14, Inf, 24,
+#              simtype="endo", local=FALSE)
+#      for (i in 1:7)
+#              expect_equal(pred13$getForecast(i), c( rep(i,11), rep(i%%7+1,13) ) )
+
+       #A few extra checks
+       expect_equal( pred00$getIndexInData(1), dateIndexToInteger("2007-04-02",data_p) )
+       expect_equal( pred00$getIndexInData(4), dateIndexToInteger("2007-04-05",data_p) )
+       expect_equal( pred13$getIndexInData(1), dateIndexToInteger("2007-04-02",data_p) )
+       expect_equal( pred13$getIndexInData(4), dateIndexToInteger("2007-04-05",data_p) )
+})

diff --git a/pkg/tests/testthat/test-computeFilaments.R b/pkg/tests/testthat/test-computeFilaments.R
new file mode 100644 (file)
index 0000000..71729fa
--- /dev/null
+++ b/pkg/tests/testthat/test-computeFilaments.R
@@ -0,0 +1,56 @@
+context("computeFilaments")
+
+test_that("output is as expected on simulated series",
+{
+       data = getDataTest(150)
+
+       # index 144 : serie type 3, yersteday type 2
+       pred = computeForecast(data, 144, "Neighbors", "Zero", predict_from=1,
+               horizon=length(data$getSerie(1)), simtype="endo", local=FALSE, window=1, opera=TRUE)
+       f = computeFilaments(data, pred, 1, limit=60, plot=FALSE)
+
+       # Expected output: 50-3-10 series of type 2+1 = 3,
+       # then 23 series of type 3+1 %% 3 = 1 (3 = closest next)
+       expect_identical(length(f$neighb_indices), as.integer(60))
+       expect_identical(length(f$colors), as.integer(60))
+       expect_equal(f$index, 144)
+       expect_true(all(I(f$neighb_indices) != 2))
+       for (i in 1:37)
+       {
+               expect_equal(I(f$neighb_indices[i]), 3)
+               expect_match(f$colors[i], f$colors[1])
+       }
+       for (i in 38:60)
+       {
+               expect_equal(I(f$neighb_indices[i]), 1)
+               expect_match(f$colors[i], f$colors[38])
+       }
+       expect_match(f$colors[1], "#1*")
+       expect_match(f$colors[38], "#E*")
+
+       # index 143 : serie type 2
+       pred = computeForecast(data, 143, "Neighbors", "Zero", predict_from=1,
+               horizon=length(data$getSerie(1)), simtype="endo", local=FALSE, window=1, opera=TRUE)
+       f = computeFilaments(data, pred, 1, limit=50, plot=FALSE)
+
+       # Expected output: 50-10-3 series of type 1+1=2,
+       # then 13 series of type 3+1 %% 3 = 1 (closest next)
+       # NOTE: -10 because only past tomorrows with no-NAs yerstedays
+       #        => exclude type 2 in [60,90[
+       expect_identical(length(f$neighb_indices), as.integer(50))
+       expect_identical(length(f$colors), as.integer(50))
+       expect_equal(f$index, 143)
+       expect_true(all(I(f$neighb_indices) <= 2))
+       for (i in 1:37)
+       {
+               expect_equal(I(f$neighb_indices[i]), 2)
+               expect_match(f$colors[i], f$colors[1])
+       }
+       for (i in 38:50)
+       {
+               expect_equal(I(f$neighb_indices[i]), 1)
+               expect_match(f$colors[i], f$colors[38])
+       }
+       expect_match(f$colors[1], "#1*")
+       expect_match(f$colors[38], "#E*")
+})

diff --git a/pkg/tests/testthat/test-similarDays.R b/pkg/tests/testthat/test-similarDays.R
new file mode 100644 (file)
index 0000000..05a7b0e
--- /dev/null
+++ b/pkg/tests/testthat/test-similarDays.R
@@ -0,0 +1,27 @@
+context("Get similar days")
+
+test_that("getSimilarDaysIndices works as expected",
+{
+       data = getDataTest(150)
+
+       # Index 142 is a tuesday (142 = 2 mod 7)
+       N142_1 = getSimilarDaysIndices(142, data, limit=7, same_season=FALSE, days_in=NULL)
+       expect_equal(N142_1, c(141,137,136,135,134,130,129))
+       # Index 139 = saturday
+       N139_1 = getSimilarDaysIndices(139, data, limit=7, same_season=FALSE, days_in=NULL)
+       expect_equal(N139_1, c(132,125,118,111,104,97,90))
+
+       # With 'days_in' constraint
+       N142_2 = getSimilarDaysIndices(142, data, limit=7, same_season=FALSE, days_in=2*(1:75))
+       expect_equal(N142_2, c(136,134,130,128,122,120,116))
+       N139_2 = getSimilarDaysIndices(139, data, limit=7, same_season=FALSE, days_in=2*(1:75))
+       expect_equal(N139_2, c(132,118,104,90,76,62,48))
+})
+
+test_that("getConstrainedNeighbs works as expected",
+{
+#      data = getDataTest(150)
+#      N142_1 = .getConstrainedNeighbs(142, data, fdays, min_neighbs=7, max_neighbs=7)
+#      #...maybe we need an easier test data
+})
+

diff --git a/pkg/vignettes/TODO.html b/pkg/vignettes/TODO.html
new file mode 100644 (file)
index 0000000..1333ed7
--- /dev/null
+++ b/pkg/vignettes/TODO.html
@@ -0,0 +1 @@
+TODO