| 1 | #' @include ShapeForecaster.R |
| 2 | #' |
| 3 | #' @title Average Shape Forecaster |
| 4 | #' |
| 5 | #' @description Return the (pointwise) average of the all the (similar) centered day curves |
| 6 | #' in the past. Inherits \code{\link{ShapeForecaster}} |
| 7 | AverageShapeForecaster = setRefClass( |
| 8 | Class = "AverageShapeForecaster", |
| 9 | contains = "ShapeForecaster", |
| 10 | |
| 11 | methods = list( |
| 12 | initialize = function(...) |
| 13 | { |
| 14 | callSuper(...) |
| 15 | }, |
| 16 | predict = function(today, memory, horizon, ...) |
| 17 | { |
| 18 | avg = rep(0., horizon) |
| 19 | first_day = max(1, today-memory) |
| 20 | index = today-7 + 1 |
| 21 | nb_no_na_series = 0 |
| 22 | repeat |
| 23 | { |
| 24 | { |
| 25 | serie_on_horizon = data$getCenteredSerie(index)[1:horizon] |
| 26 | index = index - 7 |
| 27 | }; |
| 28 | if (!any(is.na(serie_on_horizon))) |
| 29 | { |
| 30 | avg = avg + serie_on_horizon |
| 31 | nb_no_na_series = nb_no_na_series + 1 |
| 32 | }; |
| 33 | if (index < first_day) |
| 34 | break |
| 35 | } |
| 36 | avg / nb_no_na_series |
| 37 | } |
| 38 | ) |
| 39 | ) |