From: Benjamin Auder <benjamin.auder@somewhere>
Date: Fri, 10 Mar 2017 07:16:40 +0000 (+0100)
Subject: Remove and ignore Rstudio project files
X-Git-Url: https://git.auder.net/variants/img/pieces/scripts/assets/doc/mini-custom.min.css?a=commitdiff_plain;h=d4304982ed571d445017bb7daa031dd9fb453b41;p=valse.git

Remove and ignore Rstudio project files
---

diff --git a/.Rproj.user/40465803/cpp-definition-cache b/.Rproj.user/40465803/cpp-definition-cache
deleted file mode 100644
index 32960f8..0000000
--- a/.Rproj.user/40465803/cpp-definition-cache
+++ /dev/null
@@ -1,2 +0,0 @@
-[
-]
\ No newline at end of file
diff --git a/.Rproj.user/40465803/pcs/debug-breakpoints.pper b/.Rproj.user/40465803/pcs/debug-breakpoints.pper
deleted file mode 100644
index 5528aea..0000000
--- a/.Rproj.user/40465803/pcs/debug-breakpoints.pper
+++ /dev/null
@@ -1,6 +0,0 @@
-{
-    "debugBreakpointsState" : {
-        "breakpoints" : [
-        ]
-    }
-}
\ No newline at end of file
diff --git a/.Rproj.user/40465803/pcs/files-pane.pper b/.Rproj.user/40465803/pcs/files-pane.pper
deleted file mode 100644
index 610ac35..0000000
--- a/.Rproj.user/40465803/pcs/files-pane.pper
+++ /dev/null
@@ -1,9 +0,0 @@
-{
-    "path" : "~",
-    "sortOrder" : [
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-            "ascending" : true,
-            "columnIndex" : 2
-        }
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-}
\ No newline at end of file
diff --git a/.Rproj.user/40465803/pcs/source-pane.pper b/.Rproj.user/40465803/pcs/source-pane.pper
deleted file mode 100644
index 9efb51b..0000000
--- a/.Rproj.user/40465803/pcs/source-pane.pper
+++ /dev/null
@@ -1,3 +0,0 @@
-{
-    "activeTab" : -1
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\ No newline at end of file
diff --git a/.Rproj.user/40465803/pcs/windowlayoutstate.pper b/.Rproj.user/40465803/pcs/windowlayoutstate.pper
deleted file mode 100644
index 569ac98..0000000
--- a/.Rproj.user/40465803/pcs/windowlayoutstate.pper
+++ /dev/null
@@ -1,14 +0,0 @@
-{
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diff --git a/.Rproj.user/40465803/pcs/workbench-pane.pper b/.Rproj.user/40465803/pcs/workbench-pane.pper
deleted file mode 100644
index f22d60c..0000000
--- a/.Rproj.user/40465803/pcs/workbench-pane.pper
+++ /dev/null
@@ -1,6 +0,0 @@
-{
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\ No newline at end of file
diff --git a/.Rproj.user/40465803/persistent-state b/.Rproj.user/40465803/persistent-state
deleted file mode 100644
index edcabd7..0000000
--- a/.Rproj.user/40465803/persistent-state
+++ /dev/null
@@ -1,9 +0,0 @@
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diff --git a/.Rproj.user/40465803/saved_source_markers b/.Rproj.user/40465803/saved_source_markers
deleted file mode 100644
index 2b1bef1..0000000
--- a/.Rproj.user/40465803/saved_source_markers
+++ /dev/null
@@ -1 +0,0 @@
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\ No newline at end of file
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deleted file mode 100644
index 32390ac..0000000
--- a/.Rproj.user/40465803/sdb/prop/15D1CEE0
+++ /dev/null
@@ -1,3 +0,0 @@
-{
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deleted file mode 100644
index 7a73a41..0000000
--- a/.Rproj.user/40465803/sdb/prop/2A6B202E
+++ /dev/null
@@ -1,2 +0,0 @@
-{
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diff --git a/.Rproj.user/40465803/sdb/prop/351F6E98 b/.Rproj.user/40465803/sdb/prop/351F6E98
deleted file mode 100644
index 7a73a41..0000000
--- a/.Rproj.user/40465803/sdb/prop/351F6E98
+++ /dev/null
@@ -1,2 +0,0 @@
-{
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deleted file mode 100644
index 7a73a41..0000000
--- a/.Rproj.user/40465803/sdb/prop/36AA59D8
+++ /dev/null
@@ -1,2 +0,0 @@
-{
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deleted file mode 100644
index 7a73a41..0000000
--- a/.Rproj.user/40465803/sdb/prop/3DB2E8C6
+++ /dev/null
@@ -1,2 +0,0 @@
-{
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deleted file mode 100644
index 7a73a41..0000000
--- a/.Rproj.user/40465803/sdb/prop/54FEEFED
+++ /dev/null
@@ -1,2 +0,0 @@
-{
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deleted file mode 100644
index 7a73a41..0000000
--- a/.Rproj.user/40465803/sdb/prop/6D8AB60A
+++ /dev/null
@@ -1,2 +0,0 @@
-{
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deleted file mode 100644
index 7a73a41..0000000
--- a/.Rproj.user/40465803/sdb/prop/71C1A532
+++ /dev/null
@@ -1,2 +0,0 @@
-{
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deleted file mode 100644
index 7a73a41..0000000
--- a/.Rproj.user/40465803/sdb/prop/78CD3B09
+++ /dev/null
@@ -1,2 +0,0 @@
-{
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deleted file mode 100644
index 7a73a41..0000000
--- a/.Rproj.user/40465803/sdb/prop/7FF0D303
+++ /dev/null
@@ -1,2 +0,0 @@
-{
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\ No newline at end of file
diff --git a/.Rproj.user/40465803/sdb/prop/8ED40402 b/.Rproj.user/40465803/sdb/prop/8ED40402
deleted file mode 100644
index 7a73a41..0000000
--- a/.Rproj.user/40465803/sdb/prop/8ED40402
+++ /dev/null
@@ -1,2 +0,0 @@
-{
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deleted file mode 100644
index 7a73a41..0000000
--- a/.Rproj.user/40465803/sdb/prop/93E132E4
+++ /dev/null
@@ -1,2 +0,0 @@
-{
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deleted file mode 100644
index 7a73a41..0000000
--- a/.Rproj.user/40465803/sdb/prop/96854E8B
+++ /dev/null
@@ -1,2 +0,0 @@
-{
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deleted file mode 100644
index 7a73a41..0000000
--- a/.Rproj.user/40465803/sdb/prop/B5669ED5
+++ /dev/null
@@ -1,2 +0,0 @@
-{
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\ No newline at end of file
diff --git a/.Rproj.user/40465803/sdb/prop/D6E1266A b/.Rproj.user/40465803/sdb/prop/D6E1266A
deleted file mode 100644
index 7a73a41..0000000
--- a/.Rproj.user/40465803/sdb/prop/D6E1266A
+++ /dev/null
@@ -1,2 +0,0 @@
-{
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\ No newline at end of file
diff --git a/.Rproj.user/40465803/sdb/prop/F342C3E6 b/.Rproj.user/40465803/sdb/prop/F342C3E6
deleted file mode 100644
index 7a73a41..0000000
--- a/.Rproj.user/40465803/sdb/prop/F342C3E6
+++ /dev/null
@@ -1,2 +0,0 @@
-{
-}
\ No newline at end of file
diff --git a/.Rproj.user/40465803/sdb/prop/INDEX b/.Rproj.user/40465803/sdb/prop/INDEX
deleted file mode 100644
index c89d5de..0000000
--- a/.Rproj.user/40465803/sdb/prop/INDEX
+++ /dev/null
@@ -1,16 +0,0 @@
-~%2Fvalse%2FDESCRIPTION="8ED40402"
-~%2Fvalse%2FLICENSE="D6E1266A"
-~%2Fvalse%2FNAMESPACE="B5669ED5"
-~%2Fvalse%2FR%2FconstructionModelesLassoMLE.R="3DB2E8C6"
-~%2Fvalse%2FR%2FdiscardSimilarModels.R="36AA59D8"
-~%2Fvalse%2FR%2FgenerateSampleInputs.R="96854E8B"
-~%2Fvalse%2FR%2FgridLambda.R="F342C3E6"
-~%2Fvalse%2FR%2FinitSmallEM.R="54FEEFED"
-~%2Fvalse%2FR%2Fmain.R="351F6E98"
-~%2Fvalse%2FR%2Fvalse.R="15D1CEE0"
-~%2Fvalse%2FREADME.md="78CD3B09"
-~%2Fvalse%2Fclean.sh="6D8AB60A"
-~%2Fvalse%2Fdata%2FTODO="7FF0D303"
-~%2Fvalse%2Fman%2FinitSmallEM.Rd="2A6B202E"
-~%2Fvalse%2Fsrc%2Fsources%2FEMGLLF.c="71C1A532"
-~%2Fvalse%2Fsrc%2Fsources%2FEMGLLF.h="93E132E4"
diff --git a/.Rproj.user/40465803/sdb/s-B9318FF6/46694A18 b/.Rproj.user/40465803/sdb/s-B9318FF6/46694A18
deleted file mode 100644
index 7ccc15c..0000000
--- a/.Rproj.user/40465803/sdb/s-B9318FF6/46694A18
+++ /dev/null
@@ -1,21 +0,0 @@
-{
-    "collab_server" : "",
-    "contents" : "#' Main function\n#'\n#' @param X matrix of covariates (of size n*p)\n#' @param Y matrix of responses (of size n*m)\n#' @param procedure among 'LassoMLE' or 'LassoRank'\n#' @param selecMod method to select a model among 'SlopeHeuristic', 'BIC', 'AIC'\n#' @param gamma integer for the power in the penaly, by default = 1\n#' @param mini integer, minimum number of iterations in the EM algorithm, by default = 10\n#' @param maxi integer, maximum number of iterations in the EM algorithm, by default = 100\n#' @param eps real, threshold to say the EM algorithm converges, by default = 1e-4\n#' @param kmin integer, minimum number of clusters, by default = 2\n#' @param kmax integer, maximum number of clusters, by default = 10\n#' @param rang.min integer, minimum rank in the low rank procedure, by default = 1\n#' @param rang.max integer, maximum rank in the\n#' @return a list with estimators of parameters\n#' @export\n#-----------------------------------------------------------------------\nvalse = function(X,Y,procedure,selecMod,gamma = 1,mini = 10,\n                 maxi = 100,eps = 1e-4,kmin = 2,kmax = 10,\n                 rang.min = 1,rang.max = 10) {\n  ##################################\n  #core workflow: compute all models\n  ##################################\n  \n  p = dim(phiInit)[1]\n  m = dim(phiInit)[2]\n  \n  print(\"main loop: over all k and all lambda\")\n  for (k in kmin:kmax)\n  {\n    print(k)\n    \n    print(\"Parameters initialization\")\n    #smallEM initializes parameters by k-means and regression model in each component,\n    #doing this 20 times, and keeping the values maximizing the likelihood after 10\n    #iterations of the EM algorithm.\n    init = initSmallEM(k, X, Y)\n    phiInit <<- init$phiInit\n    rhoInit <<- init$rhoInit\n    piInit\t<<- init$piInit\n    gamInit <<- init$gamInit\n    \n    gridLambda <<- gridLambda(phiInit, rhoInit, piInit, tauInit, X, Y, gamma, mini, maxi, eps)\n    \n    print(\"Compute relevant parameters\")\n    #select variables according to each regularization parameter\n    #from the grid: A1 corresponding to selected variables, and\n    #A2 corresponding to unselected variables.\n    params = selectiontotale(phiInit,rhoInit,piInit,tauInit,\n                             mini,maxi,gamma,gridLambda,\n                             X,Y,thresh,eps)\n    A1 <<- params$A1\n    A2 <<- params$A2\n    Rho <<- params$Rho\n    Pi <<- params$Pi\n    \n    if (procedure == 'LassoMLE') {\n      print('run the procedure Lasso-MLE')\n      #compute parameter estimations, with the Maximum Likelihood\n      #Estimator, restricted on selected variables.\n      model = constructionModelesLassoMLE(\n        phiInit, rhoInit,piInit,tauInit,mini,maxi,\n        gamma,gridLambda,X,Y,thresh,eps,A1,A2)\n      ################################################\n      ### Regarder la SUITE\n      r1 = runProcedure1()\n      Phi2 = Phi\n      Rho2 = Rho\n      Pi2 = Pi\n      \n      if (is.null(dim(Phi2)))\n        #test was: size(Phi2) == 0\n      {\n        Phi[, , 1:k] <<- r1$phi\n        Rho[, , 1:k] <<- r1$rho\n        Pi[1:k,] <<- r1$pi\n      } else\n      {\n        Phi <<-\n          array(0., dim = c(p, m, kmax, dim(Phi2)[4] + dim(r1$phi)[4]))\n        Phi[, , 1:(dim(Phi2)[3]), 1:(dim(Phi2)[4])] <<- Phi2\n        Phi[, , 1:k, dim(Phi2)[4] + 1] <<- r1$phi\n        Rho <<-\n          array(0., dim = c(m, m, kmax, dim(Rho2)[4] + dim(r1$rho)[4]))\n        Rho[, , 1:(dim(Rho2)[3]), 1:(dim(Rho2)[4])] <<- Rho2\n        Rho[, , 1:k, dim(Rho2)[4] + 1] <<- r1$rho\n        Pi <<- array(0., dim = c(kmax, dim(Pi2)[2] + dim(r1$pi)[2]))\n        Pi[1:nrow(Pi2), 1:ncol(Pi2)] <<- Pi2\n        Pi[1:k, ncol(Pi2) + 1] <<- r1$pi\n      }\n    } else {\n      print('run the procedure Lasso-Rank')\n      #compute parameter estimations, with the Low Rank\n      #Estimator, restricted on selected variables.\n      model = constructionModelesLassoRank(Pi, Rho, mini, maxi, X, Y, eps,\n                                           A1, rank.min, rank.max)\n      \n      ################################################\n      ### Regarder la SUITE  \n      phi = runProcedure2()$phi\n      Phi2 = Phi\n      if (dim(Phi2)[1] == 0)\n      {\n        Phi[, , 1:k,] <<- phi\n      } else\n      {\n        Phi <<- array(0, dim = c(p, m, kmax, dim(Phi2)[4] + dim(phi)[4]))\n        Phi[, , 1:(dim(Phi2)[3]), 1:(dim(Phi2)[4])] <<- Phi2\n        Phi[, , 1:k,-(1:(dim(Phi2)[4]))] <<- phi\n      }\n    }\n  }\n  print('Model selection')\n  if (selecMod == 'SlopeHeuristic') {\n    \n  } else if (selecMod == 'BIC') {\n    \n  } else if (selecMod == 'AIC') {\n    \n  }\n}\n",
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-    "path" : "~/valse/R/valse.R",
-    "project_path" : "R/valse.R",
-    "properties" : {
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-    },
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-    "type" : "r_source"
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diff --git a/.Rproj.user/40465803/sdb/s-B9318FF6/5519E2E7 b/.Rproj.user/40465803/sdb/s-B9318FF6/5519E2E7
deleted file mode 100644
index 2fa3989..0000000
--- a/.Rproj.user/40465803/sdb/s-B9318FF6/5519E2E7
+++ /dev/null
@@ -1,20 +0,0 @@
-{
-    "collab_server" : "",
-    "contents" : "# VAriable seLection with mixtureS of modEls\n\nThis code is the applied part of the PhD thesis of [Benjamin Gohehry](http://www.math.u-psud.fr/~goehry/).\n\n## Description\n\nTODO : see R package\n",
-    "created" : 1488803358112.000,
-    "dirty" : false,
-    "encoding" : "UTF-8",
-    "folds" : "",
-    "hash" : "268038944",
-    "id" : "5519E2E7",
-    "lastKnownWriteTime" : 1480679557,
-    "last_content_update" : 1480679557,
-    "path" : "~/valse/README.md",
-    "project_path" : "README.md",
-    "properties" : {
-    },
-    "relative_order" : 1,
-    "source_on_save" : false,
-    "source_window" : "",
-    "type" : "markdown"
-}
\ No newline at end of file
diff --git a/.Rproj.user/40465803/sdb/s-B9318FF6/9BC0CCC4 b/.Rproj.user/40465803/sdb/s-B9318FF6/9BC0CCC4
deleted file mode 100644
index ccd4fad..0000000
--- a/.Rproj.user/40465803/sdb/s-B9318FF6/9BC0CCC4
+++ /dev/null
@@ -1,20 +0,0 @@
-{
-    "collab_server" : "",
-    "contents" : "Trouver un jeu de données (+) intéressant (que les autres) ?\nAjouter toy datasets pour les tests (ou piocher dans MASS ?)\n\nED : j'ai simulé un truc basique via 'generateXYdefault(10,5,6,2)'\n",
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-    "path" : "~/valse/data/TODO",
-    "project_path" : "data/TODO",
-    "properties" : {
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-    "relative_order" : 2,
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-    "type" : "text"
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diff --git a/.Rproj.user/40465803/sdb/s-B9318FF6/C0098B3E b/.Rproj.user/40465803/sdb/s-B9318FF6/C0098B3E
deleted file mode 100644
index ba216a8..0000000
--- a/.Rproj.user/40465803/sdb/s-B9318FF6/C0098B3E
+++ /dev/null
@@ -1,20 +0,0 @@
-{
-    "collab_server" : "",
-    "contents" : "constructionModelesLassoMLE = function(phiInit,rhoInit,piInit,gamInit,mini,maxi,gamma,glambda,\n\tX,Y,seuil,tau,selected)\n{\n\t#TODO: parameter ncores (chaque tâche peut aussi demander du parallélisme...)\n\tcl = parallel::makeCluster( parallel::detectCores() / 4 )\n\tparallel::clusterExport(cl=cl,\n\t\tvarlist=c(\"phiInit\",\"rhoInit\",\"gamInit\",\"mini\",\"maxi\",\"glambda\",\"X\",\"Y\",\"seuil\",\"tau\"),\n\t\tenvir=environment())\n\t#Pour chaque lambda de la grille, on calcule les coefficients\n\tout = parLapply( seq_along(glambda), function(lambdaindex)\n\t{\n\t\tn = dim(X)[1]\n\t\tp = dim(phiInit)[1]\n\t\tm = dim(phiInit)[2]\n\t\tk = dim(phiInit)[3]\n\n\t\t#TODO: phiInit[selected] et X[selected] sont bien sûr faux; par quoi remplacer ?\n\t\t#lambda == 0 c'est normal ? -> ED : oui, ici on calcule le maximum de vraisembance, donc on ne pénalise plus\n    res = EMGLLF(phiInit[selected],rhoInit,piInit,gamInit,mini,maxi,gamma,0.,X[selected],Y,tau)\n\n\t\t#comment évaluer la dimension à partir du résultat et de [not]selected ?\n    #dimension = ...\n\n    #on veut calculer la vraisemblance avec toutes nos estimations\n\t\tdensite = vector(\"double\",n)\n\t\tfor (r in 1:k)\n\t\t{\n\t\t\tdelta = Y%*%rho[,,r] - (X[selected]%*%res$phi[selected,,r])\n\t\t\tdensite = densite + pi[r] *\n\t\t\t\tdet(rho[,,r])/(sqrt(2*base::pi))^m * exp(-tcrossprod(delta)/2.0)\n\t\t}\n\t\tllh = c( sum(log(densite[,lambdaIndex])), (dimension+m+1)*k-1 )\n\t\tlist(\"phi\"=res$phi, \"rho\"=res$rho, \"pi\"=res$pi, \"llh\" = llh)\n\t})\n\tparallel::stopCluster(cl)\n\tout\n}\n",
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diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..812257f
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@@ -0,0 +1,2 @@
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diff --git a/src/.gitignore b/src/.gitignore
index da9ff21..e61554f 100644
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index 21a4da0..0000000
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