From ad3ce98415b9b89f68c0ad47cdcd370072492b7f Mon Sep 17 00:00:00 2001 From: corentinchoisy Date: Tue, 16 Apr 2024 17:05:29 +0200 Subject: [PATCH] Modified RESALI (corrected score quantile calculation) --- RProject/.RData | Bin 4245145 -> 5992480 bytes RProject/.Rhistory | 1014 ++++++++++++++++++++-------------------- RProject/Scripts/pcm.R | 370 ++++++++++++++- RProject/resali.R | 3 + 4 files changed, 879 insertions(+), 508 deletions(-) diff --git a/RProject/.RData b/RProject/.RData index 127fc83a558a843f83e252c446115f4985032c02..2bf4797c55dc579b19d6e855719943c161e220ff 100644 GIT binary patch literal 5992480 zcmeF2S5%W**Y96-BPwkxO{Hz=HAwFuBE5zHp(E0y6ME0K07@q`=~4rs*APNc5s((7 zhMLeq=)H%)dB?fj=i(dR80T`Yv2Ol1&l>Ch{MMZFVor{@d;j^r>(2Iqlbs2a)VK9) z$4mY3pJ*$f?5%oqY7?5?6>Vkm^ykkPs(&uA>KK=xqjz`bSN1OP)3s!VQ(~_b@S&r1 zpN#XArN{3X=|)n^?(KIkH2xA25lK!-Z5K$MYj^Em4Y}RFrxp2(Cz;Wobaq71PZx1x z*Y!-rVb+*DGk&eI$LsL+E&m1N@6};w*EUb`M(G8fgX)j5n~10Vq#F{$jq=|m09e~K 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(is.null(dif.items)) { -tam1 <- TAM::tam.mml(resp=resp,Y=grp,irtmodel = model,est.variance = T,verbose=F) +stop("Models RSM and GRSM cannot be used for unequal numbers of response categories!") +} +design_list <- design_GPCMlasso(formula = formula, data = data, +Y = Y, RSM = RSM, GPCM = GPCM, DSF = DSF, all.dummies = control$all.dummies, +main.effects = main.effects) +if (design_list$m == 0) { +control$lambda <- 0 +control$adaptive <- FALSE +cv <- FALSE +} +if (length(control$lambda) == 1) { +cv <- FALSE +} +loglik_fun <- loglikPCMlasso +score_fun <- scorePCMlasso +log_score_fun <- loglikscorePCMlasso2 +if (all(k == 2)) { +loglik_fun <- loglikDIFlasso +score_fun <- scoreDIFlasso +log_score_fun <- loglikscoreDIFlasso2 +} +fit <- fit_GPCMlasso(model = model, loglik_fun = loglik_fun, acoefs2 = acoefs2, +score_fun = score_fun, log_score_fun, design_list = design_list, +control = control, start = NULL, scale_fac = 1, main.effects = main.effects) +if (is.null(control$lambda)) { +control$lambda <- fit$lambda +} +coefficients <- fit$coefficients +coef.rescal <- fit$coef.rescal +logLik <- fit$logLik +df <- fit$df +BIC <- -2 * logLik + log(design_list$n) * df +AIC <- -2 * logLik + 2 * df +cAIC <- -2 * logLik + 2 * df + 2 * df * (df - 1)/(design_list$n - +df - 1) +if (cv) { +cv_error <- fit_cv_GPCMlasso(model, design_list, control, +score_fun, loglik_fun, log_score_fun, Y) } else { -nodif.items <- setdiff(items,dif.items) -nodif.items.list <- paste0("item",nodif.items) -dif.items.list <- c(paste0("item",dif.items,"_noTT"),paste0("item",dif.items,"_TT")) -if (!is.null(dif.items)) { -if (length(nodif.items)!=0) { -resp <- df[,c(nodif.items.list,dif.items.list)] +cv_error <- NULL +} +ret.list <- list(coefficients = coefficients, logLik = logLik, +cv_error = cv_error, call = match.call(), model = model, +data = data, control = control, DSF = DSF, formula = formula, +item.names = item.names, Y = Y, design_list = design_list, +AIC = AIC, BIC = BIC, cAIC = cAIC, df = df, coef.rescal = coef.rescal, +main.effects = main.effects) +class(ret.list) <- "GPCMlasso" +return(ret.list) +} +GPCMlasso2 <- function (formula, data, DSF = FALSE, model = c("PCM", "RSM", +"GPCM", "GRSM", "RM", "2PL"), control = ctrl_GPCMlasso(), +cv = FALSE, main.effects = TRUE,acoefs2=NULL) +{ +if (!is.data.frame(data)) +stop("data has to be a data.frame!") +Y <- model.response(model.frame(formula, data = data)) +for (i in 1:ncol(Y)) { +Y[, i] <- as.factor(Y[, i]) +} +item.names <- colnames(Y) +model <- match.arg(model) +RSM <- GPCM <- FALSE +if (model %in% c("GRSM", "RSM")) { +RSM <- TRUE +} +if (model %in% c("GRSM", "GPCM", "2PL")) { +GPCM <- TRUE +} +k <- apply(Y, 2, function(x) { +length(levels(as.factor(x))) +}) +if (all(k == 2) | model %in% c("RM", "2PL")) { +DSF <- FALSE +control$cv.crit <- "deviance" +} +if (length(unique(k)) > 1 & RSM) { +stop("Models RSM and GRSM cannot be used for unequal numbers of response categories!") +} +design_list <- design_GPCMlasso(formula = formula, data = data, +Y = Y, RSM = RSM, GPCM = GPCM, DSF = DSF, all.dummies = control$all.dummies, +main.effects = main.effects) +if (design_list$m == 0) { +control$lambda <- 0 +control$adaptive <- FALSE +cv <- FALSE +} +if (length(control$lambda) == 1) { +cv <- FALSE +} +loglik_fun <- loglikPCMlasso +score_fun <- scorePCMlasso +log_score_fun <- loglikscorePCMlasso2 +if (all(k == 2)) { +loglik_fun <- loglikDIFlasso +score_fun <- scoreDIFlasso +log_score_fun <- loglikscoreDIFlasso2 +} +fit <- fit_GPCMlasso(model = model, loglik_fun = loglik_fun, acoefs2 = acoefs2, +score_fun = score_fun, log_score_fun, design_list = design_list, +control = control, start = NULL, scale_fac = 1, main.effects = main.effects) +if (is.null(control$lambda)) { +control$lambda <- fit$lambda +} +coefficients <- fit$coefficients +coef.rescal <- fit$coef.rescal +logLik <- fit$logLik +df <- fit$df +BIC <- -2 * logLik + log(design_list$n) * df +AIC <- -2 * logLik + 2 * df +cAIC <- -2 * logLik + 2 * df + 2 * df * (df - 1)/(design_list$n - +df - 1) +if (cv) { +cv_error <- fit_cv_GPCMlasso(model, design_list, control, +score_fun, loglik_fun, log_score_fun, Y) } else { -resp <- df[,c(dif.items.list)] -} -} -else { -resp <- df[,c(nodif.items.list)] -} -tam1 <- TAM::tam.mml(resp=resp,Y=grp,irtmodel = model,est.variance = T,verbose=F) -} -} -return(summary(tam1)) -} -rosali <- function(dat=NULL,items=NULL,group=NULL) { -nbitems <- length(items) -items2 <- items -# Un seul groupe -if (length(group)!=1) { -stop('Only one variable can be used for the group option') -} -# Recoder groupe en 0/1 -dat[,group] <- as.factor(dat[,group]) -if (!(all(names(levels(dat[,group]))==c("0","1")))) { -levels(dat[,group]) <- c("0","1") -} -dat[,group] <- as.numeric(dat[,group])-1 -model_a <- pcm(df=dat,items=items,group = group,dif.items = items) -model_b <- pcm(df=dat,items=items,group = group,dif.items = NULL) -return(c(model_a)) -} -rosali(dat=dat,items=1:7,group="TT") -rosali <- function(dat=NULL,items=NULL,group=NULL) { -nbitems <- length(items) -items2 <- items -# Un seul groupe -if (length(group)!=1) { -stop('Only one variable can be used for the group option') -} -# Recoder groupe en 0/1 -dat[,group] <- as.factor(dat[,group]) -if (!(all(names(levels(dat[,group]))==c("0","1")))) { -levels(dat[,group]) <- c("0","1") -} -dat[,group] <- as.numeric(dat[,group])-1 -model_a <- pcm(df=dat,items=items,group = group,dif.items = items) -model_b <- pcm(df=dat,items=items,group = group,dif.items = NULL) -return(c(model_b)) -} -rosali(dat=dat,items=1:7,group="TT") -rosali <- function(dat=NULL,items=NULL,group=NULL) { -nbitems <- length(items) -items2 <- items -# Un seul groupe -if (length(group)!=1) { -stop('Only one variable can be used for the group option') -} -# Recoder groupe en 0/1 -dat[,group] <- as.factor(dat[,group]) -if (!(all(names(levels(dat[,group]))==c("0","1")))) { -levels(dat[,group]) <- c("0","1") -} -dat[,group] <- as.numeric(dat[,group])-1 -model_a <- pcm(df=dat,items=items,group = group,dif.items = items) -model_b <- pcm(df=dat,items=items,group = group,dif.items = NULL) -} -rosali(dat=dat,items=1:7,group="TT") -model_b <- pcm(df=dat,items=1:7,group = "TT",dif.items = 1:7) -model_a <- pcm(df=dat,items=1:7,group = "TT",dif.items = NULL) -lrt -lrt'' -??lrt -loglik(model_a) -logLik(model_a) -## File Name: pcm.R -## File version: 1.0 -#' @import TAM -#' @export -pcm <- function(df=NULL,items=NULL,group=NULL,model="PCM2",method="MML",dif.items=NULL) { -# Prepare analysis -if (is.null(items)) { -nbitems <- sum(sapply(1:100,function(x) paste0('item',x)) %in% colnames(df)) -items <- paste0('item',seq(1,nbitems)) -resp <- df[,items] -} -else { -nbitems <- length(items) -resp <- df[,paste0("item",items)] -} -if (is.null(group)) { -grp <- NULL -} -else { -grp <- df[,group] -df$grp <- grp -if (!is.null(dif.items)) { -for (i in dif.items) { -df[,paste0('item',i,'_noTT')] <- NA -df[,paste0('item',i,'_TT')] <- NA -df[df$grp==0,paste0('item',i,'_noTT')] <- df[df$grp==0,paste0('item',i)] -df[df$grp==1,paste0('item',i,'_TT')] <- df[df$grp==1,paste0('item',i)] -} -} -} -# Analyze -if (method=='MML') { -if (is.null(dif.items)) { -tam1 <- TAM::tam.mml(resp=resp,Y=grp,irtmodel = model,est.variance = T,verbose=F) -} -else { -nodif.items <- setdiff(items,dif.items) -nodif.items.list <- paste0("item",nodif.items) -dif.items.list <- c(paste0("item",dif.items,"_noTT"),paste0("item",dif.items,"_TT")) -if (!is.null(dif.items)) { -if (length(nodif.items)!=0) { -resp <- df[,c(nodif.items.list,dif.items.list)] -} -else { -resp <- df[,c(dif.items.list)] -} -} -else { -resp <- df[,c(nodif.items.list)] -} -tam1 <- TAM::tam.mml(resp=resp,Y=grp,irtmodel = model,est.variance = T,verbose=F) -} -} -return(tam1) -} -rosali <- function(dat=NULL,items=NULL,group=NULL) { -nbitems <- length(items) -items2 <- items -# Un seul groupe -if (length(group)!=1) { -stop('Only one variable can be used for the group option') -} -# Recoder groupe en 0/1 -dat[,group] <- as.factor(dat[,group]) -if (!(all(names(levels(dat[,group]))==c("0","1")))) { -levels(dat[,group]) <- c("0","1") -} -dat[,group] <- as.numeric(dat[,group])-1 -model_a <- pcm(df=dat,items=items,group = group,dif.items = items) -model_b <- pcm(df=dat,items=items,group = group,dif.items = NULL) -} -model_b <- pcm(df=dat,items=1:7,group = "TT",dif.items = 1:7) -model_a <- pcm(df=dat,items=1:7,group = "TT",dif.items = NULL) -logLik(model_a) -logLik(model_b) -library(lmtest) -lrtest(model_a,model_b) -lrtest(model_a,model_b)$p -ss <- lrtest(model_a,model_b) -ss$`Pr(>Chisq)` -ss$`Pr(>Chisq)`[2] -a <- c() -a -c(a,1) -which(1:4,3) -?which -which.min(1:4) -which.min(2:4) -rosali <- function(dat=NULL,items=NULL,group=NULL) { -nbitems <- length(items) -items2 <- items -# Un seul groupe -if (length(group)!=1) { -stop('Only one variable can be used for the group option') -} -# Recoder groupe en 0/1 -dat[,group] <- as.factor(dat[,group]) -if (!(all(names(levels(dat[,group]))==c("0","1")))) { -levels(dat[,group]) <- c("0","1") -} -dat[,group] <- as.numeric(dat[,group])-1 -model_a <- pcm(df=dat,items=items,group = group,dif.items = items) -model_b <- pcm(df=dat,items=items,group = group,dif.items = NULL) -ltest <- lmtest::lrtest(model_a,model_b) -if (ltest$`Pr(>Chisq)`[2]<1) { -model_c <- model_b -difit <- c() -a <- sapply(1:nbitems,function(x) -lmtest::lrtest(model_c,pcm(df=dat,items=items,group = group,dif.items = c(difit,x)))$`Pr(>Chisq)`[2]) -while (min(a)<0.4) { -difit <- c(difit,which.min(a)) -model_c <- pcm(df=dat,items=items,group = group,dif.items = difit) -a <- sapply(1:nbitems,function(x) -lmtest::lrtest(model_c,pcm(df=dat,items=items,group = group,dif.items = c(difit,x)))$`Pr(>Chisq)`[2]) -} -} -} -rosali(dat=dat,items=1:7,group="TT") -rosali <- function(dat=NULL,items=NULL,group=NULL) { -nbitems <- length(items) -items2 <- items -# Un seul groupe -if (length(group)!=1) { -stop('Only one variable can be used for the group option') -} -# Recoder groupe en 0/1 -dat[,group] <- as.factor(dat[,group]) -if (!(all(names(levels(dat[,group]))==c("0","1")))) { -levels(dat[,group]) <- c("0","1") -} -dat[,group] <- as.numeric(dat[,group])-1 -model_a <- pcm(df=dat,items=items,group = group,dif.items = items) -model_b <- pcm(df=dat,items=items,group = group,dif.items = NULL) -ltest <- lmtest::lrtest(model_a,model_b) -if (ltest$`Pr(>Chisq)`[2]<1) { -model_c <- model_b -difit <- c() -a <- sapply(1:nbitems,function(x) -lmtest::lrtest(model_c,pcm(df=dat,items=items,group = group,dif.items = c(difit,x)))$`Pr(>Chisq)`[2]) -while (min(a)<0.4) { -difit <- c(difit,which.min(a)) -model_c <- pcm(df=dat,items=items,group = group,dif.items = difit) -print(difit) -a <- sapply(1:nbitems,function(x) -lmtest::lrtest(model_c,pcm(df=dat,items=items,group = group,dif.items = c(difit,x)))$`Pr(>Chisq)`[2]) -} -} -} -rosali(dat=dat,items=1:7,group="TT") -rosali <- function(dat=NULL,items=NULL,group=NULL) { -nbitems <- length(items) -items2 <- items -# Un seul groupe -if (length(group)!=1) { -stop('Only one variable can be used for the group option') -} -# Recoder groupe en 0/1 -dat[,group] <- as.factor(dat[,group]) -if (!(all(names(levels(dat[,group]))==c("0","1")))) { -levels(dat[,group]) <- c("0","1") -} -dat[,group] <- as.numeric(dat[,group])-1 -model_a <- pcm(df=dat,items=items,group = group,dif.items = items) -model_b <- pcm(df=dat,items=items,group = group,dif.items = NULL) -ltest <- lmtest::lrtest(model_a,model_b) -if (ltest$`Pr(>Chisq)`[2]<1) { -model_c <- model_b -difit <- c() -a <- sapply(1:nbitems,function(x) -lmtest::lrtest(model_c,pcm(df=dat,items=items,group = group,dif.items = c(difit,x)))$`Pr(>Chisq)`[2]) -while (min(a)<0.4) { -difit <- c(difit,which.min(a)) -model_c <- pcm(df=dat,items=items,group = group,dif.items = difit) -print(difit) -a <- sapply(1:nbitems,function(x) -lmtest::lrtest(model_c,pcm(df=dat,items=items,group = group,dif.items = c(difit,x)))$`Pr(>Chisq)`[2]) -print(a) -} -} -} -rosali(dat=dat,items=1:7,group="TT") -rosali <- function(dat=NULL,items=NULL,group=NULL) { -nbitems <- length(items) -items2 <- items -# Un seul groupe -if (length(group)!=1) { -stop('Only one variable can be used for the group option') -} -# Recoder groupe en 0/1 -dat[,group] <- as.factor(dat[,group]) -if (!(all(names(levels(dat[,group]))==c("0","1")))) { -levels(dat[,group]) <- c("0","1") -} -dat[,group] <- as.numeric(dat[,group])-1 -model_a <- pcm(df=dat,items=items,group = group,dif.items = items) -model_b <- pcm(df=dat,items=items,group = group,dif.items = NULL) -ltest <- lmtest::lrtest(model_a,model_b) -if (ltest$`Pr(>Chisq)`[2]<1) { -model_c <- model_b -difit <- c() -a <- sapply(1:nbitems,function(x) -lmtest::lrtest(model_c,pcm(df=dat,items=items,group = group,dif.items = c(difit,x)))$`Pr(>Chisq)`[2]) -while (min(a)<0.4) { -difit <- c(difit,which.min(a)) -model_c <- pcm(df=dat,items=items,group = group,dif.items = difit) -print(difit) -a <- sapply(1:nbitems,function(x) -ifelse(x%in%difit,lmtest::lrtest(model_c,pcm(df=dat,items=items,group = group,dif.items = c(difit,x)))$`Pr(>Chisq)`[2],1)) -print(a) -} -} -} -rosali(dat=dat,items=1:7,group="TT") -rosali <- function(dat=NULL,items=NULL,group=NULL) { -nbitems <- length(items) -items2 <- items -# Un seul groupe -if (length(group)!=1) { -stop('Only one variable can be used for the group option') -} -# Recoder groupe en 0/1 -dat[,group] <- as.factor(dat[,group]) -if (!(all(names(levels(dat[,group]))==c("0","1")))) { -levels(dat[,group]) <- c("0","1") -} -dat[,group] <- as.numeric(dat[,group])-1 -model_a <- pcm(df=dat,items=items,group = group,dif.items = items) -model_b <- pcm(df=dat,items=items,group = group,dif.items = NULL) -ltest <- lmtest::lrtest(model_a,model_b) -if (ltest$`Pr(>Chisq)`[2]<1) { -model_c <- model_b -difit <- c() -a <- sapply(1:nbitems,function(x) -lmtest::lrtest(model_c,pcm(df=dat,items=items,group = group,dif.items = c(difit,x)))$`Pr(>Chisq)`[2]) -while (min(a)<0.4) { -difit <- c(difit,which.min(a)) -model_c <- pcm(df=dat,items=items,group = group,dif.items = difit) -print(difit) -a <- sapply(1:nbitems,function(x) -ifelse(!(x%in%difit),lmtest::lrtest(model_c,pcm(df=dat,items=items,group = group,dif.items = c(difit,x)))$`Pr(>Chisq)`[2],1)) -print(a) -} -} -} -rosali(dat=dat,items=1:7,group="TT") -rosali <- function(dat=NULL,items=NULL,group=NULL) { -nbitems <- length(items) -items2 <- items -# Un seul groupe -if (length(group)!=1) { -stop('Only one variable can be used for the group option') -} -# Recoder groupe en 0/1 -dat[,group] <- as.factor(dat[,group]) -if (!(all(names(levels(dat[,group]))==c("0","1")))) { -levels(dat[,group]) <- c("0","1") -} -dat[,group] <- as.numeric(dat[,group])-1 -model_a <- pcm(df=dat,items=items,group = group,dif.items = items) -model_b <- pcm(df=dat,items=items,group = group,dif.items = NULL) -ltest <- lmtest::lrtest(model_a,model_b) -difit <- c() -if (ltest$`Pr(>Chisq)`[2]<0.05) { -model_c <- model_b -a <- sapply(1:nbitems,function(x) -lmtest::lrtest(model_c,pcm(df=dat,items=items,group = group,dif.items = c(difit,x)))$`Pr(>Chisq)`[2]) -while (min(a)<0.05) { -difit <- c(difit,which.min(a)) -model_c <- pcm(df=dat,items=items,group = group,dif.items = difit) -print(difit) -a <- sapply(1:nbitems,function(x) -ifelse(!(x%in%difit),lmtest::lrtest(model_c,pcm(df=dat,items=items,group = group,dif.items = c(difit,x)))$`Pr(>Chisq)`[2],1)) -} -} -return(difit) -} -rosali(dat=dat,items=1:7,group="TT") -dat <- read.csv("/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N200/scenario_20A_200.csv") -dat <- dat[dat$replication==2,] -rosali(dat=dat,items=1:7,group="TT") -rosali <- function(dat=NULL,items=NULL,group=NULL) { -nbitems <- length(items) -items2 <- items -# Un seul groupe -if (length(group)!=1) { -stop('Only one variable can be used for the group option') -} -# Recoder groupe en 0/1 -dat[,group] <- as.factor(dat[,group]) -if (!(all(names(levels(dat[,group]))==c("0","1")))) { -levels(dat[,group]) <- c("0","1") -} -dat[,group] <- as.numeric(dat[,group])-1 -model_a <- pcm(df=dat,items=items,group = group,dif.items = items) -model_b <- pcm(df=dat,items=items,group = group,dif.items = NULL) -ltest <- lmtest::lrtest(model_a,model_b) -difit <- c() -if (ltest$`Pr(>Chisq)`[2]<0.05) { -model_c <- model_b -a <- sapply(1:nbitems,function(x) -lmtest::lrtest(model_c,pcm(df=dat,items=items,group = group,dif.items = c(difit,x)))$`Pr(>Chisq)`[2]) -while (min(a)<0.05) { -difit <- c(difit,which.min(a)) -model_c <- pcm(df=dat,items=items,group = group,dif.items = difit) -a <- sapply(1:nbitems,function(x) -ifelse(!(x%in%difit),lmtest::lrtest(model_c,pcm(df=dat,items=items,group = group,dif.items = c(difit,x)))$`Pr(>Chisq)`[2],1)) -} -} -return(difit) -} -rosali(dat=dat,items=1:7,group="TT") -dat <- read.csv("/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N200/scenario_20A_200.csv") -dat <- dat[dat$replication==3,] -rosali(dat=dat,items=1:7,group="TT") -rosali <- function(dat=NULL,items=NULL,group=NULL) { -nbitems <- length(items) -items2 <- items -# Un seul groupe -if (length(group)!=1) { -stop('Only one variable can be used for the group option') -} -# Recoder groupe en 0/1 -dat[,group] <- as.factor(dat[,group]) -if (!(all(names(levels(dat[,group]))==c("0","1")))) { -levels(dat[,group]) <- c("0","1") -} -dat[,group] <- as.numeric(dat[,group])-1 -model_a <- pcm(df=dat,items=items,group = group,dif.items = items) -model_b <- pcm(df=dat,items=items,group = group,dif.items = NULL) -ltest <- lmtest::lrtest(model_a,model_b) -difit <- c() -if (ltest$`Pr(>Chisq)`[2]<0.05) { -model_c <- model_b -a <- sapply(1:nbitems,function(x) -lmtest::lrtest(model_c,pcm(df=dat,items=items,group = group,dif.items = c(difit,x)))$`Pr(>Chisq)`[2]) -k <- 0 -while (min(a)<0.05/(nbitems-k)) { -difit <- c(difit,which.min(a)) -model_c <- pcm(df=dat,items=items,group = group,dif.items = difit) -a <- sapply(1:nbitems,function(x) -ifelse(!(x%in%difit),lmtest::lrtest(model_c,pcm(df=dat,items=items,group = group,dif.items = c(difit,x)))$`Pr(>Chisq)`[2],1)) -} -} -return(difit) -} -rosali(dat=dat,items=1:7,group="TT") -pcm(dat,items=1:7,group="TT",dif.items=1:2) -summary(pcm(dat,items=1:7,group="TT",dif.items=1:2)) +cv_error <- NULL +} +ret.list <- list(coefficients = coefficients, logLik = logLik, +cv_error = cv_error, call = match.call(), model = model, +data = data, control = control, DSF = DSF, formula = formula, +item.names = item.names, Y = Y, design_list = design_list, +AIC = AIC, BIC = BIC, cAIC = cAIC, df = df, coef.rescal = coef.rescal, +main.effects = main.effects) +class(ret.list) <- "GPCMlasso" +return(ret.list) +} +GPCMlasso2(formula = cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control=ctrl_GPCMlasso(lambda=0.0000000000001),acoefs2 = u) +u +## create responses for acat from ordinal values +createResponse <- function(Y){ +Y <- as.factor(Y) +model.matrix(~0+Y)[,-length(levels(Y))] +} +design_GPCMlasso <- function(formula = formula, Y=Y, data = data, RSM = RSM, +GPCM = GPCM, DSF = DSF, all.dummies = TRUE, main.effects = main.effects){ +## extract covariates +if(all.dummies){ +term.labels <- attr(terms(formula), "term.labels") +X <- matrix(rep(1,nrow(data))) +for(ij in 1:length(term.labels)){ +x.now <- data[,term.labels[ij], drop = FALSE] +if(is.factor(x.now[,1])){ +if(nlevels(x.now[,1])==2){ +X <- cbind(X,model.matrix(~.,data=x.now)[,-1,drop=FALSE]) +}else{ +X <- cbind(X,model.matrix(~0+.,data=x.now)) +} +}else{ +X <- cbind(X,model.matrix(~.,data=x.now)[,-1,drop=FALSE]) +} +} +X <- X[,-1,drop = FALSE] +}else{ +X <- model.matrix(formula, data = data) +if(ncol(X)>=1){ +if(colnames(X)[1]=="(Intercept)"){ +X <- X[,-1,drop = FALSE] +} +} +} +x.names <- colnames(X) +## factorize response vector +## initialize basic parameters +k <- apply(Y, 2, function(x){length(levels(as.factor(x)))}) +q <- k-1 +n <- nrow(Y) +I <- ncol(Y) +m <- ncol(X) +n_sigma <- 1 +if(GPCM){ +n_sigma <- I +} +## get final response vector +if(all(q==1)){ +response <- as.numeric(as.factor(c(t(Y))))-1 +}else{ +response <- lapply(as.data.frame(Y),createResponse) +response <- c(t(do.call("cbind",response))) +} +## total number of parameters to be optimized +px <- sum(q)+n_sigma +if(RSM){ +px <- q[1]+I+n_sigma-1 +} +## scale X and save standard deviations for re-scaling +# X <- scale(X, center = FALSE) +X <- scale(X, center = FALSE, scale = apply(X, 2, sd, na.rm = TRUE)) +sd.vec <- attributes(X)$scale +sd.vec <- create.sd.vec(sd.vec, DSF, px, n_sigma, I, q, main.effects) +## create design matrix for basic item parameters +if(!RSM){ +design <- -diag(px-n_sigma) +}else{ +design <- -cbind(matrix(rep(diag(I),each=q[1]),ncol=I), +matrix(rep(diag(q[1]),I),ncol=q[1],byrow = TRUE))[,-(I+1)] +} +## create design matrix for covariate part +if(m>=1){ +designX <- -get_designX(X, DSF, m, I, q, n) +## create penalization matrix +acoefs <- get_acoefs(RSM, DSF, m, I, q, n_sigma) +## update number of parameters to be optimized +px <- px + ncol(designX) +}else{ +## dummy matrix in case no covariates are specified +designX <- matrix(0,0,0) +acoefs <- matrix(0,nrow=px,ncol=1) +} +if(main.effects){ +design.main <- matrix(rep(X, each = sum(q)),ncol = ncol(X)) +designX <- cbind(design.main, designX) +acoefs <- rbind(matrix(0, ncol = ncol(acoefs), nrow = ncol(design.main)), acoefs) +px <- px + ncol(X) +} +ret.list <- list(q = q, I = I, m = m, px = px, n = n, response = response, +design = design, designX = designX, sd.vec = sd.vec, +acoefs = acoefs, n_sigma = n_sigma, x.names = x.names, +RSM = RSM, GPCM = GPCM, Y = Y, DSF = DSF) +return(ret.list) +} +create.sd.vec <- function(sd.vec, DSF, px, n_sigma, I, q, main.effects){ +if(DSF){ +new_vec <- rep(sd.vec, sum(q)) +}else{ +new_vec <- rep(sd.vec, I) +} +if(main.effects){ +new_vec <- c(sd.vec, new_vec) +} +new_vec <- c(rep(1,px-n_sigma),new_vec,rep(1,n_sigma)) +new_vec +} +GPCMlasso2(formula = cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control=ctrl_GPCMlasso(lambda=0.0000000000001),acoefs2 = u) +get_designX <- function(X, DSF, m, I, q, n){ +if(!DSF){ +designX <- matrix(0, ncol = m * I, nrow = n * sum(q)) +pos_u <- 1 +for (u in 1:n) { +for(uu in 1:I){ +designX[pos_u:(pos_u+q[uu]-1), ((uu - 1) * m + 1):(uu * m)] <- +matrix(rep(X[u,], q[uu]), byrow = TRUE, ncol = m, nrow = q[uu]) +pos_u <- pos_u+q[uu] +} +} +}else{ +designX <- matrix(0, ncol = m * sum(q), nrow = n * sum(q)) +pos_u <- 1 +for (u in 1:n) { +pos_uu <- 1 +for(uu in 1:I){ +for(uuu in 1:q[uu]){ +designX[pos_u, pos_uu:(pos_uu+m-1)] <- +X[u,] +pos_u <- pos_u+1 +pos_uu <- pos_uu+m +} +} +} +} +return(designX) +} +get_acoefs_old <- function(RSM, DSF, m, I, q, n_sigma){ +if(!DSF){ +pen1 <- diag(m*I) +}else{ +pen1 <- matrix(0,nrow=m*sum(q),ncol=m*sum(choose(q,2))) +pos1 <-1 +pos_pos <- 1 +for(u in 1:I){ +n_comb <- choose(q[u],2) +if(n_comb>0){ +combis <- combn(q[u],2)-1 +for(uuu in 1:m){ +for(uu in 1:n_comb){ +pen1[combis[1,uu]*m+pos_pos,pos1] <- 1 +pen1[combis[2,uu]*m+pos_pos,pos1] <- -1 +pos1 <- pos1+1 +} +pos_pos <- pos_pos+1 +} +pos_pos <- pos_pos+(q[u]-1)*m +} +} +pen1 <- cbind(diag(m*sum(q)),pen1) +} +if(RSM){ +acoefs <- rbind(matrix(0,nrow=q[1]+I-1,ncol=ncol(pen1)),pen1, +matrix(0, ncol = ncol(pen1), nrow = n_sigma)) +}else{ +acoefs <- rbind(matrix(0,nrow=sum(q),ncol=ncol(pen1)),pen1, +matrix(0, ncol = ncol(pen1), nrow = n_sigma)) +} +} +get_acoefs <- function(RSM, DSF, m, I, q, n_sigma){ +if(!DSF){ +pen1 <- diag(m*I) +}else{ +pen1 <- matrix(0,nrow=m*sum(q),ncol=m*sum(q-1)) +pos1 <-1 +pos_pos <- 1 +for(u in 1:I){ +n_comb <- q[u] - 1 +if(n_comb>0){ +combis <- rep(1:q[u], each = 2) +combis <- matrix(combis[-c(1,length(combis))]-1, nrow = 2) +for(uuu in 1:m){ +for(uu in 1:n_comb){ +pen1[combis[1,uu]*m+pos_pos,pos1] <- 1 +pen1[combis[2,uu]*m+pos_pos,pos1] <- -1 +pos1 <- pos1+1 +} +pos_pos <- pos_pos+1 +} +pos_pos <- pos_pos+(q[u]-1)*m +} +} +pen1 <- cbind(diag(m*sum(q)),pen1) +} +if(RSM){ +acoefs <- rbind(matrix(0,nrow=q[1]+I-1,ncol=ncol(pen1)),pen1, +matrix(0, ncol = ncol(pen1), nrow = n_sigma)) +}else{ +acoefs <- rbind(matrix(0,nrow=sum(q),ncol=ncol(pen1)),pen1, +matrix(0, ncol = ncol(pen1), nrow = n_sigma)) +} +} +GPCMlasso2(formula = cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control=ctrl_GPCMlasso(lambda=0.0000000000001),acoefs2 = u) +# Generated by using Rcpp::compileAttributes() -> do not edit by hand +# Generator token: 10BE3573-1514-4C36-9D1C-5A225CD40393 +loglikPCMlasso <- function(alpha, Y, X, Z, Q, q, n, I, px, GHweights, GHnodes, acoefs, lambda, lambda2, cvalue, cores, weight, n_sigma, scale_fac) { +.Call(`_GPCMlasso_loglikPCMlasso`, alpha, Y, X, Z, Q, q, n, I, px, GHweights, GHnodes, acoefs, lambda, lambda2, cvalue, cores, weight, n_sigma, scale_fac) +} +scorePCMlasso <- function(alpha, Y, X, Z, Q, q, n, I, px, GHweights, GHnodes, acoefs, lambda, lambda2, cvalue, cores, weight, n_sigma, scale_fac) { +.Call(`_GPCMlasso_scorePCMlasso`, alpha, Y, X, Z, Q, q, n, I, px, GHweights, GHnodes, acoefs, lambda, lambda2, cvalue, cores, weight, n_sigma, scale_fac) +} +loglikDIFlasso <- function(alpha, Y, X, Z, Q, q, n, I, px, GHweights, GHnodes, acoefs, lambda, lambda2, cvalue, cores, weight, n_sigma, scale_fac) { +.Call(`_GPCMlasso_loglikDIFlasso`, alpha, Y, X, Z, Q, q, n, I, px, GHweights, GHnodes, acoefs, lambda, lambda2, cvalue, cores, weight, n_sigma, scale_fac) +} +scoreDIFlasso <- function(alpha, Y, X, Z, Q, q, n, I, px, GHweights, GHnodes, acoefs, lambda, lambda2, cvalue, cores, weight, n_sigma, scale_fac) { +.Call(`_GPCMlasso_scoreDIFlasso`, alpha, Y, X, Z, Q, q, n, I, px, GHweights, GHnodes, acoefs, lambda, lambda2, cvalue, cores, weight, n_sigma, scale_fac) +} +loglikscorePCMlasso <- function(alpha, Y, X, Z, Q, q, n, I, px, GHweights, GHnodes, acoefs, lambda, lambda2, cvalue, cores, weight, n_sigma, scale_fac) { +.Call(`_GPCMlasso_loglikscorePCMlasso`, alpha, Y, X, Z, Q, q, n, I, px, GHweights, GHnodes, acoefs, lambda, lambda2, cvalue, cores, weight, n_sigma, scale_fac) +} +loglikscoreDIFlasso <- function(alpha, Y, X, Z, Q, q, n, I, px, GHweights, GHnodes, acoefs, lambda, lambda2, cvalue, cores, weight, n_sigma, scale_fac) { +.Call(`_GPCMlasso_loglikscoreDIFlasso`, alpha, Y, X, Z, Q, q, n, I, px, GHweights, GHnodes, acoefs, lambda, lambda2, cvalue, cores, weight, n_sigma, scale_fac) +} +GPCMlasso2(formula = cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control=ctrl_GPCMlasso(lambda=0.0000000000001),acoefs2 = u) +library(GPCMlasso) +trace(GPCMlasso,edit=T) +library(GPCMlasso) +View(GPCMlasso) +u +aaa +aaa <- read.csv(paste0('/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N',100,'/scenario_',"5A_100",'.csv')) +aaa <- read.csv(paste0('/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N',100,'/scenario_',"5A_100",'.csv')) +aaaa <- aaa[aaa$replication==1,] +GPCMlasso(formula=cbind('item1','item2',"item3","item4")~TT,data=aaaa,model="PCM") +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM") +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0.00001)) +acc <- matrix(nrow = 10,ncol=4,0) +acc +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0.00001),acoefs2 = acc) +acc[6,1]1 +acc[6,1]<-1 +acc +acc[7,2]<-1 +acc[8,3]<-1 +acc[9,4]<-1 +acc +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0.00001),acoefs2 = acc) library(TAM) -resali <- function(df=NULL,items=NULL,group=NULL,verbose=T) { -if (verbose) { -cat('-----------------------------------------------------------\n') -cat('COMPUTING INITIAL PCM\n') -cat('-----------------------------------------------------------\n') -} -nbitems <- length(items) -nbitems_o <- nbitems -items_n <- paste0('item',items) -resp <- df[,items_n] -grp <- df[,group] -pcm_initial <- TAM::tam.mml(resp=resp,Y=grp,irtmodel = "PCM",est.variance = T,verbose=F) -dat <- df -dat$score <- rowSums(dat[,items_n]) -dat$score_q5 <- cut(dat$score,quantile(dat$score,seq(0,1,0.2)),labels=1:5,include.lowest=T) -res.anova <- rep(NA,nbitems) -pval <- rep(NA,nbitems) -fval <- rep(NA,nbitems) -for (i in items) { -dat[,paste0('res_',i)] <- rowMeans(predict(pcm_initial)$stand.resid[,,i]) -res.anova[i] <- summary(aov(dat[,paste0('res_',i)]~TT*score_q5,data=dat)) -pval[i] <- res.anova[[i]][1,"Pr(>F)"] -fval[i] <- res.anova[[i]][1,'F value'] -} -if (verbose) { -cat('DONE\n') -cat('-----------------------------------------------------------\n') -} -res.items <- c() -res.uniform <- c() -k <- 1 -while(any(pval<0.05/nbitems_o)) { -k <- k+1 -if (verbose) { -cat(paste('COMPUTING STEP',k,'\n')) -cat('-----------------------------------------------------------\n') -} -res.item <- gsub("[a-z]", "",colnames(resp)[which.max(fval)]) -res.items <- c(res.items,res.item) -res.uni <- res.anova[[which.max(fval)]][3,"Pr(>F)"]>0.05 -res.uniform <- c(res.uniform,res.uni) -items_n <- c(items_n[items_n!=paste0('item',res.item)],paste0("item",res.item,c("noTT","TT"))) -dat[,paste0("item",res.item,'TT')] <- dat[dat$TT==1,paste0('item',res.item)] -dat[,paste0("item",res.item,'noTT')] <- dat[dat$TT==0,paste0('item',res.item)] -resp <- dat[,items_n] -grp <- dat[,group] -pcm_while <- TAM::tam.mml(resp=resp,Y=grp,irtmodel = "PCM",est.variance = T,verbose=F) -nbitems <- length(items_n) -res.anova <- rep(NA,nbitems) -pval <- rep(NA,nbitems) -fval <- rep(NA,nbitems) -for (i in 1:nbitems) { -dat[,paste0('res_',i)] <- rowMeans(predict(pcm_while)$stand.resid[,,i]) -res.anova[i] <- summary(aov(dat[,paste0('res_',i)]~TT*score_q5,data=dat)) -pval[i] <- res.anova[[i]][1,"Pr(>F)"] -fval[i] <- res.anova[[i]][1,'F value'] -} -if (verbose) { -cat('DONE\n') -cat('-----------------------------------------------------------\n') -} -} -if (verbose) { -cat("DETECTED DIF ITEMS\n") -cat('-----------------------------------------------------------\n') -} -if (length(res.items>0)) { -results <- data.frame(dif.items=res.items, -uniform=1*res.uniform) -return(results) -} -else { -cat("No DIF was detected") -return(NULL) -} -} -resali(df=dat,items=1:7,group="TT") -dat$dif1 -dat$dif2 -dat$dif3 +tam.mml(resp=aaaa[,c('item1',"item2","item3","item4")],group=aaaa[,'TT']) +zzz <- tam.mml(resp=aaaa[,c('item1',"item2","item3","item4")],group=aaaa[,'TT']) +summary(zzz) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0.00001),acoefs2 = acc) +acc <- matrix(nrow = 10,ncol=4,0) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0.00001),acoefs2 = acc) +summary(zzz) +remove.packages(GPCMlasso) +remove.packages("GPCMlasso") +install.packages("GPCMlasso") +install.packages("GPCMlasso") +library(GPCMlasso) +View(GPCMlasso) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0.00001)) +tam.mml(resp=aaaa[,c('item1',"item2","item3","item4")],group=aaaa[,'TT']) +library(tam.mml) +library(TAM) +tam.mml(resp=aaaa[,c('item1',"item2","item3","item4")],group=aaaa[,'TT']) +tam.mml(resp=aaaa[,c('item1',"item2","item3","item4")],group=aaaa[,'TT']) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0.00001)) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0.000000000000000000001)) +remove.packages("GPCMlasso") +install.packages('/home/corentin/Documents/These/Recherche/GPCMlasso_0.1-7.tar.gz') +library(GPCMlasso) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0.000000000000000000001)) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0.0000000000000000000000000000000001)) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0.0000000000000000000000000000000001),acoefs=acc) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0.0000000000000000000000000000000001),acoefs2=acc) +View(GPCMlasso) +library(GPCMlasso) +View(GPCMlasso) +aaa <- read.csv(paste0('/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N',100,'/scenario_',"5A_100",'.csv')) +aaa <- read.csv(paste0('/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N',100,'/scenario_',"5A_100",'.csv')) +aaaa <- aaa[aaa$replication==1,] +acc <- matrix(nrow = 10,ncol=4,0) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0.0000000000000000000000000000000001),acoefs2=acc) +acc[6,1] <- 1;acc[7,2] <- 1;acc[8,3] <- 1;acc[9,4] <- 1 +acc +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0.0000000000000000000000000000000001),acoefs2=acc) +remove.packages("GPCMlasso") +install.packages('/home/corentin/Documents/These/Recherche/GPCMlasso_0.1-7.tar.gz') +library(GPCMlasso) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0.0000000000000000000000000000000001)) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 100)) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 1000)) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0.0000000000000000000000000000000001)) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0.0000000000000000000000000000000001))$coefficients +install.packages("geoR") +library(geoR) +nlmP +nlmP() +.nlmP() +geoR::.nlmP +remove.packages("GPCMlasso") +install.packages('/home/corentin/Documents/These/Recherche/GPCMlasso_0.1-7.tar.gz') +install.packages('/home/corentin/Documents/These/Recherche/GPCMlasso_0.1-7.tar.gz') +library(GPCMlasso) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0.0000000000000000000000000000000001)) +remove.packages("GPCMlasso") +install.packages('/home/corentin/Documents/These/Recherche/GPCMlasso_0.1-7.tar.gz') +library(GPCMlasso) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0.0000000000000000000000000000000001)) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0.0000000000000000000000000000000001))$design_list +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0.0000000000000000000000000000000001),DSF = T) +summary(GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0.0000000000000000000000000000000001),DSF = T)) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0.0000000000000000000000000000000001),DSF = T) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0.0000000000000000000000000000000001),DSF = F) +library(TAM) +tam.mml(resp = aaaa[,c("item1","item2","item3","item4")],group=aaaa[,"TT"],irtmodel="PCM2") +summary(tam.mml(resp = aaaa[,c("item1","item2","item3","item4")],group=aaaa[,"TT"],irtmodel="PCM2")) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0.0000000000000000000000000000000001),DSF = F) +summary(tam.mml(resp = aaaa[,c("item1","item2","item3","item4")],group=aaaa[,"TT"],irtmodel="PCM2")) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0.0000000000000000000000000000000001),DSF = F) +summary(tam.mml(resp = aaaa[,c("item1","item2","item3","item4")],group=aaaa[,"TT"],irtmodel="PCM2")) +summary(tam.jml(resp = aaaa[,c("item1","item2","item3","item4")],group=aaaa[,"TT"],irtmodel="PCM2")) +summary(tam.jml(resp = aaaa[,c("item1","item2","item3","item4")],group=aaaa[,"TT"])) +summary(tam(resp = aaaa[,c("item1","item2","item3","item4")],group=aaaa[,"TT"])) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0.0000000000000000000000000000000001),DSF = F) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0.0000000000000000000000000000000001),DSF = F,cv=F) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0.0000000000000000000001),DSF = F,cv=F) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0),DSF = F,cv=F) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 10),DSF = F,cv=F) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 1),DSF = F,cv=F) +summary(tam(resp = aaaa[,c("item1","item2","item3","item4")],group=aaaa[,"TT"])) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 1),DSF = F,cv=F) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0.5),DSF = F,cv=F) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0.1),DSF = F,cv=F) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0.01),DSF = F,cv=F) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0.001),DSF = F,cv=F) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0.0001),DSF = F,cv=F) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0.00000001),DSF = F,cv=F) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0.0000001),DSF = F,cv=F) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0.01),DSF = F,cv=F) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0.00001),DSF = F,cv=F) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0.00000001),DSF = F,cv=F) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0.0000001),DSF = F,cv=F) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0.0000005),DSF = F,cv=F) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0),DSF = F,cv=F) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0),DSF = F,cv=F)$design_list +install.packages('/home/corentin/Documents/These/Recherche/GPCMlasso_0.1-7.tar.gz') +library(GPCMlasso) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0),DSF = F,cv=F) +remove.packages('GPCMlasso') +install.packages('/home/corentin/Documents/These/Recherche/GPCMlasso_0.1-7.tar.gz') +library(GPCMlasso) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0),DSF = F,cv=F) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0),DSF = F,cv=F)$design_list +remove.packages("PCMlasso") +remove.packages("GPCMlasso") +install.packages('/home/corentin/Documents/These/Recherche/GPCMlasso_0.1-7.tar.gz') +library(GPCMlasso) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0),DSF = F,cv=F)$design_list +library(GPCMlasso) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0),DSF = F,cv=F)$design_list +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0),DSF = F,cv=F) +remove.packages("GPCMlasso") +install.packages('/home/corentin/Documents/These/Recherche/GPCMlasso_0.1-7.tar.gz') +library(GPCMlasso) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0),DSF = F,cv=F) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0),DSF = F,cv=F)$design_list +remove.packages("GPCMlasso") +install.packages('/home/corentin/Documents/These/Recherche/GPCMlasso_0.1-7.tar.gz') +library(GPCMlasso) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0),DSF = F,cv=F) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT:item1,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0),DSF = F,cv=F) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~I(TT:item1*0),data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0),DSF = F,cv=F) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT:item1*0,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0),DSF = F,cv=F) +aaaa$item1tt <- 1-aaaa$item1 +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT:item1tt,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0),DSF = F,cv=F) +aaaa$item2tt <- 1-aaaa$item2 +aaaa$item3tt <- 1-aaaa$item3 +aaaa$item1 +aaaa$item4tt <- 1-aaaa$item4 +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT:item1tt+TT:item2TT+TT:item3tt+TT:item4tt,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0),DSF = F,cv=F) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT:item1tt+TT:item2tt+TT:item3tt+TT:item4tt,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0),DSF = F,cv=F) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT*item1tt,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0),DSF = F,cv=F) +GPCMlasso(formula=cbind(item1,item2,item3,item4)~TT*item1tt+TT*item2tt+TT*item3tt+TT*item4tt,data=aaaa,model="PCM",control = ctrl_GPCMlasso(lambda = 0),DSF = F,cv=F) diff --git a/RProject/Scripts/pcm.R b/RProject/Scripts/pcm.R index 4d83804..d15e24e 100644 --- a/RProject/Scripts/pcm.R +++ b/RProject/Scripts/pcm.R @@ -2050,7 +2050,7 @@ write.csv(res_nodif[[3]],'/home/corentin/Documents/These/Recherche/Simulations/A ############################################################################## #----------------------------------------------------------------------------# -########################## SCENARIO ANALYSIS N=50 ########################## +########################### SCENARIO ANALYSIS N=50 ########################### #----------------------------------------------------------------------------# ############################################################################## @@ -2706,6 +2706,374 @@ for (x in results[seq(2,length(results))]) { res.dat$bias <- res.dat$eff.size-res.dat$m.beta res.dat.dif$bias <- res.dat.dif$eff.size-res.dat.dif$m.beta +############################################################################## +#----------------------------------------------------------------------------# +####################### AGGREGATION DIF MATRICES ROSALI ###################### +#----------------------------------------------------------------------------# +############################################################################## + +#### Create data.frame + +results <- c(sapply(1:4,function(x) paste0(x,c('A','B','C','D','E'))),sapply(5:9,function(x) paste0(x,c('A','B','C','D','E','F','G')))) + +results2 <- c(sapply(10:20,function(x) paste0(x,c('A','B','C','D','E','F','G')))) + +results <- c(sapply(c(50,100,200,300),function(x) paste0(results,'_',x))) + +results2 <- c(sapply(c(50,100,200,300),function(x) paste0(results2,'_',x))) + +results <- sort(results) + +results2 <- sort(results2) + +results <- c(results,results2) + + +#### Compiler function + +compile_simulation2_rosali <- function(scenario) { + name <- as.numeric(gsub("[^0-9.-]", "", substr(scenario,start=0,stop=2))) + if (substr(scenario,start=nchar(scenario)-1,stop=nchar(scenario))=="50" & name>0) { + s <- read_excel(paste0('/home/corentin/Documents/These/Recherche/Simulations/Analysis/ROSALI-DIF/N50/',scenario,'_original.xls')) + } + if (substr(scenario,start=nchar(scenario)-2,stop=nchar(scenario))=="100" & name>0) { + s <- read_excel(paste0('/home/corentin/Documents/These/Recherche/Simulations/Analysis/ROSALI-DIF/N100/',scenario,'_original.xls')) + } + if (substr(scenario,start=nchar(scenario)-2,stop=nchar(scenario))=="200" & name>0) { + s <- read_excel(paste0('/home/corentin/Documents/These/Recherche/Simulations/Analysis/ROSALI-DIF/N200/',scenario,'_original.xls')) + } + if (substr(scenario,start=nchar(scenario)-2,stop=nchar(scenario))=="300" & name>0) { + s <- read_excel(paste0('/home/corentin/Documents/These/Recherche/Simulations/Analysis/ROSALI-DIF/N300/',scenario,'_original.xls')) + } + J <- max(which(sapply(1:7,function(x) paste0('item',x) %in% colnames(s) | paste0('item',x,'_1') %in% colnames(s)))) + M <- 1+sum(sapply(1:3,function(x) paste0('item1_',x) %in% colnames(s) )) + if (M==1) {M <- 2} + nb.dif <- max(which(sapply(1:3,function(x) paste0('dif',x) %in% colnames(s) | paste0('dif',x,'_1') %in% colnames(s)))) + if (J==4) { + if (M==2) { + a <- data.frame(m.item1=mean(s$item1),m.item2=mean(s$item2),m.item3=mean(s$item3),m.item4=mean(s$item4)) + } else { + a <- data.frame(m.item1_1=mean(s$item1_1),m.item1_2=mean(s$item1_2),m.item1_3=mean(s$item1_3), + m.item2_1=mean(s$item2_1),m.item2_2=mean(s$item2_2),m.item2_3=mean(s$item2_3), + m.item3_1=mean(s$item3_1),m.item3_2=mean(s$item3_2),m.item3_3=mean(s$item3_3), + m.item4_1=mean(s$item4_1),m.item4_2=mean(s$item4_2),m.item4_3=mean(s$item4_3) + ) + } + } else { + if (M==2) { + a <- data.frame(m.item1=mean(s$item1),m.item2=mean(s$item2),m.item3=mean(s$item3),m.item4=mean(s$item4), + m.item5=mean(s$item5),m.item6=mean(s$item6),m.item7=mean(s$item7)) + } else { + a <- data.frame(m.item1_1=mean(s$item1_1),m.item1_2=mean(s$item1_2),m.item1_3=mean(s$item1_3), + m.item2_1=mean(s$item2_1),m.item2_2=mean(s$item2_2),m.item2_3=mean(s$item2_3), + m.item3_1=mean(s$item3_1),m.item3_2=mean(s$item3_2),m.item3_3=mean(s$item3_3), + m.item4_1=mean(s$item4_1),m.item4_2=mean(s$item4_2),m.item4_3=mean(s$item4_3), + m.item5_1=mean(s$item5_1),m.item5_2=mean(s$item5_2),m.item5_3=mean(s$item5_3), + m.item6_1=mean(s$item6_1),m.item6_2=mean(s$item6_2),m.item6_3=mean(s$item6_3), + m.item7_1=mean(s$item7_1),m.item7_2=mean(s$item7_2),m.item7_3=mean(s$item7_3) + ) + } + } + N <- ifelse(substr(scenario,start=nchar(scenario)-1,stop=nchar(scenario))=="50","50",substr(scenario,start=nchar(scenario)-2,stop=nchar(scenario))) + zz <- ifelse(N=="50",substr(scenario,start=0,stop=nchar(scenario)-3),substr(scenario,start=0,stop=nchar(scenario)-4)) + eff.size <- unique(res.dat[res.dat$scenario==zz & res.dat$N==N,'eff.size']) + dif.size <- unique(res.dat[res.dat$scenario==zz & res.dat$N==N,'dif.size']) + b <- data.frame(scenario=zz, + scenario.type=substr(zz,start=nchar(zz),stop=nchar(zz)), + N=N, + J=J, + M=M, + eff.size=eff.size, + nb.dif=nb.dif, + dif.size=dif.size + ) + true.value.in.ci <- eff.size <= s$beta+1.96*s$se_beta & eff.size >= s$beta-1.96*s$se_beta + beta.same.sign.truebeta.p <- ifelse(rep(eff.size,nrow(s))==0,NA,(rep(eff.size,nrow(s))/s$beta)>0) + num.reject <- which((s$beta-1.96*s$se_beta)>0 | (s$beta+1.96*s$se_beta)<0) + z <- data.frame(m.beta=mean(s$beta), + se.empirical.beta=sd(s$beta), + se.analytical.beta=mean(s$se_beta), + m.low.ci.beta=mean(s$beta-1.96*s$se_beta), + m.high.ci.beta=mean(s$beta+1.96*s$se_beta), + true.value.in.ci.p=mean(true.value.in.ci), + h0.rejected.p=mean( (s$beta-1.96*s$se_beta)>0 | (s$beta+1.96*s$se_beta)<0 ), + beta.same.sign.truebeta.p=mean(beta.same.sign.truebeta.p), + beta.same.sign.truebeta.signif.p=mean(beta.same.sign.truebeta.p[num.reject]) + ) + d <- cbind(b,a,z) + d$prop. + return(d) +} + + +#### Compiled results + +res.dat.dif.rosali <- compile_simulation2_rosali('1A_100') + +for (x in results[seq(2,length(results))]) { + y <- compile_simulation2_rosali(x) + res.dat.dif.rosali <- bind_rows(res.dat.dif.rosali,y) +} + +res.dat.dif.rosali$bias <- res.dat.dif.rosali$eff.size-res.dat.dif.rosali$m.beta + + +############################################################################## +#----------------------------------------------------------------------------# +################################### RESALI ################################### +#----------------------------------------------------------------------------# +############################################################################## + +generate_resali <- function(scenario=NULL,grp=NULL) { + scen <- as.numeric(gsub("[A,B,C,D,E,F,G,_]","",substr(scenario,0,3))) + if (substr(scenario,start=nchar(scenario)-1,stop=nchar(scenario))=="50") { + N <- 50 + } + if (substr(scenario,start=nchar(scenario)-2,stop=nchar(scenario))=="100") { + N <- 100 + } + if (substr(scenario,start=nchar(scenario)-2,stop=nchar(scenario))=="200") { + N <- 200 + } + if (substr(scenario,start=nchar(scenario)-2,stop=nchar(scenario))=="300") { + N <- 300 + } + if (scen<5) { + dat <- read.csv(paste0('/home/corentin/Documents/These/Recherche/Simulations/Data/NoDIF/N',N,'/scenario_',scenario,'.csv')) + } + if (scen>=5) { + dat <- read.csv(paste0('/home/corentin/Documents/These/Recherche/Simulations/Data/DIF/N',N,'/scenario_',scenario,'.csv')) + } + if (scen%in%c(3,4,13:20)) { + res <- resali(df=dat[dat$replication==1,],items = seq(1,7),group=grp,verbose=FALSE) + df_res <- data.frame(dif.detect.1=ifelse(length(res$dif.items)>=1,res$dif.items[1],NA), + dif.detect.2=ifelse(length(res$dif.items)>=2,res$dif.items[2],NA), + dif.detect.3=ifelse(length(res$dif.items)>=3,res$dif.items[3],NA), + dif.detect.4=ifelse(length(res$dif.items)>=4,res$dif.items[4],NA), + dif.detect.5=ifelse(length(res$dif.items)>=5,res$dif.items[5],NA), + dif.detect.6=ifelse(length(res$dif.items)>=6,res$dif.items[6],NA), + dif.detect.7=ifelse(length(res$dif.items)>=7,res$dif.items[7],NA), + dif.detect.unif.1=ifelse(length(res$uniform)>=1,res$uniform[1],NA), + dif.detect.unif.2=ifelse(length(res$uniform)>=2,res$uniform[2],NA), + dif.detect.unif.3=ifelse(length(res$uniform)>=3,res$uniform[3],NA), + dif.detect.unif.4=ifelse(length(res$uniform)>=4,res$uniform[4],NA), + dif.detect.unif.5=ifelse(length(res$uniform)>=5,res$uniform[5],NA), + dif.detect.unif.6=ifelse(length(res$uniform)>=6,res$uniform[6],NA), + dif.detect.unif.7=ifelse(length(res$uniform)>=7,res$uniform[7],NA), + N=N, + nbdif=ifelse(scen<=4,0,ifelse(scen<=16,2,3)), + true.dif.1=ifelse(scen<=4,NA,unique(dat[dat$replication==1,]$dif1)), + true.dif.2=ifelse(scen<=4,NA,unique(dat[dat$replication==1,]$dif2)), + true.dif.3=ifelse(scen<=16,NA,unique(dat[dat$replication==1,]$dif3)) + ) + for (k in 2:1000) { + if (k%%100==0) { + cat(paste0('N=',k,'/1000\n')) + } + res <- resali(df=dat[dat$replication==k,],items = seq(1,7),group=grp,verbose=FALSE) + df_res2 <- data.frame(dif.detect.1=ifelse(length(res$dif.items)>=1,res$dif.items[1],NA), + dif.detect.2=ifelse(length(res$dif.items)>=2,res$dif.items[2],NA), + dif.detect.3=ifelse(length(res$dif.items)>=3,res$dif.items[3],NA), + dif.detect.4=ifelse(length(res$dif.items)>=4,res$dif.items[4],NA), + dif.detect.5=ifelse(length(res$dif.items)>=5,res$dif.items[5],NA), + dif.detect.6=ifelse(length(res$dif.items)>=6,res$dif.items[6],NA), + dif.detect.7=ifelse(length(res$dif.items)>=7,res$dif.items[7],NA), + dif.detect.unif.1=ifelse(length(res$uniform)>=1,res$uniform[1],NA), + dif.detect.unif.2=ifelse(length(res$uniform)>=2,res$uniform[2],NA), + dif.detect.unif.3=ifelse(length(res$uniform)>=3,res$uniform[3],NA), + dif.detect.unif.4=ifelse(length(res$uniform)>=4,res$uniform[4],NA), + dif.detect.unif.5=ifelse(length(res$uniform)>=5,res$uniform[5],NA), + dif.detect.unif.6=ifelse(length(res$uniform)>=6,res$uniform[6],NA), + dif.detect.unif.7=ifelse(length(res$uniform)>=7,res$uniform[7],NA), + N=N, + nbdif=ifelse(scen<=4,0,ifelse(scen<=16,2,3)), + true.dif.1=ifelse(scen<=4,NA,unique(dat[dat$replication==k,]$dif1)), + true.dif.2=ifelse(scen<=4,NA,unique(dat[dat$replication==k,]$dif2)), + true.dif.3=ifelse(scen<=16,NA,unique(dat[dat$replication==k,]$dif3))) + df_res <- rbind(df_res,df_res2) + } + } + else if (scen%in%c(1,2,5:12)) { + res <- resali(df=dat[dat$replication==1,],items = seq(1,4),group=grp,verbose=FALSE) + df_res <- data.frame(dif.detect.1=ifelse(length(res$dif.items)>=1,res$dif.items[1],NA), + dif.detect.2=ifelse(length(res$dif.items)>=2,res$dif.items[2],NA), + dif.detect.3=ifelse(length(res$dif.items)>=3,res$dif.items[3],NA), + dif.detect.4=ifelse(length(res$dif.items)>=4,res$dif.items[4],NA), + dif.detect.unif.1=ifelse(length(res$uniform)>=1,res$uniform[1],NA), + dif.detect.unif.2=ifelse(length(res$uniform)>=2,res$uniform[2],NA), + dif.detect.unif.3=ifelse(length(res$uniform)>=3,res$uniform[3],NA), + dif.detect.unif.4=ifelse(length(res$uniform)>=4,res$uniform[4],NA), + N=N, + nbdif=ifelse(scen<=4,0,ifelse(scen<=8,1,2)), + true.dif.1=ifelse(scen<=4,NA,unique(dat[dat$replication==1,]$dif1)), + true.dif.2=ifelse(scen<=8,NA,unique(dat[dat$replication==1,]$dif2)) + ) + for (k in 2:1000) { + if (k%%100==0) { + cat(paste0('N=',k,'/1000\n')) + } + res <- resali(df=dat[dat$replication==k,],items = seq(1,4),group=grp,verbose=FALSE) + df_res2 <- data.frame(dif.detect.1=ifelse(length(res$dif.items)>=1,res$dif.items[1],NA), + dif.detect.2=ifelse(length(res$dif.items)>=2,res$dif.items[2],NA), + dif.detect.3=ifelse(length(res$dif.items)>=3,res$dif.items[3],NA), + dif.detect.4=ifelse(length(res$dif.items)>=4,res$dif.items[4],NA), + dif.detect.unif.1=ifelse(length(res$uniform)>=1,res$uniform[1],NA), + dif.detect.unif.2=ifelse(length(res$uniform)>=2,res$uniform[2],NA), + dif.detect.unif.3=ifelse(length(res$uniform)>=3,res$uniform[3],NA), + dif.detect.unif.4=ifelse(length(res$uniform)>=4,res$uniform[4],NA), + N=N, + nbdif=ifelse(scen<=4,0,ifelse(scen<=8,1,2)), + true.dif.1=ifelse(scen<=4,NA,unique(dat[dat$replication==k,]$dif1)), + true.dif.2=ifelse(scen<=8,NA,unique(dat[dat$replication==k,]$dif2))) + df_res <- rbind(df_res,df_res2) + } + } + return(df_res) +} + + + + + + +results <- c(sapply(1:4,function(x) paste0(x,c('A','B','C','D','E'))),sapply(5:9,function(x) paste0(x,c('A','B','C','D','E','F','G')))) + +results2 <- c(sapply(10:20,function(x) paste0(x,c('A','B','C','D','E','F','G')))) + +results <- c(sapply(c(50,100,200,300),function(x) paste0(results,'_',x))) + +results2 <- c(sapply(c(50,100,200,300),function(x) paste0(results2,'_',x))) + +results <- sort(results) + +results2 <- sort(results2) + +results <- c(results,results2) + +for (r in results) { + cat(paste0(r,"\n")) + cat(paste0("-------------------------------------------","\n")) + write.csv(generate_resali(r,"TT"),paste0("/home/corentin/Documents/These/Recherche/Simulations/Analysis/RESALI/Detection/",r,".csv")) + cat(paste0("-------------------------------------------","\n")) +} + + + + +############################################################################## +#----------------------------------------------------------------------------# +####################### AGGREGATION DIF MATRICES RESALI ###################### +#----------------------------------------------------------------------------# +############################################################################## + +#### Create data.frame + +results <- c(sapply(1:4,function(x) paste0(x,c('A','B','C','D','E'))),sapply(5:9,function(x) paste0(x,c('A','B','C','D','E','F','G')))) + +results2 <- c(sapply(10:20,function(x) paste0(x,c('A','B','C','D','E','F','G')))) + +results <- c(sapply(c(50,100,200,300),function(x) paste0(results,'_',x))) + +results2 <- c(sapply(c(50,100,200,300),function(x) paste0(results2,'_',x))) + +results <- sort(results) + +results2 <- sort(results2) + +results <- c(results,results2) + + +#### Compiler function + +compile_simulation2_resali <- function(scenario) { + name <- as.numeric(gsub("[^0-9.-]", "", substr(scenario,start=0,stop=2))) + if (substr(scenario,start=nchar(scenario)-1,stop=nchar(scenario))=="50" & name>0) { + s <- read_excel(paste0('/home/corentin/Documents/These/Recherche/Simulations/Analysis/resali-DIF/N50/',scenario,'_original.xls')) + } + if (substr(scenario,start=nchar(scenario)-2,stop=nchar(scenario))=="100" & name>0) { + s <- read_excel(paste0('/home/corentin/Documents/These/Recherche/Simulations/Analysis/resali-DIF/N100/',scenario,'_original.xls')) + } + if (substr(scenario,start=nchar(scenario)-2,stop=nchar(scenario))=="200" & name>0) { + s <- read_excel(paste0('/home/corentin/Documents/These/Recherche/Simulations/Analysis/resali-DIF/N200/',scenario,'_original.xls')) + } + if (substr(scenario,start=nchar(scenario)-2,stop=nchar(scenario))=="300" & name>0) { + s <- read_excel(paste0('/home/corentin/Documents/These/Recherche/Simulations/Analysis/resali-DIF/N300/',scenario,'_original.xls')) + } + J <- max(which(sapply(1:7,function(x) paste0('item',x) %in% colnames(s) | paste0('item',x,'_1') %in% colnames(s)))) + M <- 1+sum(sapply(1:3,function(x) paste0('item1_',x) %in% colnames(s) )) + if (M==1) {M <- 2} + nb.dif <- max(which(sapply(1:3,function(x) paste0('dif',x) %in% colnames(s) | paste0('dif',x,'_1') %in% colnames(s)))) + if (J==4) { + if (M==2) { + a <- data.frame(m.item1=mean(s$item1),m.item2=mean(s$item2),m.item3=mean(s$item3),m.item4=mean(s$item4)) + } else { + a <- data.frame(m.item1_1=mean(s$item1_1),m.item1_2=mean(s$item1_2),m.item1_3=mean(s$item1_3), + m.item2_1=mean(s$item2_1),m.item2_2=mean(s$item2_2),m.item2_3=mean(s$item2_3), + m.item3_1=mean(s$item3_1),m.item3_2=mean(s$item3_2),m.item3_3=mean(s$item3_3), + m.item4_1=mean(s$item4_1),m.item4_2=mean(s$item4_2),m.item4_3=mean(s$item4_3) + ) + } + } else { + if (M==2) { + a <- data.frame(m.item1=mean(s$item1),m.item2=mean(s$item2),m.item3=mean(s$item3),m.item4=mean(s$item4), + m.item5=mean(s$item5),m.item6=mean(s$item6),m.item7=mean(s$item7)) + } else { + a <- data.frame(m.item1_1=mean(s$item1_1),m.item1_2=mean(s$item1_2),m.item1_3=mean(s$item1_3), + m.item2_1=mean(s$item2_1),m.item2_2=mean(s$item2_2),m.item2_3=mean(s$item2_3), + m.item3_1=mean(s$item3_1),m.item3_2=mean(s$item3_2),m.item3_3=mean(s$item3_3), + m.item4_1=mean(s$item4_1),m.item4_2=mean(s$item4_2),m.item4_3=mean(s$item4_3), + m.item5_1=mean(s$item5_1),m.item5_2=mean(s$item5_2),m.item5_3=mean(s$item5_3), + m.item6_1=mean(s$item6_1),m.item6_2=mean(s$item6_2),m.item6_3=mean(s$item6_3), + m.item7_1=mean(s$item7_1),m.item7_2=mean(s$item7_2),m.item7_3=mean(s$item7_3) + ) + } + } + N <- ifelse(substr(scenario,start=nchar(scenario)-1,stop=nchar(scenario))=="50","50",substr(scenario,start=nchar(scenario)-2,stop=nchar(scenario))) + zz <- ifelse(N=="50",substr(scenario,start=0,stop=nchar(scenario)-3),substr(scenario,start=0,stop=nchar(scenario)-4)) + eff.size <- unique(res.dat[res.dat$scenario==zz & res.dat$N==N,'eff.size']) + dif.size <- unique(res.dat[res.dat$scenario==zz & res.dat$N==N,'dif.size']) + b <- data.frame(scenario=zz, + scenario.type=substr(zz,start=nchar(zz),stop=nchar(zz)), + N=N, + J=J, + M=M, + eff.size=eff.size, + nb.dif=nb.dif, + dif.size=dif.size + ) + true.value.in.ci <- eff.size <= s$beta+1.96*s$se_beta & eff.size >= s$beta-1.96*s$se_beta + beta.same.sign.truebeta.p <- ifelse(rep(eff.size,nrow(s))==0,NA,(rep(eff.size,nrow(s))/s$beta)>0) + num.reject <- which((s$beta-1.96*s$se_beta)>0 | (s$beta+1.96*s$se_beta)<0) + z <- data.frame(m.beta=mean(s$beta), + se.empirical.beta=sd(s$beta), + se.analytical.beta=mean(s$se_beta), + m.low.ci.beta=mean(s$beta-1.96*s$se_beta), + m.high.ci.beta=mean(s$beta+1.96*s$se_beta), + true.value.in.ci.p=mean(true.value.in.ci), + h0.rejected.p=mean( (s$beta-1.96*s$se_beta)>0 | (s$beta+1.96*s$se_beta)<0 ), + beta.same.sign.truebeta.p=mean(beta.same.sign.truebeta.p), + beta.same.sign.truebeta.signif.p=mean(beta.same.sign.truebeta.p[num.reject]) + ) + d <- cbind(b,a,z) + d$prop. + return(d) +} + + +#### Compiled results + +res.dat.dif.resali <- compile_simulation2_resali('1A_100') + +for (x in results[seq(2,length(results))]) { + y <- compile_simulation2_resali(x) + res.dat.dif.resali <- bind_rows(res.dat.dif.resali,y) +} + +res.dat.dif.resali$bias <- res.dat.dif.resali$eff.size-res.dat.dif.resali$m.beta + + + + ############################################################################## #----------------------------------------------------------------------------# ################################## RASCHPOWER ################################ diff --git a/RProject/resali.R b/RProject/resali.R index 968a53c..1cf0a42 100644 --- a/RProject/resali.R +++ b/RProject/resali.R @@ -15,6 +15,9 @@ resali <- function(df=NULL,items=NULL,group=NULL,verbose=T) { dat <- df dat$score <- rowSums(dat[,items_n]) nqt <- ifelse(length(unique(quantile(dat$score,seq(0,1,0.2))))==6,5,length(unique(quantile(dat$score,seq(0,1,0.2))))-1) + while (length(unique(quantile(dat$score,seq(0,1,1/nqt))))!=nqt+1) { + nqt <- nqt-1 + } dat$score_q5 <- cut(dat$score,unique(quantile(dat$score,seq(0,1,1/nqt))),labels=1:nqt,include.lowest=T) res.anova <- rep(NA,nbitems) pval <- rep(NA,nbitems)

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