diff --git a/RProject/Scripts/aggregation.R b/RProject/Scripts/aggregation.R index 857eba7..4bb16b2 100644 --- a/RProject/Scripts/aggregation.R +++ b/RProject/Scripts/aggregation.R @@ -485,11 +485,21 @@ compile_simulation2_rosali <- function(scenario) { 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$se_beta)<0) dif.d <- mean(sapply(1:1000,function(x) any(!is.na(s[x,paste0("dif_",1:unique(b$J),"_1")])))) - if (nb.dif.true==0) { + if (nb.dif.true==0 & unique(b$J)==4) { prop.perfect <- NA flexible.detect <- NA moreflexible.detect <- NA any.detect <- NA + thay.tpr <- NA + thay.fpr <- mean(sapply(1:1000,function(x) sum( !is.na(s[x,paste0("dif_detect_",1:4)]) )/4 )) + } + if (nb.dif.true==0 & unique(b$J)==7) { + prop.perfect <- NA + flexible.detect <- NA + moreflexible.detect <- NA + any.detect <- NA + thay.tpr <- NA + thay.fpr <- mean(sapply(1:1000,function(x) sum( !is.na(s[x,paste0("dif_detect_",1:7)]) )/7 )) } if (nb.dif.true==1 & unique(b$J)==4 & unique(b$M)==4) { perfect.detection <- sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:4)]))==1,s[x,"dif_detect_unif_1"]==1 & s[x,paste0('dif_detect_',which(sapply(paste0("dif_detect_",1:4),function(y) !is.na(s[x,y])))[1])]%in%c(s[x,c("real_dif_1")]) @@ -501,6 +511,8 @@ compile_simulation2_rosali <- function(scenario) { moreflexible.detect <- sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:4)]))!=0,s[x,"real_dif_1"]%in%c(s[x,paste0("dif_detect_",1:4)]),0) ) moreflexible.detect <- mean(moreflexible.detect) any.detect <- moreflexible.detect + thay.tpr <- moreflexible.detect + thay.fpr <- mean(sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:4)]))!=0,sum(unlist(s[x,paste0("dif_detect_",1:4)])!=s[x,"real_dif_1"],na.rm=F)/4,0) )) } if (nb.dif.true==2 & unique(b$J)==4 & unique(b$M)==4) { perfect.detection <- sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:4)]))==2,s[x,"dif_detect_unif_1"]==1 & s[x,"dif_detect_unif_2"]==1 & s[x,paste0('dif_detect_',which(sapply(paste0("dif_detect_",1:4),function(y) !is.na(s[x,y])))[1])]%in%c(s[x,c("real_dif_1","real_dif_2")]) & s[x,paste0('dif_detect_',which(sapply(paste0("dif_detect_",1:4),function(y) !is.na(s[x,y])))[2])]%in%c(s[x,c("real_dif_1","real_dif_2")]) @@ -515,6 +527,9 @@ compile_simulation2_rosali <- function(scenario) { any.detect <- sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:4)]))!=0,s[x,"real_dif_1"]%in%c(s[x,paste0("dif_detect_",1:4)]) | s[x,"real_dif_2"]%in%c(s[x,paste0("dif_detect_",1:4)]),0) ) any.detect <- mean(any.detect) + thay.tpr <- mean(sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:4)]))!=0,sum(unlist(s[x,paste0("dif_detect_",1:4)])%in%c(s[x,"real_dif_1"],s[x,"real_dif_2"]),na.rm=F)/2,0) )) + thay.fpr <- mean(sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:4)]))!=0,sum(!(unlist(s[x,paste0("dif_detect_",1:4)])%in%c(s[x,"real_dif_1"],s[x,"real_dif_2"])),na.rm=F)/4,0) )) + } if (nb.dif.true==2 & unique(b$J)==7 & unique(b$M)==4) { perfect.detection <- sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:7)]))==2,s[x,"dif_detect_unif_1"]==1 & s[x,"dif_detect_unif_2"]==1 & s[x,paste0('dif_detect_',which(sapply(paste0("dif_detect_",1:7),function(y) !is.na(s[x,y])))[1])]%in%c(s[x,c("real_dif_1","real_dif_2")]) & s[x,paste0('dif_detect_',which(sapply(paste0("dif_detect_",1:7),function(y) !is.na(s[x,y])))[2])]%in%c(s[x,c("real_dif_1","real_dif_2")]) @@ -529,6 +544,9 @@ compile_simulation2_rosali <- function(scenario) { any.detect <- sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:7)]))!=0,s[x,"real_dif_1"]%in%c(s[x,paste0("dif_detect_",1:7)]) | s[x,"real_dif_2"]%in%c(s[x,paste0("dif_detect_",1:7)]),0) ) any.detect <- mean(any.detect) + thay.tpr <- mean(sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:7)]))!=0,sum(unlist(s[x,paste0("dif_detect_",1:7)])%in%c(s[x,"real_dif_1"],s[x,"real_dif_2"]),na.rm=F)/2,0) )) + thay.fpr <- mean(sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:7)]))!=0,sum(!(unlist(s[x,paste0("dif_detect_",1:7)])%in%c(s[x,"real_dif_1"],s[x,"real_dif_2"])),na.rm=F)/7,0) )) + } if (nb.dif.true==3 & unique(b$J)==7 & unique(b$M)==4) { perfect.detection <- sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:7)]))==3,s[x,"dif_detect_unif_1"]==1 & s[x,"dif_detect_unif_2"]==1 & s[x,"dif_detect_unif_3"]==1 & s[x,paste0('dif_detect_',which(sapply(paste0("dif_detect_",1:7),function(y) !is.na(s[x,y])))[1])]%in%c(s[x,c("real_dif_1","real_dif_2","real_dif_3")]) & s[x,paste0('dif_detect_',which(sapply(paste0("dif_detect_",1:7),function(y) !is.na(s[x,y])))[2])]%in%c(s[x,c("real_dif_1","real_dif_2","real_dif_3")]) & s[x,paste0('dif_detect_',which(sapply(paste0("dif_detect_",1:7),function(y) !is.na(s[x,y])))[3])]%in%c(s[x,c("real_dif_1","real_dif_2","real_dif_3")]) @@ -543,6 +561,9 @@ compile_simulation2_rosali <- function(scenario) { any.detect <- sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:7)]))!=0,s[x,"real_dif_1"]%in%c(s[x,paste0("dif_detect_",1:7)]) | s[x,"real_dif_2"]%in%c(s[x,paste0("dif_detect_",1:7)]) | s[x,"real_dif_3"]%in%c(s[x,paste0("dif_detect_",1:7)]),0) ) any.detect <- mean(any.detect) + thay.tpr <- mean(sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:7)]))!=0,sum(unlist(s[x,paste0("dif_detect_",1:7)])%in%c(s[x,"real_dif_1"],s[x,"real_dif_2"],s[x,"real_dif_3"]),na.rm=F)/3,0) )) + thay.fpr <- mean(sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:7)]))!=0,sum(!(unlist(s[x,paste0("dif_detect_",1:7)])%in%c(s[x,"real_dif_1"],s[x,"real_dif_2"],s[x,"real_dif_3"])),na.rm=F)/7,0) )) + } if (nb.dif.true==1 & unique(b$J)==4 & unique(b$M)==2) { perfect.detection <- sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:4)]))==1, s[x,paste0('dif_detect_',which(sapply(paste0("dif_detect_",1:4),function(y) !is.na(s[x,y])))[1])]%in%c(s[x,c("real_dif_1")]) @@ -552,6 +573,8 @@ compile_simulation2_rosali <- function(scenario) { moreflexible.detect <- sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:4)]))!=0,s[x,"real_dif_1"]%in%c(s[x,paste0("dif_detect_",1:4)]),0) ) moreflexible.detect <- mean(moreflexible.detect) any.detect <- moreflexible.detect + thay.tpr <- moreflexible.detect + thay.fpr <- mean(sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:4)]))!=0,sum(unlist(s[x,paste0("dif_detect_",1:4)])!=s[x,"real_dif_1"],na.rm=F)/4,0) )) } if (nb.dif.true==2 & unique(b$J)==4 & unique(b$M)==2) { perfect.detection <- sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:4)]))==2,s[x,paste0('dif_detect_',which(sapply(paste0("dif_detect_",1:4),function(y) !is.na(s[x,y])))[1])]%in%c(s[x,c("real_dif_1","real_dif_2")]) & s[x,paste0('dif_detect_',which(sapply(paste0("dif_detect_",1:4),function(y) !is.na(s[x,y])))[2])]%in%c(s[x,c("real_dif_1","real_dif_2")]) @@ -564,6 +587,8 @@ compile_simulation2_rosali <- function(scenario) { any.detect <- sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:4)]))!=0,s[x,"real_dif_1"]%in%c(s[x,paste0("dif_detect_",1:4)]) | s[x,"real_dif_2"]%in%c(s[x,paste0("dif_detect_",1:4)]),0) ) any.detect <- mean(any.detect) + thay.tpr <- mean(sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:4)]))!=0,sum(unlist(s[x,paste0("dif_detect_",1:4)])%in%c(s[x,"real_dif_1"],s[x,"real_dif_2"]),na.rm=F)/2,0) )) + thay.fpr <- mean(sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:4)]))!=0,sum(!(unlist(s[x,paste0("dif_detect_",1:4)])%in%c(s[x,"real_dif_1"],s[x,"real_dif_2"])),na.rm=F)/4,0) )) } if (nb.dif.true==2 & unique(b$J)==7 & unique(b$M)==2) { @@ -577,6 +602,9 @@ compile_simulation2_rosali <- function(scenario) { any.detect <- sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:7)]))!=0,s[x,"real_dif_1"]%in%c(s[x,paste0("dif_detect_",1:7)]) | s[x,"real_dif_2"]%in%c(s[x,paste0("dif_detect_",1:7)]),0) ) any.detect <- mean(any.detect) + thay.tpr <- mean(sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:7)]))!=0,sum(unlist(s[x,paste0("dif_detect_",1:7)])%in%c(s[x,"real_dif_1"],s[x,"real_dif_2"]),na.rm=F)/2,0) )) + thay.fpr <- mean(sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:7)]))!=0,sum(!(unlist(s[x,paste0("dif_detect_",1:7)])%in%c(s[x,"real_dif_1"],s[x,"real_dif_2"])),na.rm=F)/7,0) )) + } if (nb.dif.true==3 & unique(b$J)==7 & unique(b$M)==2) { perfect.detection <- sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:7)]))==3,s[x,paste0('dif_detect_',which(sapply(paste0("dif_detect_",1:7),function(y) !is.na(s[x,y])))[1])]%in%c(s[x,c("real_dif_1","real_dif_2","real_dif_3")]) & s[x,paste0('dif_detect_',which(sapply(paste0("dif_detect_",1:7),function(y) !is.na(s[x,y])))[2])]%in%c(s[x,c("real_dif_1","real_dif_2","real_dif_3")]) & s[x,paste0('dif_detect_',which(sapply(paste0("dif_detect_",1:7),function(y) !is.na(s[x,y])))[3])]%in%c(s[x,c("real_dif_1","real_dif_2","real_dif_3")]) @@ -589,6 +617,9 @@ compile_simulation2_rosali <- function(scenario) { any.detect <- sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:7)]))!=0,s[x,"real_dif_1"]%in%c(s[x,paste0("dif_detect_",1:7)]) | s[x,"real_dif_2"]%in%c(s[x,paste0("dif_detect_",1:7)]) | s[x,"real_dif_3"]%in%c(s[x,paste0("dif_detect_",1:7)]),0) ) any.detect <- mean(any.detect) + thay.tpr <- mean(sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:7)]))!=0,sum(unlist(s[x,paste0("dif_detect_",1:7)])%in%c(s[x,"real_dif_1"],s[x,"real_dif_2"],s[x,"real_dif_3"]),na.rm=F)/3,0) )) + thay.fpr <- mean(sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:7)]))!=0,sum(!(unlist(s[x,paste0("dif_detect_",1:7)])%in%c(s[x,"real_dif_1"],s[x,"real_dif_2"],s[x,"real_dif_3"])),na.rm=F)/7,0) )) + } z <- data.frame(m.beta=mean(s$beta), se.empirical.beta=sd(s$beta), @@ -603,7 +634,9 @@ compile_simulation2_rosali <- function(scenario) { prop.perfect=prop.perfect, flexible.detect=flexible.detect, moreflexible.detect=moreflexible.detect, - any.detect=any.detect + any.detect=any.detect, + thay.tpr=thay.tpr, + thay.fpr=thay.fpr ) d <- cbind(b,a,z) d$prop. @@ -724,11 +757,21 @@ compile_simulation2_resali <- function(scenario) { beta.same.sign.truebeta.p <- ifelse(rep(eff.size,nrow(s))==0,NA,(rep(eff.size,nrow(s))/s$beta)>0) num.reject <- which((s$beta-1.96*s$se_beta)>0 | (s$beta+1.96*s$se_beta)<0) dif.d <- mean(sapply(1:1000,function(x) any(!is.na(s[x,paste0("dif_",1:unique(b$J),"_1")])))) - if (nb.dif.true==0) { + if (nb.dif.true==0 & unique(b$J)==4) { prop.perfect <- NA flexible.detect <- NA moreflexible.detect <- NA any.detect <- NA + thay.tpr <- NA + thay.fpr <- mean(sapply(1:1000,function(x) sum( !is.na(s[x,paste0("dif_detect_",1:4)]) )/4 )) + } + if (nb.dif.true==0 & unique(b$J)==7) { + prop.perfect <- NA + flexible.detect <- NA + moreflexible.detect <- NA + any.detect <- NA + thay.tpr <- NA + thay.fpr <- mean(sapply(1:1000,function(x) sum( !is.na(s[x,paste0("dif_detect_",1:7)]) )/7 )) } if (nb.dif.true==1 & unique(b$J)==4 & unique(b$M)==4) { perfect.detection <- sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:4)]))==1,s[x,"dif_detect_unif_1"]==1 & s[x,paste0('dif_detect_',which(sapply(paste0("dif_detect_",1:4),function(y) !is.na(s[x,y])))[1])]%in%c(s[x,c("real_dif_1")]) @@ -740,6 +783,8 @@ compile_simulation2_resali <- function(scenario) { moreflexible.detect <- sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:4)]))!=0,s[x,"real_dif_1"]%in%c(s[x,paste0("dif_detect_",1:4)]),0) ) moreflexible.detect <- mean(moreflexible.detect) any.detect <- moreflexible.detect + thay.tpr <- moreflexible.detect + thay.fpr <- mean(sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:4)]))!=0,sum(unlist(s[x,paste0("dif_detect_",1:4)])!=s[x,"real_dif_1"],na.rm=F)/4,0) )) } if (nb.dif.true==2 & unique(b$J)==4 & unique(b$M)==4) { perfect.detection <- sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:4)]))==2,s[x,"dif_detect_unif_1"]==1 & s[x,"dif_detect_unif_2"]==1 & s[x,paste0('dif_detect_',which(sapply(paste0("dif_detect_",1:4),function(y) !is.na(s[x,y])))[1])]%in%c(s[x,c("real_dif_1","real_dif_2")]) & s[x,paste0('dif_detect_',which(sapply(paste0("dif_detect_",1:4),function(y) !is.na(s[x,y])))[2])]%in%c(s[x,c("real_dif_1","real_dif_2")]) @@ -754,6 +799,9 @@ compile_simulation2_resali <- function(scenario) { any.detect <- sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:4)]))!=0,s[x,"real_dif_1"]%in%c(s[x,paste0("dif_detect_",1:4)]) | s[x,"real_dif_2"]%in%c(s[x,paste0("dif_detect_",1:4)]),0) ) any.detect <- mean(any.detect) + thay.tpr <- mean(sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:4)]))!=0,sum(unlist(s[x,paste0("dif_detect_",1:4)])%in%c(s[x,"real_dif_1"],s[x,"real_dif_2"]),na.rm=F)/2,0) )) + thay.fpr <- mean(sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:4)]))!=0,sum(!(unlist(s[x,paste0("dif_detect_",1:4)])%in%c(s[x,"real_dif_1"],s[x,"real_dif_2"])),na.rm=F)/4,0) )) + } if (nb.dif.true==2 & unique(b$J)==7 & unique(b$M)==4) { perfect.detection <- sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:7)]))==2,s[x,"dif_detect_unif_1"]==1 & s[x,"dif_detect_unif_2"]==1 & s[x,paste0('dif_detect_',which(sapply(paste0("dif_detect_",1:7),function(y) !is.na(s[x,y])))[1])]%in%c(s[x,c("real_dif_1","real_dif_2")]) & s[x,paste0('dif_detect_',which(sapply(paste0("dif_detect_",1:7),function(y) !is.na(s[x,y])))[2])]%in%c(s[x,c("real_dif_1","real_dif_2")]) @@ -768,6 +816,9 @@ compile_simulation2_resali <- function(scenario) { any.detect <- sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:7)]))!=0,s[x,"real_dif_1"]%in%c(s[x,paste0("dif_detect_",1:7)]) | s[x,"real_dif_2"]%in%c(s[x,paste0("dif_detect_",1:7)]),0) ) any.detect <- mean(any.detect) + thay.tpr <- mean(sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:7)]))!=0,sum(unlist(s[x,paste0("dif_detect_",1:7)])%in%c(s[x,"real_dif_1"],s[x,"real_dif_2"]),na.rm=F)/2,0) )) + thay.fpr <- mean(sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:7)]))!=0,sum(!(unlist(s[x,paste0("dif_detect_",1:7)])%in%c(s[x,"real_dif_1"],s[x,"real_dif_2"])),na.rm=F)/7,0) )) + } if (nb.dif.true==3 & unique(b$J)==7 & unique(b$M)==4) { perfect.detection <- sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:7)]))==3,s[x,"dif_detect_unif_1"]==1 & s[x,"dif_detect_unif_2"]==1 & s[x,"dif_detect_unif_3"]==1 & s[x,paste0('dif_detect_',which(sapply(paste0("dif_detect_",1:7),function(y) !is.na(s[x,y])))[1])]%in%c(s[x,c("real_dif_1","real_dif_2","real_dif_3")]) & s[x,paste0('dif_detect_',which(sapply(paste0("dif_detect_",1:7),function(y) !is.na(s[x,y])))[2])]%in%c(s[x,c("real_dif_1","real_dif_2","real_dif_3")]) & s[x,paste0('dif_detect_',which(sapply(paste0("dif_detect_",1:7),function(y) !is.na(s[x,y])))[3])]%in%c(s[x,c("real_dif_1","real_dif_2","real_dif_3")]) @@ -782,6 +833,9 @@ compile_simulation2_resali <- function(scenario) { any.detect <- sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:7)]))!=0,s[x,"real_dif_1"]%in%c(s[x,paste0("dif_detect_",1:7)]) | s[x,"real_dif_2"]%in%c(s[x,paste0("dif_detect_",1:7)]) | s[x,"real_dif_3"]%in%c(s[x,paste0("dif_detect_",1:7)]),0) ) any.detect <- mean(any.detect) + thay.tpr <- mean(sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:7)]))!=0,sum(unlist(s[x,paste0("dif_detect_",1:7)])%in%c(s[x,"real_dif_1"],s[x,"real_dif_2"],s[x,"real_dif_3"]),na.rm=F)/3,0) )) + thay.fpr <- mean(sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:7)]))!=0,sum(!(unlist(s[x,paste0("dif_detect_",1:7)])%in%c(s[x,"real_dif_1"],s[x,"real_dif_2"],s[x,"real_dif_3"])),na.rm=F)/7,0) )) + } if (nb.dif.true==1 & unique(b$J)==4 & unique(b$M)==2) { perfect.detection <- sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:4)]))==1, s[x,paste0('dif_detect_',which(sapply(paste0("dif_detect_",1:4),function(y) !is.na(s[x,y])))[1])]%in%c(s[x,c("real_dif_1")]) @@ -791,6 +845,8 @@ compile_simulation2_resali <- function(scenario) { moreflexible.detect <- sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:4)]))!=0,s[x,"real_dif_1"]%in%c(s[x,paste0("dif_detect_",1:4)]),0) ) moreflexible.detect <- mean(moreflexible.detect) any.detect <- moreflexible.detect + thay.tpr <- moreflexible.detect + thay.fpr <- mean(sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:4)]))!=0,sum(unlist(s[x,paste0("dif_detect_",1:4)])!=s[x,"real_dif_1"],na.rm=F)/4,0) )) } if (nb.dif.true==2 & unique(b$J)==4 & unique(b$M)==2) { perfect.detection <- sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:4)]))==2,s[x,paste0('dif_detect_',which(sapply(paste0("dif_detect_",1:4),function(y) !is.na(s[x,y])))[1])]%in%c(s[x,c("real_dif_1","real_dif_2")]) & s[x,paste0('dif_detect_',which(sapply(paste0("dif_detect_",1:4),function(y) !is.na(s[x,y])))[2])]%in%c(s[x,c("real_dif_1","real_dif_2")]) @@ -803,6 +859,8 @@ compile_simulation2_resali <- function(scenario) { any.detect <- sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:4)]))!=0,s[x,"real_dif_1"]%in%c(s[x,paste0("dif_detect_",1:4)]) | s[x,"real_dif_2"]%in%c(s[x,paste0("dif_detect_",1:4)]),0) ) any.detect <- mean(any.detect) + thay.tpr <- mean(sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:4)]))!=0,sum(unlist(s[x,paste0("dif_detect_",1:4)])%in%c(s[x,"real_dif_1"],s[x,"real_dif_2"]),na.rm=F)/2,0) )) + thay.fpr <- mean(sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:4)]))!=0,sum(!(unlist(s[x,paste0("dif_detect_",1:4)])%in%c(s[x,"real_dif_1"],s[x,"real_dif_2"])),na.rm=F)/4,0) )) } if (nb.dif.true==2 & unique(b$J)==7 & unique(b$M)==2) { @@ -816,6 +874,9 @@ compile_simulation2_resali <- function(scenario) { any.detect <- sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:7)]))!=0,s[x,"real_dif_1"]%in%c(s[x,paste0("dif_detect_",1:7)]) | s[x,"real_dif_2"]%in%c(s[x,paste0("dif_detect_",1:7)]),0) ) any.detect <- mean(any.detect) + thay.tpr <- mean(sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:7)]))!=0,sum(unlist(s[x,paste0("dif_detect_",1:7)])%in%c(s[x,"real_dif_1"],s[x,"real_dif_2"]),na.rm=F)/2,0) )) + thay.fpr <- mean(sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:7)]))!=0,sum(!(unlist(s[x,paste0("dif_detect_",1:7)])%in%c(s[x,"real_dif_1"],s[x,"real_dif_2"])),na.rm=F)/7,0) )) + } if (nb.dif.true==3 & unique(b$J)==7 & unique(b$M)==2) { perfect.detection <- sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:7)]))==3,s[x,paste0('dif_detect_',which(sapply(paste0("dif_detect_",1:7),function(y) !is.na(s[x,y])))[1])]%in%c(s[x,c("real_dif_1","real_dif_2","real_dif_3")]) & s[x,paste0('dif_detect_',which(sapply(paste0("dif_detect_",1:7),function(y) !is.na(s[x,y])))[2])]%in%c(s[x,c("real_dif_1","real_dif_2","real_dif_3")]) & s[x,paste0('dif_detect_',which(sapply(paste0("dif_detect_",1:7),function(y) !is.na(s[x,y])))[3])]%in%c(s[x,c("real_dif_1","real_dif_2","real_dif_3")]) @@ -828,6 +889,9 @@ compile_simulation2_resali <- function(scenario) { any.detect <- sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:7)]))!=0,s[x,"real_dif_1"]%in%c(s[x,paste0("dif_detect_",1:7)]) | s[x,"real_dif_2"]%in%c(s[x,paste0("dif_detect_",1:7)]) | s[x,"real_dif_3"]%in%c(s[x,paste0("dif_detect_",1:7)]),0) ) any.detect <- mean(any.detect) + thay.tpr <- mean(sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:7)]))!=0,sum(unlist(s[x,paste0("dif_detect_",1:7)])%in%c(s[x,"real_dif_1"],s[x,"real_dif_2"],s[x,"real_dif_3"]),na.rm=F)/3,0) )) + thay.fpr <- mean(sapply(1:1000,function(x) ifelse(sum(!is.na(s[x,paste0("dif_detect_",1:7)]))!=0,sum(!(unlist(s[x,paste0("dif_detect_",1:7)])%in%c(s[x,"real_dif_1"],s[x,"real_dif_2"],s[x,"real_dif_3"])),na.rm=F)/7,0) )) + } z <- data.frame(m.beta=mean(s$beta), se.empirical.beta=sd(s$beta), @@ -862,32 +926,6 @@ for (x in results[seq(2,length(results))]) { res.dat.dif.resali$bias <- res.dat.dif.resali$eff.size-res.dat.dif.resali$m.beta -############################################################################## -#----------------------------------------------------------------------------# -######################### AGGREGATION OF ALL METHODS ######################### -#----------------------------------------------------------------------------# -############################################################################## - -# Items dichotomiques - -res.dat$method <- "NONE" -res.dat.dif$method <- "PERFECT" -res.dat.dif.rosali$method <- "ROSALI" -res.dat.dif.resali$method <- "RESIDUS" - -res.dat.dicho <- res.dat[res.dat$M==2,] -res.dat.dicho <- rbind(res.dat.dicho,res.dat.dif[res.dat.dif$M==2,]) -res.dat.dicho <- rbind.fill(res.dat.dicho,res.dat.dif.rosali[res.dat.dif.rosali$M==2,]) -res.dat.dicho <- rbind(res.dat.dicho,res.dat.dif.rosali[res.dat.dif.resali$M==2,]) - -# Items polytomiques - -res.dat.poly <- res.dat[res.dat$M==4,] -res.dat.poly <- rbind(res.dat.poly,res.dat.dif[res.dat.dif$M==4,]) -res.dat.poly <- rbind.fill(res.dat.poly,res.dat.dif.rosali[res.dat.dif.rosali$M==4,]) -res.dat.poly <- rbind(res.dat.poly,res.dat.dif.rosali[res.dat.dif.resali$M==4,]) - - ############################################################################## #----------------------------------------------------------------------------# @@ -1139,4 +1177,42 @@ res.dat[res.dat$scenario %in% paste0(4,'E') & res.dat$N==50,]$theoretical.power ### DIF scenarios -res.dat.dif$theoretical.power <- res.dat[81:nrow(res.dat),]$theoretical.power \ No newline at end of file +res.dat.dif$theoretical.power <- res.dat[81:nrow(res.dat),]$theoretical.power +res.dat.dif.rosali$theoretical.power <- res.dat$theoretical.power +res.dat.dif.resali$theoretical.power <- res.dat$theoretical.power + + +############################################################################## +#----------------------------------------------------------------------------# +######################### AGGREGATION OF ALL METHODS ######################### +#----------------------------------------------------------------------------# +############################################################################## + + + +# Correction of N=50 scenarios + +res.dat[res.dat$N==50,]$dif.size <- sapply(which(res.dat$N==50),function(k) res.dat[k-1,]$dif.size) +res.dat.dif[res.dat.dif$N==50,]$dif.size <- sapply(which(res.dat.dif$N==50),function(k) res.dat.dif[k-1,]$dif.size) +res.dat.dif.rosali[res.dat.dif.rosali$N==50,]$dif.size <- sapply(which(res.dat.dif.rosali$N==50),function(k) res.dat.dif.rosali[k-1,]$dif.size) +res.dat.dif.resali[res.dat.dif.resali$N==50,]$dif.size <- sapply(which(res.dat.dif.resali$N==50),function(k) res.dat.dif.resali[k-1,]$dif.size) + + +# Items dichotomiques + +res.dat$method <- "NONE" +res.dat.dif$method <- "PERFECT" +res.dat.dif.rosali$method <- "ROSALI" +res.dat.dif.resali$method <- "RESIDUS" + +res.dat.dicho <- res.dat[res.dat$M==2,] +res.dat.dicho <- rbind(res.dat.dicho,res.dat.dif[res.dat.dif$M==2,]) +res.dat.dicho <- rbind.fill(res.dat.dicho,res.dat.dif.rosali[res.dat.dif.rosali$M==2,]) +res.dat.dicho <- rbind(res.dat.dicho,res.dat.dif.rosali[res.dat.dif.resali$M==2,]) + +# Items polytomiques + +res.dat.poly <- res.dat[res.dat$M==4,] +res.dat.poly <- rbind(res.dat.poly,res.dat.dif[res.dat.dif$M==4,]) +res.dat.poly <- rbind.fill(res.dat.poly,res.dat.dif.rosali[res.dat.dif.rosali$M==4,]) +res.dat.poly <- rbind(res.dat.poly,res.dat.dif.rosali[res.dat.dif.resali$M==4,]) diff --git a/RProject/shinyapps/results-dashboard/app.R b/RProject/shinyapps/results-dashboard/app.R index ceebfb9..711c7ad 100644 --- a/RProject/shinyapps/results-dashboard/app.R +++ b/RProject/shinyapps/results-dashboard/app.R @@ -199,25 +199,25 @@ server <- function(input, output) { df_res_r <- reactive({ rs <- df_res() if(input$typeres=="None") { - rs <- rs[,c('scenario','N','J','M','eff.size',"nb.dif","dif.size","m.beta","se.empirical.beta","se.analytical.beta", + rs <- rs[,c('scenario','N','J','M','eff.size',"nb.dif","dif.size","theoretical.power","m.beta","se.empirical.beta","se.analytical.beta", "m.low.ci.beta","m.high.ci.beta","true.value.in.ci.p","h0.rejected.p","beta.same.sign.truebeta.p", "beta.same.sign.truebeta.signif.p","bias")] rs <- dplyr::mutate_if(rs,is.numeric,round,3) rs <- dplyr::mutate_all(rs,as.character) } if(input$typeres=="Perfect") { - rs <- rs[,c('scenario','N','J','M','eff.size',"nb.dif","dif.size","m.beta","se.empirical.beta","se.analytical.beta", + rs <- rs[,c('scenario','N','J','M','eff.size',"nb.dif","dif.size","theoretical.power","m.beta","se.empirical.beta","se.analytical.beta", "m.low.ci.beta","m.high.ci.beta","true.value.in.ci.p","h0.rejected.p","beta.same.sign.truebeta.p", "beta.same.sign.truebeta.signif.p","bias")] rs <- dplyr::mutate_if(rs,is.numeric,round,3) rs <- dplyr::mutate_all(rs,as.character) } if(input$typeres=="ROSALI") { - rs <- rs[,c('scenario','N','J','M','eff.size',"nb.dif","dif.size","m.beta","se.empirical.beta","se.analytical.beta", + rs <- rs[,c('scenario','N','J','M','eff.size',"nb.dif","dif.size","theoretical.power","m.beta","se.empirical.beta","se.analytical.beta", "m.low.ci.beta","m.high.ci.beta","true.value.in.ci.p","h0.rejected.p","beta.same.sign.truebeta.p", "beta.same.sign.truebeta.signif.p","bias","dif.detected","prop.perfect","flexible.detect","moreflexible.detect","any.detect")] if (input$causal) { - rs <- rs[,c('scenario','N','J','M','eff.size',"nb.dif","dif.size","m.beta","se.empirical.beta","se.analytical.beta", + rs <- rs[,c('scenario','N','J','M','eff.size',"nb.dif","dif.size","theoretical.power","m.beta","se.empirical.beta","se.analytical.beta", "m.low.ci.beta","m.high.ci.beta","true.value.in.ci.p","h0.rejected.p","beta.same.sign.truebeta.p", "beta.same.sign.truebeta.signif.p","bias")] } @@ -232,11 +232,11 @@ server <- function(input, output) { rs <- dplyr::mutate_all(rs,as.character) } if(input$typeres=="Residuals") { - rs <- rs[,c('scenario','N','J','M','eff.size',"nb.dif","dif.size","m.beta","se.empirical.beta","se.analytical.beta", + rs <- rs[,c('scenario','N','J','M','eff.size',"nb.dif","dif.size","theoretical.power","m.beta","se.empirical.beta","se.analytical.beta", "m.low.ci.beta","m.high.ci.beta","true.value.in.ci.p","h0.rejected.p","beta.same.sign.truebeta.p", "beta.same.sign.truebeta.signif.p","bias","dif.detected","prop.perfect","flexible.detect","moreflexible.detect","any.detect")] if (input$causal) { - rs <- rs[,c('scenario','N','J','M','eff.size',"nb.dif","dif.size","m.beta","se.empirical.beta","se.analytical.beta", + rs <- rs[,c('scenario','N','J','M','eff.size',"nb.dif","dif.size","theoretical.power","m.beta","se.empirical.beta","se.analytical.beta", "m.low.ci.beta","m.high.ci.beta","true.value.in.ci.p","h0.rejected.p","beta.same.sign.truebeta.p", "beta.same.sign.truebeta.signif.p","bias")] } diff --git a/RProject/shinyapps/results-dashboard/res_dat.csv b/RProject/shinyapps/results-dashboard/res_dat.csv index 12cb8b3..509c182 100644 --- a/RProject/shinyapps/results-dashboard/res_dat.csv +++ b/RProject/shinyapps/results-dashboard/res_dat.csv @@ -1,529 +1,529 @@ -"","scenario","scenario.type","N","J","M","eff.size","nb.dif","dif.size","m.item1","m.item2","m.item3","m.item4","m.beta","se.empirical.beta","se.analytical.beta","m.low.ci.beta","m.high.ci.beta","true.value.in.ci.p","h0.rejected.p","beta.same.sign.truebeta.p","beta.same.sign.truebeta.signif.p","m.item1_1","m.item1_2","m.item1_3","m.item2_1","m.item2_2","m.item2_3","m.item3_1","m.item3_2","m.item3_3","m.item4_1","m.item4_2","m.item4_3","m.item5","m.item6","m.item7","m.item5_1","m.item5_2","m.item5_3","m.item6_1","m.item6_2","m.item6_3","m.item7_1","m.item7_2","m.item7_3","bias" 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