Added option in select_weight
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@ -10,11 +10,12 @@
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#' @param X vector of strings containing the name of confounders to be included in the model
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#' @param X vector of strings containing the name of confounders to be included in the model
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#' @param instr vector of strings containing the name of instrumental variables to be included in the model
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#' @param instr vector of strings containing the name of instrumental variables to be included in the model
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#' @param type.res string containing the type of glm residuals to be used. Default is "deviance"
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#' @param type.res string containing the type of glm residuals to be used. Default is "deviance"
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#' @param std boolean indicating whether residuals should be standardized. Default is TRUE
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#' @return A vector of weights to be included in a PCBSM
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#' @return A vector of weights to be included in a PCBSM
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#' @export
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#' @export
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select_weight <- function(df=NULL,grp=NULL,X=NULL,instr=NULL,type.res="deviance") {
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select_weight <- function(df=NULL,grp=NULL,X=NULL,instr=NULL,type.res="deviance",std=T) {
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formu <- paste0(grp,"~")
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formu <- paste0(grp,"~")
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formu2 <- paste(X,sep="+",collapse="+")
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formu2 <- paste(X,sep="+",collapse="+")
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formu3 <- paste(instr,sep="+",collapse="+")
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formu3 <- paste(instr,sep="+",collapse="+")
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@ -27,5 +28,8 @@ select_weight <- function(df=NULL,grp=NULL,X=NULL,instr=NULL,type.res="deviance"
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formu <- paste(formu,formu2)
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formu <- paste(formu,formu2)
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logit_mod <- glm(formula = formu,data = df,family = binomial(link = "probit"))
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logit_mod <- glm(formula = formu,data = df,family = binomial(link = "probit"))
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res <- residuals(logit_mod,type=type.res)
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res <- residuals(logit_mod,type=type.res)
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if (std) {
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res <- rstandard(logit_mod,type='deviance')
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}
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return(res)
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return(res)
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}
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}
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@ -9,7 +9,8 @@ select_weight(
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grp = NULL,
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grp = NULL,
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X = NULL,
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X = NULL,
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instr = NULL,
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instr = NULL,
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type.res = "deviance"
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type.res = "deviance",
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std = T
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)
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)
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}
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}
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\arguments{
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\arguments{
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@ -22,6 +23,8 @@ select_weight(
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\item{instr}{vector of strings containing the name of instrumental variables to be included in the model}
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\item{instr}{vector of strings containing the name of instrumental variables to be included in the model}
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\item{type.res}{string containing the type of glm residuals to be used. Default is "deviance"}
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\item{type.res}{string containing the type of glm residuals to be used. Default is "deviance"}
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\item{std}{boolean indicating whether residuals should be standardized. Default is TRUE}
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}
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}
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\value{
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\value{
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A vector of weights to be included in a PCBSM
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A vector of weights to be included in a PCBSM
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