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@ -7,8 +7,8 @@ setClass("xgb.Booster")
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#' @param object Object of class "xgb.Boost"
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#' @param object Object of class "xgb.Boost"
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#' @param newdata takes \code{matrix}, \code{dgCMatrix}, local data file or
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#' @param newdata takes \code{matrix}, \code{dgCMatrix}, local data file or
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#' \code{xgb.DMatrix}.
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#' \code{xgb.DMatrix}.
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#' @param missing Missing is only used when input is dense matrix, pick a float
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#' @param missing Missing is only used when input is dense matrix, pick a float
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# value that represents missing value. Sometime a data use 0 or other extreme value to represents missing values.
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#' value that represents missing value. Sometime a data use 0 or other extreme value to represents missing values.
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#' @param outputmargin whether the prediction should be shown in the original
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#' @param outputmargin whether the prediction should be shown in the original
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#' value of sum of functions, when outputmargin=TRUE, the prediction is
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#' value of sum of functions, when outputmargin=TRUE, the prediction is
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#' untransformed margin value. In logistic regression, outputmargin=T will
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#' untransformed margin value. In logistic regression, outputmargin=T will
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@ -6,7 +6,7 @@
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#' indicating the data file.
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#' indicating the data file.
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#' @param info a list of information of the xgb.DMatrix object
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#' @param info a list of information of the xgb.DMatrix object
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#' @param missing Missing is only used when input is dense matrix, pick a float
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#' @param missing Missing is only used when input is dense matrix, pick a float
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# value that represents missing value. Sometime a data use 0 or other extreme value to represents missing values.
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#' value that represents missing value. Sometime a data use 0 or other extreme value to represents missing values.
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#
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#
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#' @param ... other information to pass to \code{info}.
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#' @param ... other information to pass to \code{info}.
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#'
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#'
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@ -32,7 +32,7 @@
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#' @param nfold number of folds used
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#' @param nfold number of folds used
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#' @param label option field, when data is Matrix
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#' @param label option field, when data is Matrix
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#' @param missing Missing is only used when input is dense matrix, pick a float
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#' @param missing Missing is only used when input is dense matrix, pick a float
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# value that represents missing value. Sometime a data use 0 or other extreme value to represents missing values.
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#' value that represents missing value. Sometime a data use 0 or other extreme value to represents missing values.
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#' @param prediction A logical value indicating whether to return the prediction vector.
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#' @param prediction A logical value indicating whether to return the prediction vector.
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#' @param showsd \code{boolean}, whether show standard deviation of cross validation
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#' @param showsd \code{boolean}, whether show standard deviation of cross validation
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#' @param metrics, list of evaluation metrics to be used in corss validation,
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#' @param metrics, list of evaluation metrics to be used in corss validation,
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@ -134,4 +134,4 @@ xgb.cv <- function(params=list(), data, nrounds, nfold, label = NULL, missing =
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# Avoid error messages during CRAN check.
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# Avoid error messages during CRAN check.
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# The reason is that these variables are never declared
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# The reason is that these variables are never declared
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# They are mainly column names inferred by Data.table...
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# They are mainly column names inferred by Data.table...
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globalVariables(".")
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globalVariables(".")
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@ -5,7 +5,7 @@
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#' @param data takes \code{matrix}, \code{dgCMatrix}, local data file or
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#' @param data takes \code{matrix}, \code{dgCMatrix}, local data file or
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#' \code{xgb.DMatrix}.
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#' \code{xgb.DMatrix}.
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#' @param label the response variable. User should not set this field,
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#' @param label the response variable. User should not set this field,
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# if data is local data file or \code{xgb.DMatrix}.
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#' if data is local data file or \code{xgb.DMatrix}.
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#' @param params the list of parameters. Commonly used ones are:
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#' @param params the list of parameters. Commonly used ones are:
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#' \itemize{
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#' \itemize{
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#' \item \code{objective} objective function, common ones are
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#' \item \code{objective} objective function, common ones are
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@ -24,7 +24,8 @@
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#' @param verbose If 0, xgboost will stay silent. If 1, xgboost will print
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#' @param verbose If 0, xgboost will stay silent. If 1, xgboost will print
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#' information of performance. If 2, xgboost will print information of both
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#' information of performance. If 2, xgboost will print information of both
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#' performance and construction progress information
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#' performance and construction progress information
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#' @param missing Missing is only used when input is dense matrix, pick a float value that represents missing value. Sometime a data use 0 or other extreme value to represents missing values.
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#' @param missing Missing is only used when input is dense matrix, pick a float
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#' value that represents missing value. Sometime a data use 0 or other extreme value to represents missing values.
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#' @param ... other parameters to pass to \code{params}.
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#' @param ... other parameters to pass to \code{params}.
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#'
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#'
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#' @details
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#' @details
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@ -13,7 +13,8 @@
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\item{newdata}{takes \code{matrix}, \code{dgCMatrix}, local data file or
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\item{newdata}{takes \code{matrix}, \code{dgCMatrix}, local data file or
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\code{xgb.DMatrix}.}
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\code{xgb.DMatrix}.}
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\item{missing}{Missing is only used when input is dense matrix, pick a float}
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\item{missing}{Missing is only used when input is dense matrix, pick a float
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value that represents missing value. Sometime a data use 0 or other extreme value to represents missing values.}
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\item{outputmargin}{whether the prediction should be shown in the original
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\item{outputmargin}{whether the prediction should be shown in the original
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value of sum of functions, when outputmargin=TRUE, the prediction is
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value of sum of functions, when outputmargin=TRUE, the prediction is
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@ -11,7 +11,8 @@ indicating the data file.}
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\item{info}{a list of information of the xgb.DMatrix object}
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\item{info}{a list of information of the xgb.DMatrix object}
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\item{missing}{Missing is only used when input is dense matrix, pick a float}
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\item{missing}{Missing is only used when input is dense matrix, pick a float
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value that represents missing value. Sometime a data use 0 or other extreme value to represents missing values.}
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\item{...}{other information to pass to \code{info}.}
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\item{...}{other information to pass to \code{info}.}
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}
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}
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@ -31,7 +31,8 @@ xgb.cv(params = list(), data, nrounds, nfold, label = NULL,
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\item{label}{option field, when data is Matrix}
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\item{label}{option field, when data is Matrix}
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\item{missing}{Missing is only used when input is dense matrix, pick a float}
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\item{missing}{Missing is only used when input is dense matrix, pick a float
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value that represents missing value. Sometime a data use 0 or other extreme value to represents missing values.}
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\item{prediction}{A logical value indicating whether to return the prediction vector.}
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\item{prediction}{A logical value indicating whether to return the prediction vector.}
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@ -10,7 +10,8 @@ xgboost(data = NULL, label = NULL, missing = NULL, params = list(),
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\item{data}{takes \code{matrix}, \code{dgCMatrix}, local data file or
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\item{data}{takes \code{matrix}, \code{dgCMatrix}, local data file or
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\code{xgb.DMatrix}.}
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\code{xgb.DMatrix}.}
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\item{label}{the response variable. User should not set this field,}
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\item{label}{the response variable. User should not set this field,
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if data is local data file or \code{xgb.DMatrix}.}
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\item{params}{the list of parameters. Commonly used ones are:
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\item{params}{the list of parameters. Commonly used ones are:
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\itemize{
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\itemize{
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@ -33,7 +34,8 @@ xgboost(data = NULL, label = NULL, missing = NULL, params = list(),
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information of performance. If 2, xgboost will print information of both
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information of performance. If 2, xgboost will print information of both
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performance and construction progress information}
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performance and construction progress information}
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\item{missing}{Missing is only used when input is dense matrix, pick a float value that represents missing value. Sometime a data use 0 or other extreme value to represents missing values.}
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\item{missing}{Missing is only used when input is dense matrix, pick a float
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value that represents missing value. Sometime a data use 0 or other extreme value to represents missing values.}
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\item{...}{other parameters to pass to \code{params}.}
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\item{...}{other parameters to pass to \code{params}.}
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}
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}
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