fixed typos in R package docs (#4345)
* fixed typos in R package docs * updated verbosity parameter in xgb.train docs
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@@ -81,7 +81,7 @@ xgb.get.handle <- function(object) {
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#' its handle (pointer) to an internal xgboost model would be invalid. The majority of xgboost methods
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#' should still work for such a model object since those methods would be using
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#' \code{xgb.Booster.complete} internally. However, one might find it to be more efficient to call the
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#' \code{xgb.Booster.complete} function explicitely once after loading a model as an R-object.
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#' \code{xgb.Booster.complete} function explicitly once after loading a model as an R-object.
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#' That would prevent further repeated implicit reconstruction of an internal booster model.
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#'
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#' @return
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@@ -162,7 +162,7 @@ xgb.Booster.complete <- function(object, saveraw = TRUE) {
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#'
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#' With \code{predinteraction = TRUE}, SHAP values of contributions of interaction of each pair of features
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#' are computed. Note that this operation might be rather expensive in terms of compute and memory.
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#' Since it quadratically depends on the number of features, it is recommended to perfom selection
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#' Since it quadratically depends on the number of features, it is recommended to perform selection
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#' of the most important features first. See below about the format of the returned results.
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#'
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#' @return
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@@ -190,7 +190,7 @@ xgb.Booster.complete <- function(object, saveraw = TRUE) {
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#'
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#' @seealso
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#' \code{\link{xgb.train}}.
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#'
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#'
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#' @references
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#'
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#' Scott M. Lundberg, Su-In Lee, "A Unified Approach to Interpreting Model Predictions", NIPS Proceedings 2017, \url{https://arxiv.org/abs/1705.07874}
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