# [description] List of metrics known to LightGBM. The most up to date list can be found # at https://lightgbm.readthedocs.io/en/latest/Parameters.html#metric-parameters # # [return] A named logical vector, where each key is a metric name and each value is a boolean. # TRUE if higher values of the metric are desirable, FALSE if lower values are desirable. # Note that only the 'main' metrics are stored here, not aliases, since only the 'main' metrics # are returned from the C++ side. For example, if you use `metric = "mse"` in your code, # the metric name `"l2"` will be returned. .METRICS_HIGHER_BETTER <- function() { return( c( "l1" = FALSE , "l2" = FALSE , "mape" = FALSE , "rmse" = FALSE , "quantile" = FALSE , "huber" = FALSE , "fair" = FALSE , "poisson" = FALSE , "gamma" = FALSE , "gamma_deviance" = FALSE , "tweedie" = FALSE , "ndcg" = TRUE , "map" = TRUE , "auc" = TRUE , "average_precision" = TRUE , "binary_logloss" = FALSE , "binary_error" = FALSE , "auc_mu" = TRUE , "multi_logloss" = FALSE , "multi_error" = FALSE , "cross_entropy" = FALSE , "cross_entropy_lambda" = FALSE , "kullback_leibler" = FALSE ) ) }