multiclass_logloss: Calculate the multiclass logloss

Description Usage Arguments Value

View source: R/accuracy_fncs.R

Description

Calculates the multiclass logloss defined: \frac{1}{N}∑_i^N∑_j^M y_{ij} log(p_ij)

Usage

1
multiclass_logloss(p_mat, class_mat, w_vec = NULL)

Arguments

p_mat

An N x m matrix of predicted probabilities for a multiclass problem. N == number of observations. m = number of classes. It is assumed that the row-sums all == 1

class_mat

An N x m 0,1 integer matrix giving the true classes of the observations. It is assumed that the row-sums all == 1.

w_vec

An optional vector of observation weights. Defaults to NULL ie - equal weights

Value

A numeric scalar


alexWhitworth/glmEnsemble documentation built on Nov. 5, 2021, 6:55 a.m.