Logistic regression with R. Classification is done by projecting data points onto a set of hyperplanes, the distance to which reflects a class membership probability. The multinomial logistic regression is an extension of the logistic regression Chapter ref logistic-regression for multiclass classification tasks. It is moti-vated as an extension of ordinary PCA by means of a matrix factorization, akin to the singular value decomposition, that maximizes the Bernoulli log-likelihood. Both distributions are near identical, but logistic distribution has more area under the tails.
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