Naive Bayes Classifiers and One-hot Encoding of Categorical Variables

Christopher K. I. Williams

This paper investigates the consequences of encoding a $K$-valued categorical variable incorrectly as $K$ bits via one-hot encoding, when using a Na\"ıve Bayes classifier. This giv…