Quality check of a sample partition using multinomial distribution

arXiv:2404.07778v1 Announce Type: cross
Abstract: In this paper, we advocate a novel measure for the purpose of checking the quality of a cluster partition for a sample into several distinct classes, and thus, determine the unknown value for the true number of clusters prevailing the provided set of data. Our objective leads us to the development of an approach through applying the multinomial distribution to the distances of data members, clustered in a group, from their respective cluster representatives. This …

abstract arxiv check cluster data distribution multinomial novel paper quality sample set stat.ap stat.ml the unknown true type value