2 papers
stat.ML2026
Sparse clustering via the Deterministic Information Bottleneck algorithm
Efthymios Costa, Ioanna Papatsouma, Angelos Markos
Cluster analysis relates to the task of assigning objects into groups which ideally present some desirable characteristics. When a cluster structure is confined to a subset of the…
stat.ME2026
A Deterministic Information Bottleneck Method for Clustering Mixed-Type Data
Efthymios Costa, Ioanna Papatsouma, Angelos Markos
In this paper, we present an information-theoretic method for clustering mixed-type data, that is, data consisting of both continuous and categorical variables. The proposed approa…