Lena G. M. Bauer

Details (Don't) Matter: Isolating Cluster Information in Deep Embedded Spaces

Deep clustering techniques combine representation learning with clustering objectives to improve their performance. Among existing deep clustering techniques, autoencoder-based methods are the most prevalent ones. While they achieve promising clustering results, they suffer from an inherent conflict…