Reduced Clustering

Python implementation of simultaneous clustering and dimension reduction techniques:

Reduced $k$-means (RKM): De Soete, Geert and Carroll, J. Douglas. 1994. K-means clustering in a low-dimensional Euclidean space.

Factorial $k$-means (FKM): Vichi, Maurizio and Kiers, Henk AL. 2001. Factorial k-means analysis for two-way data.

Regularized Spectral Data Embedding (RSDE): Labiod, Lazhar and Nadif, Mohamed. 2011. Co-clustering for binary and categorical data with maximum modularity.

Semi-NMF-PCA: Kais Allab, Lazhar Labiod, Mohamed Nadif. 2016. A Semi-NMF-PCA Unified Framework for Data Clustering