Non-negative Matrix Factorisation with Topological Regularisation

Matias de Jong van Lier, Shizuo Kaji, Keunsu Kim

Non-negative matrix factorisation (NMF) learns additive representations from data, but non-negativity alone does not ensure interpretable basis functions. We introduce Top-NMF, whi…