most citedSeNMFk-SPLIT: Large Corpora Topic Modeling by Semantic Non-negative Matrix Factorization with Automatic Model Selection

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cs.DC2024

Binary Bleed: Fast Distributed and Parallel Method for Automatic Model Selection

Ryan Barron, Maksim E. Eren, Manish Bhattarai +3

In several Machine Learning (ML) clustering and dimensionality reduction approaches, such as non-negative matrix factorization (NMF), RESCAL, and K-Means clustering, users must sel…

cs.DC2022

Distributed Out-of-Memory SVD on CPU/GPU Architectures

Ismael Boureima, Manish Bhattarai, Maksim E. Eren +3

We propose an efficient, distributed, out-of-memory implementation of the truncated singular value decomposition (t-SVD) for heterogeneous (CPU+GPU) high performance computing (HPC…