most citedDesign of an basis-projected layer for sparse datasets in deep learning training using gc-ms spectra as a case study

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cs.CE2025

SparseEB-gMCR: A Generative Solver for Extreme Sparse Components with Application to Contamination Removal in GC-MS

Yu-Tang Chang, Shih-Fang Chen

Analytical chemistry instruments provide physically meaningful signals for elucidating analyte composition, and those with high mass or spectral resolution generate signals sparse…