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.LG2025

EB-gMCR: Energy-Based Generative Modeling for Signal Unmixing and Multivariate Curve Resolution

Yu-Tang Chang, Shih-Fang Chen

A single measurement of a chemical mixture, a reaction mixture, a natural extract, or a tissue, records the sum of the profiles of the few components it contains, each weighted by…

cs.LG2024★ 1 cited

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

Yu Tang Chang, Shih Fang Chen

Deep learning (DL) models encompass millions or even billions of parameters and learn complex patterns from big data. However, not all data are initially stored in a suitable forma…