Geochemical-process extraction and interpretation using matrix factorization: a framework for verifying effectiveness through forward modeling and inversion analysis

Matrix factorization techniques, such as principal component analysis (PCA) and independent component analysis (ICA), are widely used to extract geological processes from geochemical data. However, their effectiveness in accurately identifying geological processes remains uncertain due to the heuris...

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Bibliographic Details
Main Authors: Tatsu Kuwatani, Shotaro Akaho, Kengo Nakamura, Takeshi Komai
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-04-01
Series:Frontiers in Earth Science
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Online Access:https://www.frontiersin.org/articles/10.3389/feart.2025.1559321/full
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