Unsupervised detection of semantic correlations in big data

Abstract In real-world data, information is stored in extremely large feature vectors. These variables are typically correlated due to complex interactions involving many features simultaneously. Such correlations qualitatively correspond to semantic roles and are naturally recognized by both the hu...

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Bibliographic Details
Main Authors: Santiago Acevedo, Alex Rodriguez, Alessandro Laio
Format: Article
Language:English
Published: Nature Portfolio 2025-05-01
Series:Communications Physics
Online Access:https://doi.org/10.1038/s42005-025-02115-z
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