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The Geometry of Statistical Data and Information: A Large Deviation Perspective

cs.IT · 2025-01-02 · unverdicted · novelty 6.0

Large deviation entropy defines the geometry of empirical data manifolds, breaking spherical geometry for pairwise statistics, and equates information projections from information geometry with those in Kolmogorov probability theory under i.i.d. and Markov assumptions.

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  • The Geometry of Statistical Data and Information: A Large Deviation Perspective cs.IT · 2025-01-02 · unverdicted · none · ref 32

    Large deviation entropy defines the geometry of empirical data manifolds, breaking spherical geometry for pairwise statistics, and equates information projections from information geometry with those in Kolmogorov probability theory under i.i.d. and Markov assumptions.