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New statistical depth measure introduced for Hadamard manifolds

Researchers have introduced a novel concept called horospherical depth, designed for statistical analysis on Hadamard manifolds. This new depth measure is intrinsically defined and is related to the Busemann median, which represents the set of points maximizing this depth. The method leverages Busemann functions and horoballs, offering an alternative to traditional linearization techniques and proving useful for various probability measures on these complex geometric spaces. AI

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RANK_REASON This is an academic paper introducing a new statistical concept on Hadamard manifolds.

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New statistical depth measure introduced for Hadamard manifolds

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  1. arXiv stat.ML TIER_1 · Cyrus Mostajeran ·

    Horospherical Depth and Busemann Median on Hadamard Manifolds

    \We introduce the horospherical depth, an intrinsic notion of statistical depth on Hadamard manifolds, and define the Busemann median as the set of its maximizers. The construction exploits the fact that the linear functionals appearing in Tukey's half-space depth are themselves …