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Estimating a monotone density from censored observations.Ann

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stat.ME 1

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2026 1

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A Statistical Framework for Learning Preferences from the Past

stat.ME · 2026-05-11 · unverdicted · novelty 4.0

A non-parametric generalization of an ant colony path selection model, inspired by generalized elephant random walks, is used to estimate preference probabilities via maximum likelihood under a monotonicity constraint, with theoretical guarantees.

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  • A Statistical Framework for Learning Preferences from the Past stat.ME · 2026-05-11 · unverdicted · none · ref 16

    A non-parametric generalization of an ant colony path selection model, inspired by generalized elephant random walks, is used to estimate preference probabilities via maximum likelihood under a monotonicity constraint, with theoretical guarantees.