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Bayesian Quadrature Survey Published on arXiv

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A comprehensive survey on Bayesian quadrature, a probabilistic method for estimating intractable integrals, has been published on arXiv. The paper, authored by Toni Karvonen, aims to fill a gap in the literature by providing a systematic treatment of the subject. It covers the mathematical foundations, a taxonomy of methods based on modeling, inference, and sampling, theoretical guarantees, and a comparative numerical study. The survey also addresses practical challenges and limitations, accompanied by an extensive bibliography. AI

RANK_REASON The item is a survey paper published on arXiv, detailing a specific mathematical method. [lever_c_demoted from research: ic=1 ai=0.4]

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Bayesian Quadrature Survey Published on arXiv

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The item is a survey paper published on arXiv, detailing a specific mathematical method. [lever_c_demoted from research: ic=1 ai=0.4]
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COVERAGE [1]

  1. arXiv stat.ML TIER_1 Bahasa(ID) · Maren Mahsereci, Toni Karvonen ·

    Bayesian Quadrature

    arXiv:2602.16218v2 Announce Type: replace-cross Abstract: Bayesian quadrature is a probabilistic, model-based approach to numerical integration, the estimation of intractable integrals, or expectations. Although Bayesian quadrature was popularised already in the 1980s, no systema…

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