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Researcher profile

Stéphan Clémençon

3 papers in the PaperMetrix corpus

Publications

Papers by this author

  1. Survey schemes for stochastic gradient descent with applications to M-estimation

    2015 · arXiv (Cornell University)

    In certain situations that shall be undoubtedly more and more common in the Big Data era, the datasets available are so massive that computing statistics over the full sample is hardly feasible, if not unfeasible. …

  2. Sparse Representation of Multivariate Extremes with Applications to Anomaly Ranking

    2016 · arXiv (Cornell University)

    Extremes play a special role in Anomaly Detection. Beyond inference and simulation purposes, probabilistic tools borrowed from Extreme Value Theory (EVT), such as the angular measure, can also be used to design novel statistical learning …

  3. Beating Monte-Carlo Integration: a Nonparametric Study of Kernel Smoothing Methods

    2018 · HAL (Le Centre pour la Communication Scientifique Directe)

    International audience