List of Publications

Early Drafts/Preprints

  • Improved Estimation of Relaxation Time in Non-reversible Markov Chains,
    (Preprint) G. Wolfer, A. Kontorovich [arXiv]
  • Empirical and Instance-Dependent Estimation of Markov Chain and Mixing Time,
    (Preprint) G. Wolfer [arXiv]
  • Geometric Aspects of Data-Processing of Markov Chains,
    (Preprint) G. Wolfer, S. Watanabe [arXiv]
  • Optimal Quasi-Bayesian Reduced Rank Regression with Incomplete Response,
    (Preprint) T. T. Mai, P. Alquier [arXiv]
  • Concentration and Robustness of Discrepancy-based ABC via Rademacher Complexity,
    (Preprint) S. Legramanti, D. Durante, P. Alquier [arXiv]
  • User-Friendly Introduction to PAC-Bayes Bounds,
    (Preprint) P. Alquier, [ arXiv ]
  • The Bayesian Learning Rule,
    (Preprint) M.E. Khan, H. Rue [ arXiv ]
  • Beyond Target Networks: Improving Deep Q-learning with Functional Regularization,
    (Preprint) A. Piché, J. Marino, G. M. Marconi, C. Pal, M. E. Khan [arXiv]
  • Universal Robust Regression via Maximum Mean Discrepancy,
    (Preprint) P. Alquier, M. Gerber [arXiv]

In press / to appear

  • Estimation of Copulas via Maximum Mean Discrepancy,
    (JASA) P. Alquier, B.-E. Chérief-Abdellatif, A. Derumigny, J.-D. Fermanian [Journal version] [arXiv]

2022

  • Deviation Inequalities for Stochastic Approximation by Averaging,
    (SPA) X. Fan, P. Alquier, P. Doukhan [Published version] [arXiv]
  • Understanding the Population Structure Correction Regression,
    (ICSTA 2022) T. T. Mai, P. Alquier [Published version] [arXiv]
  • Approximate Bayesian Inference: Reprint of the Special Issue Published in Entropy,
    (MDPI Books) P. Alquier (Editor) [Book page]
  • Tight Risk Bound for High Dimensional Time Series Completion,
    (EJS) P. Alquier, N. Marie, A. Rosier [Published version] [arXiv]
  • Finite Sample Properties of Parametric MMD Estimation: Robustness to Misspecification and Dependence,
    (Bernoulli) B.E. Chérief-Abdellatif, P. Alquier [Published version] [arXiv]

2021

2020

2019

2018

2017