Publications

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Preprints

  1. Fast sampling from β-ensembles, ArXiv e-prints, 2020

Journal papers

  1. DPPy: DPP Sampling with Python
    G. Gautier, G. Polito, R. Bardenet, and M. Valko.
    In Journal of Machine Learning Research - Machine Learning Open Source Software (JMLR-MLOSS), 2019.
    Documentation Status Build Status Coverage Status PyPI version

Conference papers

  1. On two ways to use determinantal point processes for Monte Carlo integration
    G. Gautier, R. Bardenet, and M. Valko.
    In Advances in Neural Information Processing Systems (NeurIPS), 2019.
  2. Zonotope Hit-and-run for Efficient Sampling from Projection DPPs
    G. Gautier, R. Bardenet, and M. Valko.
    In International Conference on Machine Learning (ICML), 2017.

Workshop papers

  1. On two ways to use determinantal point processes for Monte Carlo integration, Workshop on Negative Dependence in Machine Learning, International Conference on Machine Learning (ICML). 2019
  2. Les processus ponctuels determinantaux en apprentissage automatique, French Colloquium on Signal and Image Processing (GRETSI). 2019