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Laboratory for Computational and Statistical Learning

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  1. GURLS GURLS Public

    GURLS: a Least Squares Library for Supervised Learning

    C++ 63 37

  2. FALKON_paper FALKON_paper Public

    FALKON implementation used in the experimental section of "FALKON: An Optimal Large Scale Kernel Method"

    MATLAB 29 7

  3. bless bless Public

    Fast algorithm for leverage score sampling, low rank (kernel) matrix factorization and PCA

    Python 15 2

  4. NystromCoRe NystromCoRe Public

    Rudi, A., Camoriano, R. and Rosasco, L., Less is more: Nyström computational regularization. In Advances in Neural Information Processing Systems, December 2015.

    MATLAB 12 4

  5. dpp-vfx dpp-vfx Public

    Experiments for the first very fast and exact DPP sampler (Dereziński M, Calandriello D, Valko M. Exact sampling of determinantal point processes with sublinear time preprocessing. NeurIPS 2019)

    Python 12 3

  6. RegML RegML Public

    MATLAB 12 26

Repositories

Showing 10 of 15 repositories
  • nys-koop-lqr Public

    Nystroem-based Koopman operator regression for linear quadratic control.

    LCSL/nys-koop-lqr’s past year of commit activity
    MATLAB 1 BSD-2-Clause 0 0 0 Updated Nov 27, 2024
  • bless Public

    Fast algorithm for leverage score sampling, low rank (kernel) matrix factorization and PCA

    LCSL/bless’s past year of commit activity
    Python 15 MIT 2 1 0 Updated Oct 28, 2023
  • rff-hgp Public

    Random feature approximation of heteroscedastic Gaussian processes (CoRL 2023).

    LCSL/rff-hgp’s past year of commit activity
    Python 2 BSD-2-Clause 0 0 0 Updated Oct 11, 2023
  • iterreg Public

    Iterative regularization solvers for non strongly convex penalties : L1, low rank, etc.

    LCSL/iterreg’s past year of commit activity
    Python 6 BSD-3-Clause 3 0 1 Updated Aug 18, 2023
  • RegML Public
    LCSL/RegML’s past year of commit activity
    MATLAB 12 26 0 0 Updated Jun 24, 2021
  • FALKON_paper Public

    FALKON implementation used in the experimental section of "FALKON: An Optimal Large Scale Kernel Method"

    LCSL/FALKON_paper’s past year of commit activity
    MATLAB 29 7 1 0 Updated Oct 15, 2020
  • dpp-vfx Public

    Experiments for the first very fast and exact DPP sampler (Dereziński M, Calandriello D, Valko M. Exact sampling of determinantal point processes with sublinear time preprocessing. NeurIPS 2019)

    LCSL/dpp-vfx’s past year of commit activity
    Python 12 3 0 0 Updated May 22, 2020
  • incremental_multiclass_RLSC Public

    Camoriano, R.^, Pasquale, G.^, Ciliberto, C., Natale, L., Rosasco, L. and Metta, G., Incremental robot learning of new objects with fixed update time. In IEEE International Conference on Robotics and Automation (ICRA), May 2017.

    LCSL/incremental_multiclass_RLSC’s past year of commit activity
    MATLAB 6 MIT 6 1 0 Updated Sep 17, 2019
  • MultiplePassesSGM Public

    Lin, J., Camoriano, R. and Rosasco, L., Generalization properties and implicit regularization for multiple passes SGM. In International Conference on Machine Learning, June 2016.

    LCSL/MultiplePassesSGM’s past year of commit activity
    MATLAB 2 MIT 0 0 0 Updated Sep 17, 2019
  • NYTRO Public

    Camoriano, R.^, Angles, T.^, Rudi, A. and Rosasco, L., Nytro: When subsampling meets early stopping. In Artificial Intelligence and Statistics, May 2016.

    LCSL/NYTRO’s past year of commit activity
    MATLAB 4 1 1 0 Updated Sep 17, 2019
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