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@LCSL Laboratory for Computational and Statistical Learning

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    15 repositories

    • nys-koop-lqr

      Public
      Nystroem-based Koopman operator regression for linear quadratic control.
      MATLAB
      •
      BSD 2-Clause "Simplified" License
      •0•1•0•0•Updated Nov 27, 2024Nov 27, 2024

    • bless

      Public
      Fast algorithm for leverage score sampling, low rank (kernel) matrix factorization and PCA
      Python
      •
      MIT License
      •2•16•1•0•Updated Oct 28, 2023Oct 28, 2023

    • rff-hgp

      Public
      Random feature approximation of heteroscedastic Gaussian processes (CoRL 2023).
      Python
      •
      BSD 2-Clause "Simplified" License
      •0•2•0•0•Updated Oct 11, 2023Oct 11, 2023

    • iterreg

      Public
      Iterative regularization solvers for non strongly convex penalties : L1, low rank, etc.
      Python
      •
      BSD 3-Clause "New" or "Revised" License
      •3•6•0•1•Updated Aug 18, 2023Aug 18, 2023

    • RegML

      Public
      MATLAB
      •26•12•0•0•Updated Jun 24, 2021Jun 24, 2021

    • FALKON_paper

      Public
      FALKON implementation used in the experimental section of "FALKON: An Optimal Large Scale Kernel Method"
      MATLAB
      •7•29•1•0•Updated Oct 15, 2020Oct 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)
      Python
      •3•12•0•0•Updated May 22, 2020May 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.
      MATLAB
      •
      MIT License
      •6•6•1•0•Updated Sep 17, 2019Sep 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.
      MATLAB
      •
      MIT License
      •0•2•0•0•Updated Sep 17, 2019Sep 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.
      MATLAB
      •
      Other
      •1•4•1•0•Updated Sep 17, 2019Sep 17, 2019

    • 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
      •
      BSD 3-Clause "New" or "Revised" License
      •4•12•0•0•Updated Sep 17, 2019Sep 17, 2019

    • MLCC-Labs

      Public
      This repository contains the implementations of the MLCC laboratories in python
      Jupyter Notebook
      •0•0•0•0•Updated Jan 28, 2019Jan 28, 2019

    • MLCClabs

      Public
      2017
      HTML
      •1•1•0•0•Updated Jun 29, 2017Jun 29, 2017

    • GURLS

      Public
      GURLS: a Least Squares Library for Supervised Learning
      C++
      •37•63•7•5•Updated Jun 9, 2016Jun 9, 2016

    • matMTL

      Public
      Multi Task Learning Package for Matlab
      MATLAB
      •
      MIT License
      •13•3•0•0•Updated Aug 28, 2015Aug 28, 2015