LCSL/GURLS LCSL/GURLS

  • Stars
    star
    63
  • Rank 484,938 (Top 10 %)
  • Language
    C++
  • Created almost 13 years ago
  • Updated over 8 years ago
Twitter logo Share LinkedIn logo Share Facebook logo Share
LCSL/GURLS
github

LCSL

Reviews

There are no reviews yet. Be the first to send feedback to the community and the maintainers!

Repository Details

GURLS: a Least Squares Library for Supervised Learning

More Repositories

1

FALKON_paper

FALKON implementation used in the experimental section of "FALKON: An Optimal Large Scale Kernel Method"
MATLAB
29
star
2

bless

Fast algorithm for leverage score sampling, low rank (kernel) matrix factorization and PCA
Python
15
star
3

RegML

MATLAB
12
star
4

NystromCoRe

Rudi, A., Camoriano, R. and Rosasco, L., Less is more: Nyström computational regularization. In Advances in Neural Information Processing Systems, December 2015.
MATLAB
12
star
5

dpp-vfx

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
10
star
6

iterreg

Iterative regularization solvers for non strongly convex penalties : L1, low rank, etc.
Python
6
star
7

incremental_multiclass_RLSC

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
6
star
8

NYTRO

Camoriano, R.^, Angles, T.^, Rudi, A. and Rosasco, L., Nytro: When subsampling meets early stopping. In Artificial Intelligence and Statistics, May 2016.
MATLAB
4
star
9

MultiplePassesSGM

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
2
star
10

rff-hgp

Random feature approximation of heteroscedastic Gaussian processes (CoRL 2023).
Python
2
star
11

MLCClabs

2017
HTML
1
star
12

nys-koop-lqr

Nystroem-based Koopman operator regression for linear quadratic control.
MATLAB
1
star