Laboratory for Computational and Statistical Learning
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- Massachusetts Institute of Technology, Bldg. 46-5155, 43 Vassar Street, Cambridge, MA
- http://lcsl.mit.edu/
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FALKON_paper
FALKON_paper PublicFALKON implementation used in the experimental section of "FALKON: An Optimal Large Scale Kernel Method"
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NystromCoRe
NystromCoRe PublicRudi, A., Camoriano, R. and Rosasco, L., Less is more: Nyström computational regularization. In Advances in Neural Information Processing Systems, December 2015.
Repositories
- bless Public
Fast algorithm for leverage score sampling, low rank (kernel) matrix factorization and PCA
LCSL/bless’s past year of commit activity - iterreg Public
Iterative regularization solvers for non strongly convex penalties : L1, low rank, etc.
LCSL/iterreg’s past year of commit activity - RegML Public
LCSL/RegML’s past year of commit activity - 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 - 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 - 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 - 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 - 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
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