Laboratory for Computational and Statistical Learning
- 6 followers
- 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
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- iterreg Public
Iterative regularization solvers for non strongly convex penalties : L1, low rank, etc.
- RegML Public
- FALKON_paper Public
FALKON implementation used in the experimental section of "FALKON: An Optimal Large Scale Kernel Method"
- 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)
- 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.
- 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.
- NYTRO Public
Camoriano, R.^, Angles, T.^, Rudi, A. and Rosasco, L., Nytro: When subsampling meets early stopping. In Artificial Intelligence and Statistics, May 2016.
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