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Efficient algorithms for sustainable machine learning

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Publications

Decentralised learning with random features and distributed gradient descent

Author(s): Dominic Richards, Patrick Rebeschini, Lorenzo Rosasco
Published in: Proceedings of Machine Learning Research, 2020
Publisher: JMLR, Inc. and Microtome Publishing

Iterative regularization for convex regularizers

Author(s): Cesare Molinari, Mathurin Massias, Lorenzo Rosasco, Silvia Villa
Published in: Proceedings of Machine Learning Research, 130, 2021, Page(s) 1684-1692
Publisher: JMLR, Inc. and Microtome Publishing

Asymptotics of Ridge(less) Regression under General Source Condition

Author(s): Dominic Richards, Jaouad Mourtada, Lorenzo Rosasco
Published in: Proceedings of Machine Learning Research, 130, 2021, Page(s) 3889-3897
Publisher: JMLR, Inc. and Microtome Publishing

Hyperbolic manifold regression

Author(s): Gian Maria Marconi, Carlo Ciliberto, Lorenzo Rosasco
Published in: Proceedings of Machine Learning Research, 2020
Publisher: JMLR, Inc. and Microtome Publishing

Regularized ERM on random subspaces

Author(s): Andrea Della Vecchia, Jaouad Mourtada, Ernesto De Vito, Lorenzo Rosasco
Published in: Proceedings of Machine Learning Research, 130, 2021, Page(s) 4006-4014
Publisher: JMLR, Inc. and Microtome Publishing

Kernel methods through the roof: Handling billions of points efficiently

Author(s): Giacomo Meanti, Luigi Carratino, Lorenzo Rosasco, Alessandro Rudi
Published in: Advances in Neural Information Processing Systems, 2020
Publisher: Neural information processing systems foundation

Near-linear time gaussian process optimization with adaptive batching and resparsification

Author(s): Daniele Calandriello, Luigi Carratino, Alessandro Lazaric, Michal Valko, Lorenzo Rosasco
Published in: Proceedings of Machine Learning Research, 119, 2020, Page(s) 1295-1305
Publisher: JMLR, Inc. and Microtome Publishing

Anderson acceleration of coordinate descent

Author(s): Quentin Bertrand, Mathurin Massias
Published in: Proceedings of Machine Learning Research, 130, 2021, Page(s) 1288-1296
Publisher: JMLR, Inc. and Microtome Publishing

Construction and Monte Carlo Estimation of Wavelet Frames Generated by a Reproducing Kernel

Author(s): Ernesto De Vito, Zeljko Kereta, Valeriya Naumova, Lorenzo Rosasco, Stefano Vigogna
Published in: Journal of Fourier Analysis and Applications, 27/2, 2021, ISSN 1069-5869
Publisher: Birkhaeuser
DOI: 10.1007/s00041-021-09835-0

Learning to Avoid Obstacles With Minimal Intervention Control

Author(s): Anqing Duan, Raffaello Camoriano, Diego Ferigo, Yanlong Huang, Daniele Calandriello, Lorenzo Rosasco, Daniele Pucci
Published in: Frontiers in Robotics and AI, 7, 2020, ISSN 2296-9144
Publisher: Frontiers Media S.A.
DOI: 10.3389/frobt.2020.00060

Constructing fast approximate eigenspaces with application to the fast graph Fourier transforms

Author(s): Cristian Rusu, Lorenzo Rosasco
Published in: IEEE Transactions on Signal Processing, 2021, Page(s) 1-1, ISSN 1053-587X
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tsp.2021.3107629