dc.contributor.author | Gratton, Cristiano | |
dc.contributor.author | Kumar Dasanadoddi Venkategowda, Naveen | |
dc.contributor.author | Arablouei, Reza | |
dc.contributor.author | Werner, Stefan | |
dc.date.accessioned | 2022-03-28T13:10:44Z | |
dc.date.available | 2022-03-28T13:10:44Z | |
dc.date.created | 2022-01-10T13:13:34Z | |
dc.date.issued | 2021 | |
dc.identifier.isbn | 978-9-0827-9706-0 | |
dc.identifier.uri | https://hdl.handle.net/11250/2988076 | |
dc.description.abstract | We develop a new algorithm for distributed learning with non-smooth regularizers and feature partitioning. To this end, we transform the underlying optimization problem into a suitable dual form and solve it using the alternating direction method of multipliers. The proposed algorithm is fully-distributed and does not require the conjugate function of any non-smooth regularizer function, which may be unfeasible or computationally inefficient to acquire. Numerical experiments demonstrate the effectiveness of the proposed algorithm. | en_US |
dc.language.iso | eng | en_US |
dc.publisher | Institute of Electrical and Electronics Engineers (IEEE) | en_US |
dc.relation.ispartof | 2021 29th European Signal Processing Conference (EUSIPCO) | |
dc.title | Distributed Learning over Networks with Non-Smooth Regularizers and Feature Partitioning | en_US |
dc.type | Chapter | en_US |
dc.description.version | acceptedVersion | en_US |
dc.rights.holder | © IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. | en_US |
dc.identifier.doi | 10.23919/EUSIPCO54536.2021.9616045 | |
dc.identifier.cristin | 1977528 | |
dc.relation.project | Norges forskningsråd: 274717 | en_US |
cristin.ispublished | true | |
cristin.fulltext | postprint | |
cristin.qualitycode | 1 | |