| dc.contributor.author | Gratton, Cristiano | |
| dc.contributor.author | Dasanadoddi Venkategowda, Naveen Kumar | |
| dc.contributor.author | Arablouei, Reza | |
| dc.contributor.author | Werner, Stefan | |
| dc.date.accessioned | 2019-03-29T08:35:49Z | |
| dc.date.available | 2019-03-29T08:35:49Z | |
| dc.date.created | 2019-03-15T14:26:34Z | |
| dc.date.issued | 2019 | |
| dc.identifier.isbn | 978-1-5386-9218-9 | |
| dc.identifier.uri | http://hdl.handle.net/11250/2592339 | |
| dc.description.abstract | We develop a new distributed algorithm to solve the ridge regression problem with feature partitioning of the observation matrix. The proposed algorithm, named D-Ridge, is based on the alternating direction method of multipliers (ADMM) and estimates the parameters when the observation matrix is distributed among different agents with feature (or vertical) partitioning. We formulate the associated ridge regression problem as a distributed convex optimization problem and utilize the ADMM to obtain an iterative solution. Numerical results demonstrate that D-Ridge converges faster than its diffusion-based contender does. | nb_NO |
| dc.language.iso | eng | nb_NO |
| dc.publisher | Institute of Electrical and Electronics Engineers (IEEE) | nb_NO |
| dc.relation.ispartof | 2018 52nd Asilomar Conference on Signals, Systems, and Computers | |
| dc.title | Distributed Ridge Regression with Feature Partitioning | nb_NO |
| dc.type | Chapter | nb_NO |
| dc.description.version | acceptedVersion | nb_NO |
| dc.source.pagenumber | 1423-1427 | nb_NO |
| dc.identifier.doi | 10.1109/ACSSC.2018.8645549 | |
| dc.identifier.cristin | 1685138 | |
| dc.relation.project | Norges forskningsråd: 274717 | nb_NO |
| dc.description.localcode | © 2018 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. | nb_NO |
| cristin.unitcode | 194,63,35,0 | |
| cristin.unitname | Institutt for elektroniske systemer | |
| cristin.ispublished | true | |
| cristin.fulltext | postprint | |
| cristin.qualitycode | 1 | |
