Distributed convex optimization using ADMM
| dc.contributor.advisor | Liavas Athanasios | en |
| dc.contributor.advisor | Λιαβας Αθανασιος | el |
| dc.contributor.author | Christodouleas Dimitrios | en |
| dc.contributor.author | Χριστοδουλεας Δημητριος | el |
| dc.contributor.committeemember | Garofalakis Minos | en |
| dc.contributor.committeemember | Γαροφαλακης Μινως | el |
| dc.contributor.committeemember | Digalakis Vasilis | en |
| dc.contributor.committeemember | Διγαλακης Βασιλης | el |
| dc.date.accessioned | 2024-10-31T15:47:39Z | |
| dc.date.available | 2024-10-31T15:47:39Z | |
| dc.date.issued | 2014 | |
| dc.date.submitted | 2015-01-09 | |
| dc.description.abstract | Lately, in engineering it has been necessary to develop algorithms that handle “big data” optimization problems in a distributed manner. In this thesis, we present ADMM (Alternating Direction Method of Multipliers) algorithm, as the basic tool for solving these kinds of problems, and its application in machine learning and signal processing problems. | en |
| dc.format.extent | 48 pages | en |
| dc.identifier | 10.26233/heallink.tuc.23856 | |
| dc.identifier.citation | Dimitrios Christodouleas, "Numerical Methods for Parallel and Distributed Computing", Diploma Work, School of Electronic and Computer Engineering, Technical University of Crete, Chania, Greece, 2015 | en |
| dc.identifier.citation | Δημήτριος Χριστοδουλέας, "Numerical Methods for Parallel and Distributed Computing", Διπλωματική Εργασία, Σχολή Ηλεκτρονικών Μηχανικών και Μηχανικών Υπολογιστών, Πολυτεχνείο Κρήτης, Χανιά, Ελλάς, 2015 | el |
| dc.identifier.uri | https://dspace.library.tuc.gr/handle/123456789/776 | |
| dc.language.iso | en | |
| dc.publisher | Πολυτεχνείο Κρήτης | el |
| dc.publisher | Technical University of Crete | en |
| dc.relation.replaces | 8843 | |
| dc.rights | http://creativecommons.org/licenses/by/4.0/ | en |
| dc.subject | Convex optimization | en |
| dc.subject | Parallel algorithms | en |
| dc.subject | Learning, Machine | en |
| dc.subject | machine learning | en |
| dc.subject | learning machine | en |
| dc.subject | Processing, Signal | en |
| dc.subject | signal processing | en |
| dc.subject | processing signal | en |
| dc.title | Distributed convex optimization using ADMM | en |
| dc.type | Διπλωματική Εργασία | el |
| dc.type | Diploma Work | en |
| dcterms.mediator | Technical University of Crete::School of Electronic and Computer Engineering | en |
| dcterms.mediator | Πολυτεχνείο Κρήτης::Σχολή Ηλεκτρονικών Μηχανικών και Μηχανικών Υπολογιστών | el |
| dspace.entity.type | Publication |
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