URI | http://purl.tuc.gr/dl/dias/3404195F-D1E3-4D8E-AF36-ADD65469CCF8 | - |
Identifier | https://doi.org/10.26233/heallink.tuc.23856 | - |
Language | en | - |
Extent | 48 pages | en |
Title | Distributed convex optimization using ADMM | en |
Creator | Christodouleas Dimitrios | en |
Creator | Χριστοδουλεας Δημητριος | el |
Contributor [Committee Member] | Garofalakis Minos | en |
Contributor [Committee Member] | Γαροφαλακης Μινως | el |
Contributor [Committee Member] | Digalakis Vasilis | en |
Contributor [Committee Member] | Διγαλακης Βασιλης | el |
Contributor [Thesis Supervisor] | Liavas Athanasios | en |
Contributor [Thesis Supervisor] | Λιαβας Αθανασιος | el |
Publisher | Πολυτεχνείο Κρήτης | el |
Publisher | Technical University of Crete | en |
Academic Unit | Technical University of Crete::School of Electronic and Computer Engineering | en |
Academic Unit | Πολυτεχνείο Κρήτης::Σχολή Ηλεκτρονικών Μηχανικών και Μηχανικών Υπολογιστών | el |
Content Summary | 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 |
Type of Item | Διπλωματική Εργασία | el |
Type of Item | Diploma Work | en |
License | http://creativecommons.org/licenses/by/4.0/ | en |
Date of Item | 2015-01-09 | - |
Date of Publication | 2014 | - |
Subject | Convex optimization | en |
Subject | Parallel algorithms | en |
Subject | Learning, Machine | en |
Subject | machine learning | en |
Subject | learning machine | en |
Subject | Processing, Signal | en |
Subject | signal processing | en |
Subject | processing signal | en |
Bibliographic 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 |
Bibliographic Citation | Δημήτριος Χριστοδουλέας, "Numerical Methods for Parallel and Distributed Computing", Διπλωματική Εργασία, Σχολή Ηλεκτρονικών Μηχανικών και Μηχανικών Υπολογιστών, Πολυτεχνείο Κρήτης, Χανιά, Ελλάς, 2015 | el |