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Distributed convex optimization using ADMM

Christodouleas Dimitrios

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URIhttp://purl.tuc.gr/dl/dias/3404195F-D1E3-4D8E-AF36-ADD65469CCF8-
Identifierhttps://doi.org/10.26233/heallink.tuc.23856-
Languageen-
Extent48 pagesen
TitleDistributed convex optimization using ADMMen
CreatorChristodouleas Dimitriosen
CreatorΧριστοδουλεας Δημητριοςel
Contributor [Committee Member]Garofalakis Minosen
Contributor [Committee Member]Γαροφαλακης Μινωςel
Contributor [Committee Member]Digalakis Vasilisen
Contributor [Committee Member]Διγαλακης Βασιληςel
Contributor [Thesis Supervisor]Liavas Athanasiosen
Contributor [Thesis Supervisor]Λιαβας Αθανασιοςel
PublisherΠολυτεχνείο Κρήτηςel
PublisherTechnical University of Creteen
Academic UnitTechnical University of Crete::School of Electronic and Computer Engineeringen
Academic UnitΠολυτεχνείο Κρήτης::Σχολή Ηλεκτρονικών Μηχανικών και Μηχανικών Υπολογιστώνel
Content SummaryLately, 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 ItemΔιπλωματική Εργασίαel
Type of ItemDiploma Worken
Licensehttp://creativecommons.org/licenses/by/4.0/en
Date of Item2015-01-09-
Date of Publication2014-
SubjectConvex optimizationen
SubjectParallel algorithmsen
SubjectLearning, Machineen
Subjectmachine learningen
Subjectlearning machineen
SubjectProcessing, Signalen
Subjectsignal processingen
Subjectprocessing signalen
Bibliographic CitationDimitrios Christodouleas, "Numerical Methods for Parallel and Distributed Computing", Diploma Work, School of Electronic and Computer Engineering, Technical University of Crete, Chania, Greece, 2015en
Bibliographic CitationΔημήτριος Χριστοδουλέας, "Numerical Methods for Parallel and Distributed Computing", Διπλωματική Εργασία, Σχολή Ηλεκτρονικών Μηχανικών και Μηχανικών Υπολογιστών, Πολυτεχνείο Κρήτης, Χανιά, Ελλάς, 2015el

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