Liavas AthanasiosΛιαβας ΑθανασιοςChristodouleas DimitriosΧριστοδουλεας Δημητριος2024-10-312024-10-3120142015-01-09Dimitrios Christodouleas, "Numerical Methods for Parallel and Distributed Computing", Diploma Work, School of Electronic and Computer Engineering, Technical University of Crete, Chania, Greece, 2015Δημήτριος Χριστοδουλέας, "Numerical Methods for Parallel and Distributed Computing", Διπλωματική Εργασία, Σχολή Ηλεκτρονικών Μηχανικών και Μηχανικών Υπολογιστών, Πολυτεχνείο Κρήτης, Χανιά, Ελλάς, 2015https://dspace.library.tuc.gr/handle/123456789/776Lately, 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.48 pagesenhttp://creativecommons.org/licenses/by/4.0/Convex optimizationParallel algorithmsLearning, Machinemachine learninglearning machineProcessing, Signalsignal processingprocessing signalΔιπλωματική Εργασία