Distributed convex optimization using ADMM

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Technical University of Crete

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Semantic enrichment by EKT

ΕΚΤ item type

Bachelor thesis (EN)

EKT year

2014 (EN)

EKT historical period

Title

Distributed convex optimization using ADMM (EN)

Creator

Χριστοδουλεας Δημητριος (EL)

Christodouleas Dimitrios (EN)

Contributor

Πολυτεχνείο Κρήτης (EL)

Διγαλακης Βασιλης (EL)

Λιαβας Αθανασιος (EL)

Γαροφαλακης Μινως (EL)

Technical University of Crete (EN)

Garofalakis Minos (EN)

Liavas Athanasios (EN)

Digalakis Vasilis (EN)

Description

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

bachelorThesis

Subject

Learning, Machine,machine learning,learning machine (EN)

Convex optimization (EN)

Processing, Signal,signal processing,processing signal (EN)

Parallel algorithms (EN)

Provider

Technical University of Crete

Repository / collection

Institutional Repository Technical University of Crete

Subcollections