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Title: Application of agent-based simulated annealing and tabu search procedures to solving the data reduction problem

Creator:

Czarnowski, Ireneusz ; Jędrzejowicz, Piotr

Date:

2011

Resource Type:

artykuł

Contributor:

Korbicz, Józef (1951- ) - red. ; Uciński, Dariusz - red.

Group publication title:

AMCS, Volume 21 (2011)

Abstract:

The problem considered concerns data reduction for machine learning. Data reduction aims at deciding which features and instances from the training set should be retained for further use during the learning process. Data reduction results in increased capabilities and generalization properties of the learning model and a shorter time of the learning process. It can also help in scaling up to large data sources. The paper proposes an agent-based data reduction approach with the learning process executed by a team of agents (A-Team). Several A-Team architectures with agents executing the simulated annealing and tabu search procedures are proposed and investigated. The paper includes a detailed description of the proposed approach and discusses the results of a validating experiment.

Publisher:

Zielona Góra: Uniwersytet Zielonogórski

Resource Identifier:

oai:zbc.uz.zgora.pl:46898

DOI:

10.2478/v10006-011-0004-3

Pages:

57-68

Source:

AMCS, Volume 21, Number 1 (2011) ; click here to follow the link

Language:

eng

Rights:

Biblioteka Uniwersytetu Zielonogórskiego

Subject and keywords:

data reduction machine learning A-Team optimization multi-agent system

Object collections:

Last modified:

Nov 5, 2024

In our library since:

Aug 20, 2018

Number of object content hits:

162

All available object's versions:

https://zbc.uz.zgora.pl/repozytorium/publication/54996

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Application of agent-based simulated annealing and tabu search procedures to solving the data reduction problem Nov 5, 2024

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