Dichotomous search in ABC and its application in parameter estimation of software reliability growth models
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989100%3A27240%2F11%3A86092956" target="_blank" >RIV/61989100:27240/11:86092956 - isvavai.cz</a>
Result on the web
<a href="http://dx.doi.org/10.1109/NaBIC.2011.6089460" target="_blank" >http://dx.doi.org/10.1109/NaBIC.2011.6089460</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1109/NaBIC.2011.6089460" target="_blank" >10.1109/NaBIC.2011.6089460</a>
Alternative languages
Result language
angličtina
Original language name
Dichotomous search in ABC and its application in parameter estimation of software reliability growth models
Original language description
ABC (Artificial Bee Colony) is one of the most recent nature inspired algorithm (NIA) based on swarming metaphor. Proposed by Karaboga in 2005, ABC has proven to be a robust and efficient algorithm for solving global optimization problems over continuousspace. In this paper, we propose a modified version of the ABC to improve its performance, in terms of converging to individual optimal point and to compensate the limited amount of search moves of original ABC. In modified version called Dichotomous ABC (DABC), the idea is to move dichotomously in both directions to generate a new trial point. The performance of the proposed algorithm is analyzed on five standard benchmark problems and also we explored the applicability of the proposed algorithm to estimate the parameters of software reliability growth models (SRGM). The proposed algorithm presents significant advantages in handling variety of modeling problems such as the exponential model, power model and Delayed S Shaped model. 201
Czech name
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Czech description
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Classification
Type
D - Article in proceedings
CEP classification
IN - Informatics
OECD FORD branch
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Result continuities
Project
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Continuities
S - Specificky vyzkum na vysokych skolach
Others
Publication year
2011
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
Proceedings of the 2011 Third World Congress on Nature and Biologically Inspired Computing
ISBN
978-1-4577-1122-0
ISSN
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e-ISSN
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Number of pages
6
Pages from-to
207-212
Publisher name
IEEE
Place of publication
New York
Event location
Salamanca
Event date
Oct 19, 2011
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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