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CIaaS: computational intelligence as a service with Athena
Federal Institute of Maranhão (IFMA), BRA.
Universidade Federal do Piaui, BRA.
Blekinge Institute of Technology, Faculty of Computing, Department of Software Engineering.ORCID iD: 0000-0002-7220-9570
Universidade Federal do Piaui, BRA.
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2018 (English)In: Computer languages, systems & structures, ISSN 1477-8424, E-ISSN 1873-6866, Vol. 54, p. 95-118Article in journal (Refereed) Published
Abstract [en]

Computational Intelligence (CI) is a sub-branch of Artificial Intelligence (AI) that focus on studying adaptive mechanisms to enable intelligent behavior in complex environments. CI techniques have been successful in solving complex problems in many different knowledge areas. However, despite their usefulness, developing solutions based on CI techniques is not a trivial activity, since it involves the codification/adaptation of algorithms to specific context and problems. In this paper, we present and validate through a quasi-experiment a new paradigm to develop CI-based solutions using a more mature version of Athena (2.0): Computational Intelligence as a Service (CIaaS). Using this tool, both researchers and practitioners can design and evaluate CI-based solutions by dragging and dropping components in a visual environment, in a cloud-based platform. The results of the quasi-experiment suggest that our approach can help researchers to design and evaluate CI-based systems in a simple, reliable and fast way. © 2018 Elsevier Ltd

Place, publisher, year, edition, pages
Elsevier Ltd , 2018. Vol. 54, p. 95-118
Keywords [en]
Computational intelligence, Tool, Visual programming, Computer programming, Tools, Adaptive mechanism, Cloud based platforms, Complex environments, Developing solutions, Intelligent behavior, Quasi-experiments, Visual environments, Artificial intelligence
National Category
Other Computer and Information Science
Identifiers
URN: urn:nbn:se:bth-16333DOI: 10.1016/j.cl.2018.04.003OAI: oai:DiVA.org:bth-16333DiVA, id: diva2:1214791
Available from: 2018-06-07 Created: 2018-06-07 Last updated: 2018-06-07Bibliographically approved

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Britto, Ricardo

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  • de-DE
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  • nn-NB
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  • Other locale
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