| Title: | Towards the novel reasoning among particles in PSO by the use of RDF and SPARQL |
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| Authors: | ID Fister, Iztok (Author)
ID Yang, Xin-She (Author)
ID Ljubič Fister, Karin (Author)
ID Fister, Dušan (Author)
ID Brest, Janez (Author)
ID Fister, Iztok (Author) |
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| Files: |  The_Scientific_World_Journal_2014_Fister_et_al._Towards_the_Novel_Reasoning_among_Particles_in_PSO_by_the_Use_of_RDF_and_SPARQL.pdf (1,67 MB)
MD5: CF5CDAD1F4CA967D9779DE867526B33D
 http://www.hindawi.com/journals/tswj/2014/121782/
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| Language: | English |
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| Work type: | Scientific work |
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| Typology: | 1.01 - Original Scientific Article |
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| Organization: | FERI - Faculty of Electrical Engineering and Computer Science
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| Abstract: | The significant development of the Internet has posed some new challenges and many new programming tools have been developed to address such challenges. Today, semantic web is a modern paradigm for representing and accessing knowledge data on the Internet. This paper tries to use the semantic tools such as resource definition framework (RDF) and RDF query language (SPARQL) for the optimization purpose. These tools are combined with particle swarm optimization (PSO) and the selection of the best solutions depends on its fitness. Instead of the local best solution, a neighborhood of solutions for each particle can be defined and used for the calculation of the new position, based on the key ideas from semantic web domain. The preliminary results by optimizing ten benchmark functions showed the promising results and thus this method should be investigated further. |
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| Keywords: | resource definition framework, SPARQL, best solutions, RDF, PSO |
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| Publication status: | Published |
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| Publication version: | Version of Record |
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| Year of publishing: | 2014 |
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| Number of pages: | str. 1-10 |
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| Numbering: | Letn. 2014 |
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| PID: | 20.500.12556/DKUM-66229  |
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| ISSN: | 1537-744X |
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| UDC: | 004.4 |
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| ISSN on article: | 1537-744X |
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| COBISS.SI-ID: | 17727254 |
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| DOI: | 10.1155/2014/121782 |
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| NUK URN: | URN:SI:UM:DK:MQF240ZJ |
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| Publication date in DKUM: | 15.06.2017 |
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| Views: | 1803 |
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| Downloads: | 463 |
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| Metadata: |    |
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| Categories: | Misc.
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