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Automatically Specifying a Parallel Composition of Matchers in Ontology Matching Process by Using Genetic Algorithm


Gulić, Marko; Vrdoljak, Boris; Ptiček, Marina
Automatically Specifying a Parallel Composition of Matchers in Ontology Matching Process by Using Genetic Algorithm // Information, 9 (2018), 6; 138, 26 doi:10.3390/info9060138 (međunarodna recenzija, članak, znanstveni)


Naslov
Automatically Specifying a Parallel Composition of Matchers in Ontology Matching Process by Using Genetic Algorithm

Autori
Gulić, Marko ; Vrdoljak, Boris ; Ptiček, Marina

Izvornik
Information (2078-2489) 9 (2018), 6; 138, 26

Vrsta, podvrsta i kategorija rada
Radovi u časopisima, članak, znanstveni

Ključne riječi
ontology matching ; weighted aggregation ; parallel composition ; basic matchers ; genetic algorithm

Sažetak
Today, there is a rapid increase of the available data because of advances in information and communications technology. Therefore, many mutually heterogeneous data sources that describe the same domain of interest exist. To facilitate the integration of these heterogeneous data sources, an ontology can be used as it enriches the knowledge of a data source by giving a detailed description of entities and their mutual relations within the domain of interest. Ontology matching is a key issue in integrating heterogeneous data sources described by ontologies as it eases the management of data coming from various sources. The ontology matching system consists of several basic matchers. To determine high-quality correspondences between entities of compared ontologies, the matching results of these basic matchers should be aggregated by an aggregation method. In this paper, a new weighted aggregation method for parallel composition of basic matchers based on genetic algorithm is presented. The evaluation has confirmed a high quality of the new aggregation method as this method has improved the process of matching two ontologies by obtaining higher confidence values of correctly found correspondences and thus increasing the quality of matching results.

Izvorni jezik
Engleski

Znanstvena područja
Računarstvo



POVEZANOST RADA


Ustanove
Fakultet elektrotehnike i računarstva, Zagreb,
Pomorski fakultet, Rijeka

Profili:

Avatar Url Marko Gulić (autor)

Avatar Url Boris Vrdoljak (autor)

Avatar Url Marina Ptiček (autor)

Citiraj ovu publikaciju

Gulić, Marko; Vrdoljak, Boris; Ptiček, Marina
Automatically Specifying a Parallel Composition of Matchers in Ontology Matching Process by Using Genetic Algorithm // Information, 9 (2018), 6; 138, 26 doi:10.3390/info9060138 (međunarodna recenzija, članak, znanstveni)
Gulić, M., Vrdoljak, B. & Ptiček, M. (2018) Automatically Specifying a Parallel Composition of Matchers in Ontology Matching Process by Using Genetic Algorithm. Information, 9 (6), 138, 26 doi:10.3390/info9060138.
@article{article, year = {2018}, pages = {26}, DOI = {10.3390/info9060138}, chapter = {138}, keywords = {ontology matching, weighted aggregation, parallel composition, basic matchers, genetic algorithm}, journal = {Information}, doi = {10.3390/info9060138}, volume = {9}, number = {6}, issn = {2078-2489}, title = {Automatically Specifying a Parallel Composition of Matchers in Ontology Matching Process by Using Genetic Algorithm}, keyword = {ontology matching, weighted aggregation, parallel composition, basic matchers, genetic algorithm}, chapternumber = {138} }

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