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Mainly, water search strategy of elephants during drought periods is used in the ESWSA algorithm. The proposed method is compared with simulated annealing and greedy search using BDe score function. The authors have also investigated the confusion matrix performances of these techniques utilizing various benchmark data sets. As presented by the results of the evaluations, the proposed algorithm has better performance than the other algorithms and produces better scores and accuracy values.<\/jats:p>","DOI":"10.4018\/ijsir.2020040102","type":"journal-article","created":{"date-parts":[[2020,1,10]],"date-time":"2020-01-10T13:12:15Z","timestamp":1578661935000},"page":"19-30","source":"Crossref","is-referenced-by-count":11,"title":["Structure Learning of Bayesian Networks Using Elephant Swarm Water Search Algorithm"],"prefix":"10.4018","volume":"11","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-7362-4653","authenticated-orcid":true,"given":"Shahab Wahhab","family":"Kareem","sequence":"first","affiliation":[{"name":"Yasar University, Bornova, Turkey"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0096-9087","authenticated-orcid":true,"given":"Mehmet Cudi","family":"Okur","sequence":"additional","affiliation":[{"name":"Yasar University, Bornova, Turkey"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"2432","reference":[{"key":"IJSIR.2020040102-0","doi-asserted-by":"crossref","first-page":"127","DOI":"10.1109\/CFIS.2018.8336652","article-title":"Bayesian network structure learning based on cuckoo search algorithm.","author":"M. 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