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Moreover, we designed the case-based component with an embedded similarity measure that uses a vector model for concept approximations. Thus, this design makes it possible to generate high quality rules and classify unseen new cases. In addition, the ability to build a knowledge base in lattice form is important for discovering hierarchical patterns, incrementing or updating the existing knowledge base, and inducing rules with our rule learning algorithm. The novel methodology was implemented and evaluated with benchmark datasets from the UCI repository and historic rubber prices in Thailand, demonstrating improvements in accuracy of classification calls. The results from the fact their several hierarchical datasets are very promising, with improved classification performance over prior reported methods.<\/jats:p>","DOI":"10.1142\/s0218194019500293","type":"journal-article","created":{"date-parts":[[2019,6,25]],"date-time":"2019-06-25T13:23:22Z","timestamp":1561469002000},"page":"849-871","source":"Crossref","is-referenced-by-count":0,"title":["A Knowledge Integrated Case-Based Classifier"],"prefix":"10.1142","volume":"29","author":[{"given":"Jirapond","family":"Muangprathub","sequence":"first","affiliation":[{"name":"Applied Mathematics and Informatics Laboratory, Faculty of Science and Industrial Technology, Prince of Songkla University, Surat Thani Campus, Surat Thani 84000, Thailand"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Siriwan","family":"Kajornkasirat","sequence":"additional","affiliation":[{"name":"Applied Mathematics and Informatics Laboratory, Faculty of Science and Industrial Technology, Prince of Songkla University, Surat Thani Campus, Surat Thani 84000, Thailand"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Apirat","family":"Wanichsombat","sequence":"additional","affiliation":[{"name":"Applied Mathematics and Informatics Laboratory, Faculty of Science and Industrial Technology, Prince of Songkla University, Surat Thani Campus, Surat Thani 84000, Thailand"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Veera","family":"Boonjing","sequence":"additional","affiliation":[{"name":"International College KMITL, King Mongkut\u2019s Institute of Technology, Ladkrabang, Bangkok 10520, Thailand"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jarunee","family":"Saelee","sequence":"additional","affiliation":[{"name":"Prince of Songkla University, Pattani Campus, 181 Charoenpradit Rd., Rusamelae Muang, Pattani 94000, Thailand"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Arthit","family":"Intarasit","sequence":"additional","affiliation":[{"name":"Prince of Songkla University, Pattani Campus, 181 Charoenpradit Rd., Rusamelae Muang, Pattani 94000, Thailand"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"219","published-online":{"date-parts":[[2019,6,25]]},"reference":[{"key":"S0218194019500293BIB001","doi-asserted-by":"publisher","DOI":"10.1109\/69.755625"},{"key":"S0218194019500293BIB002","first-page":"1","volume":"4","author":"Berka P.","year":"2011","journal-title":"Adv. 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