{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,13]],"date-time":"2026-06-13T16:51:15Z","timestamp":1781369475936,"version":"3.54.1"},"reference-count":21,"publisher":"SAGE Publications","issue":"1","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IFS"],"published-print":{"date-parts":[[2021,1,4]]},"abstract":"<jats:p>Genetic algorithm is one of data mining classification techniques and it has been applied successfully in a wide range of applications. However, the performance of Genetic algorithm fluctuates significantly. This research work combines Genetic algorithm with fuzzy logic to adapt dynamically crossover and mutation parameters of Genetic algorithm. Two different datasets are taken during the experiment. Several experiments have been performed to prove the effectiveness of the proposed algorithm. Results show that the rules generated from a proposed algorithm are significantly better with high fitness and more efficient as compared to a normal Genetic algorithm.<\/jats:p>","DOI":"10.3233\/jifs-182729","type":"journal-article","created":{"date-parts":[[2020,4,17]],"date-time":"2020-04-17T12:21:14Z","timestamp":1587126074000},"page":"43-52","source":"Crossref","is-referenced-by-count":8,"title":["Hybrid fuzzy-genetic algorithm to automated discovery of prediction rules"],"prefix":"10.1177","volume":"40","author":[{"given":"Ibrahim A.","family":"Fadel","sequence":"first","affiliation":[{"name":"Department of Computer Engineering, Sakarya University, Sakarya, Turkey"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hussein","family":"Alsanabani","sequence":"additional","affiliation":[{"name":"Department of Computer Engineering, Sakarya University, Sakarya, Turkey"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Cemil","family":"\u00d6z","sequence":"additional","affiliation":[{"name":"Department of Computer Engineering, Sakarya University, Sakarya, Turkey"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Tariq","family":"Kamal","sequence":"additional","affiliation":[{"name":"Department of Electrical and Electronics Engineering, Sakarya University, Sakarya, Turkey"},{"name":"Research Group in Electrical Technologies for Sustainable and Renewable Energy (PAIDI-TEP-023), Department of Electrical Engineering, University of Cadiz, Higher Polytechnic School of Algeciras, Algeciras (Cadiz)"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Murat","family":"\u0130skefiyeli","sequence":"additional","affiliation":[{"name":"Department of Computer Engineering, Sakarya University, Sakarya, Turkey"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Fawzia","family":"Abdien","sequence":"additional","affiliation":[{"name":"Department of Electrical and Electronics Engineering, Sakarya University, Sakarya, Turkey"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"179","reference":[{"key":"10.3233\/JIFS-182729_ref1","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/978-3-540-34351-6","article-title":"Introduction to data mining principles","volume":"29","author":"Sumathi","year":"2006","journal-title":"Springer-Verlag Berlin Heidelb."},{"key":"10.3233\/JIFS-182729_ref2","unstructured":"Verma G. , Role and Applications of Genetic Algorithm in Data Mining, 48 (2012), 5\u20138."},{"key":"10.3233\/JIFS-182729_ref3","first-page":"188","article-title":"Data Mining Classification Techniques Applied for Breast Cancer Diagnosis and Prognosis","volume":"2","author":"Gupta","year":"2011","journal-title":"J. Comput. Sci."},{"key":"10.3233\/JIFS-182729_ref4","doi-asserted-by":"publisher","DOI":"10.1109\/ICEE.2018.8472592"},{"key":"10.3233\/JIFS-182729_ref5","doi-asserted-by":"publisher","first-page":"390","DOI":"10.1016\/j.eswa.2017.09.013","article-title":"Network Anomaly Detection System using Genetic Algorithm and Fuzzy Logic","volume":"92","author":"Hamamoto","year":"2018","journal-title":"Expert Syst. Appl."},{"key":"10.3233\/JIFS-182729_ref6","doi-asserted-by":"crossref","unstructured":"Xu Z. , Liu Y. , Xie H. , Tian P. , Application of an improved genetic algorithm in the optimization design of NC machine tool spindle, in: 2018 Chinese Control Decis. Conf., IEEE, Shenyang, 2018: pp. 4361\u20134365.","DOI":"10.1109\/CCDC.2018.8407884"},{"key":"10.3233\/JIFS-182729_ref7","doi-asserted-by":"publisher","first-page":"251","DOI":"10.1023\/A:1009848126475","article-title":"Discovering interesting patterns for investment decision making with GLOWER -A Genetic Learner Overlaid with Entropy Reduction","volume":"4","author":"Dhar","year":"2000","journal-title":"Data Min. Knowl. Discov."},{"key":"10.3233\/JIFS-182729_ref8","first-page":"1","article-title":"From knowledge-based to data-driven modeling of fuzzy rule-based systems: A critical reflection","author":"H\u00fcllermeier","year":"2017","journal-title":"CoRR"},{"key":"10.3233\/JIFS-182729_ref9","doi-asserted-by":"publisher","first-page":"94","DOI":"10.1016\/j.asoc.2015.01.042","article-title":"Optimization of process parameters through fuzzy logic and genetic algorithm \u2013 A case study in a process industry","volume":"30","author":"Mariajayaprakash","year":"2015","journal-title":"Appl. Soft Comput. J."},{"key":"10.3233\/JIFS-182729_ref10","doi-asserted-by":"publisher","first-page":"751","DOI":"10.1016\/j.ijar.2011.01.011","article-title":"A genetic tuning to improve the performance of fuzzy rule-based classification systems with interval-valued fuzzy sets: Degree of ignorance and lateral position","volume":"52","author":"Sanz","year":"2011","journal-title":"Int. J. Approx. Reason."},{"key":"10.3233\/JIFS-182729_ref11","first-page":"497","article-title":"Vasil and Papadopoulos, Fuzzy Genetic Algorithms?: Fuzzy Logic Controllers and Genetics Algorithms","volume":"5","author":"Plerou","year":"2017","journal-title":"Glob. J. Res. Anal."},{"key":"10.3233\/JIFS-182729_ref12","doi-asserted-by":"crossref","first-page":"149","DOI":"10.1109\/4235.918435","article-title":"Adaptation of Genetic Algorithm Parameters Based on Fuzzy Logic Controllers","volume":"5","author":"Herrera","year":"2001","journal-title":"IEEE Trans. Evol. Comput."},{"key":"10.3233\/JIFS-182729_ref13","doi-asserted-by":"publisher","first-page":"332","DOI":"10.1109\/ISDA.2005.51","article-title":"Hybrid fuzzy-genetic algorithm approach for crew grouping","volume":"2005","author":"Liu","year":"2005","journal-title":"Proc. \u2013 5th Int. Conf. Intell. Syst. Des. Appl. ISDA \u201905"},{"key":"10.3233\/JIFS-182729_ref14","unstructured":"Lee M.A. , Takagi H. , Dynamic Control of Genetic Algorithms using Fuzzy Logic Techniques, in: Proc. 5th Int. Conf. Genet. Algorithms, Morgan Kaufmann, San Francisco, CA, USA, 1993: pp. 76\u201383. http:\/\/dl.acm.org\/citation.cfm?id=645513.657425."},{"key":"10.3233\/JIFS-182729_ref15","doi-asserted-by":"crossref","first-page":"377","DOI":"10.1049\/ip-gtd:19971100","article-title":"Environmental\/economic dispatch using fuzzy logic controlled genetic algorithms","volume":"144","author":"Wang","year":"1997","journal-title":"IEE Proc. \u2013 Gener. Transm. Distrib."},{"key":"10.3233\/JIFS-182729_ref16","doi-asserted-by":"crossref","first-page":"161","DOI":"10.1023\/A:1023499201829","article-title":"Performance Analysis of Adaptive Genetic Algorithms with Fuzzy Logic and Heuristics","volume":"2","author":"Yun","year":"2003","journal-title":"Fuzzy Optim. Decis. Mak."},{"key":"10.3233\/JIFS-182729_ref17","doi-asserted-by":"publisher","DOI":"10.1109\/ICEC.1994.349992"},{"key":"10.3233\/JIFS-182729_ref18","first-page":"1","article-title":"Chapter 10: An application for admission in public school systems *","author":"Olave","year":"1989","journal-title":"Expert Syst. Public Adm."},{"key":"10.3233\/JIFS-182729_ref19","unstructured":"Noda E. , Freitas A.A. , Lopes H.S. , Discovering Interesting Prediction Rules with a Genetic Algorithm, in: Proc. 1999 Congr. Evol. Comput., IEEE, Washington, DC, USA, n.d.: pp. 1322\u20131329."},{"key":"10.3233\/JIFS-182729_ref20","doi-asserted-by":"publisher","first-page":"131","DOI":"10.1016\/j.fss.2004.07.011","article-title":"A fuzzy-based lifetime extension of genetic algorithms","volume":"149","author":"Last","year":"2005","journal-title":"Fuzzy Sets Syst."},{"key":"10.3233\/JIFS-182729_ref21","doi-asserted-by":"publisher","DOI":"10.1109\/ISDA.2005.51"}],"container-title":["Journal of Intelligent &amp; Fuzzy Systems"],"original-title":[],"link":[{"URL":"https:\/\/content.iospress.com\/download?id=10.3233\/JIFS-182729","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,29]],"date-time":"2026-04-29T09:41:58Z","timestamp":1777455718000},"score":1,"resource":{"primary":{"URL":"https:\/\/journals.sagepub.com\/doi\/full\/10.3233\/JIFS-182729"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,1,4]]},"references-count":21,"journal-issue":{"issue":"1"},"URL":"https:\/\/doi.org\/10.3233\/jifs-182729","relation":{},"ISSN":["1064-1246","1875-8967"],"issn-type":[{"value":"1064-1246","type":"print"},{"value":"1875-8967","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,1,4]]}}}