{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,4]],"date-time":"2026-06-04T22:12:39Z","timestamp":1780611159992,"version":"3.54.1"},"publisher-location":"Cham","reference-count":21,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783319465616","type":"print"},{"value":"9783319465623","type":"electronic"}],"license":[{"start":{"date-parts":[[2016,9,7]],"date-time":"2016-09-07T00:00:00Z","timestamp":1473206400000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2017]]},"DOI":"10.1007\/978-3-319-46562-3_9","type":"book-chapter","created":{"date-parts":[[2016,9,6]],"date-time":"2016-09-06T07:58:09Z","timestamp":1473148689000},"page":"125-143","source":"Crossref","is-referenced-by-count":11,"title":["Complexity Control in Rule Based Models for Classification in Machine Learning Context"],"prefix":"10.1007","author":[{"given":"Han","family":"Liu","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Alexander","family":"Gegov","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mihaela","family":"Cocea","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2016,9,7]]},"reference":[{"key":"9_CR1","doi-asserted-by":"crossref","unstructured":"Liu, H., Gegov, A., Stahl, F.: Categorization and construction of rule based systems. In: 15th International Conference on Engineering Applications of Neural Networks, Sofia, Bulgaria (2014)","DOI":"10.1007\/978-3-319-11071-4_18"},{"key":"9_CR2","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1023\/A:1006524209794","volume":"13","author":"J Furnkranz","year":"1999","unstructured":"Furnkranz, J.: Separate-and-Conquer rule learning. Artif. Intell. Rev. 13, 3\u201354 (1999)","journal-title":"Artif. Intell. Rev."},{"key":"9_CR3","doi-asserted-by":"crossref","unstructured":"Liu, H., Gegov, A., Cocea, M.: Network based rule representation for knowledge discovery and predictive modelling. In: IEEE International Conference on Fuzzy Systems, Istanbul (2015)","DOI":"10.1109\/FUZZ-IEEE.2015.7337807"},{"key":"9_CR4","first-page":"153","volume":"10","author":"C Schaffer","year":"1993","unstructured":"Schaffer, C.: Overfitting avoidance as bias. Mach. Learn. 10, 153\u2013178 (1993)","journal-title":"Mach. Learn."},{"key":"9_CR5","unstructured":"Wolpert, D.H.: On Overfitting Avoidance as Bias. SFI TR (1993)"},{"key":"9_CR6","doi-asserted-by":"crossref","first-page":"199","DOI":"10.1007\/978-3-319-30319-2_9","volume-title":"Sentiment Analysis and Ontology Engineering: An Environment of Computational Intelligence","author":"H Liu","year":"2016","unstructured":"Liu, H., Cocea, M., Gegov, A.: Interpretability of Computational Models for Sentiment Analysis. In: Pedrycz, W., Chen, S.M. (eds.) Sentiment Analysis and Ontology Engineering: An Environment of Computational Intelligence, vol. 639, pp. 199\u2013220. Springer, Switzerland (2016)"},{"key":"9_CR7","doi-asserted-by":"crossref","unstructured":"Liu, H., Gegov, A., Stahl, F.: Unified framework for construction of rule based classification systems. In: Pedrycz, W., Chen, S.M. (eds.) Information Granularity, Big Data and Computational Intelligence, vol. 8, pp. 209\u2013230. Springer (2015)","DOI":"10.1007\/978-3-319-08254-7_10"},{"issue":"9","key":"9_CR8","first-page":"433","volume":"12","author":"H Liu","year":"2013","unstructured":"Liu, H., Gegov, A., Stahl, F.: J-measure based hybrid pruning for complexity reduction in classification rules. WSEAS Trans. Syst. 12(9), 433\u2013446 (2013)","journal-title":"WSEAS Trans. Syst."},{"key":"9_CR9","unstructured":"R. Quinlan, C4.5: Programs for Machine Learning. Morgan Kaufman (1993)"},{"key":"9_CR10","doi-asserted-by":"crossref","first-page":"349","DOI":"10.1016\/S0020-7373(87)80003-2","volume":"27","author":"J Cendrowska","year":"1987","unstructured":"Cendrowska, J.: PRISM: an algorithm for inducing modular rules. Int. J. Man Mach. Stud. 27, 349\u2013370 (1987)","journal-title":"Int. J. Man Mach. Stud."},{"key":"9_CR11","unstructured":"Deng, X.: A Covering-Based Algorithm for Classification: PRISM, SK, 2012"},{"key":"9_CR12","first-page":"81","volume":"1","author":"Q Ross","year":"1986","unstructured":"Ross, Q.: Induction of decision trees. Mach. Learn. 1, 81\u2013106 (1986)","journal-title":"Mach. Learn."},{"key":"9_CR13","unstructured":"Lichman, M.: UCI Machine Learning Repository. University of California, Irvine, School of Information and Computer Sciences, 2013. http:\/\/archive.ics.uci.edu\/ml . Accessed 25 June 2015"},{"key":"9_CR14","doi-asserted-by":"crossref","unstructured":"Liu, H., Gegov, A., Cocea, M.: Rule Based Systems for Big Data: A Machine Learning Approach, vol. 13, 1 edn. Springer, Switzerland (2016)","DOI":"10.1007\/978-3-319-23696-4"},{"issue":"1","key":"9_CR15","doi-asserted-by":"crossref","first-page":"163","DOI":"10.1613\/jair.816","volume":"15","author":"T Elomaa","year":"2001","unstructured":"Elomaa, T., Kaariainen, M.: An Analysis of Reduced Error Pruning. J. Artif. Intell. Res. 15(1), 163\u2013187 (2001)","journal-title":"J. Artif. Intell. Res."},{"key":"9_CR16","volume-title":"Correlation-Based Feature Selection for","author":"MA Hall","year":"1999","unstructured":"Hall, M.A.: Correlation-Based Feature Selection for. Hamilton, NewZealand (1999)"},{"key":"9_CR17","volume-title":"Principal Component Analysis","author":"IT Jolliffe","year":"2002","unstructured":"Jolliffe, I.T.: Principal Component Analysis. Springer, New York (2002)"},{"key":"9_CR18","unstructured":"Kerber, R.: ChiMerge: discretization of numeric attributes. In: Proceedings of the 10th National Conference on Artificial Intelligence, California (1992)"},{"key":"9_CR19","volume-title":"Fuzzy Logic with Engineering Applications","author":"TJ Ross","year":"2004","unstructured":"Ross, T.J.: Fuzzy Logic with Engineering Applications. Wiley, West Sussex (2004)"},{"key":"9_CR20","doi-asserted-by":"crossref","first-page":"217","DOI":"10.1007\/978-3-319-27267-2_7","volume-title":"Innovative Issues in Intelligent Systems","author":"H Liu","year":"2016","unstructured":"Liu, H., Gegov, A.: Induction of Modular Classification Rules by Information Entropy Based Rule Generation. In: Sgurev, V., Yager, R., Kacprzyk, J., Jotsov, V. (eds.) Innovative Issues in Intelligent Systems, vol. 623, pp. 217\u2013230. Springer, Switzerland (2016)"},{"key":"9_CR21","unstructured":"Brain, D.: Learning from Large Data: Bias, Variance, and Learning Curves (2003)"}],"container-title":["Advances in Intelligent Systems and Computing","Advances in Computational Intelligence Systems"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-46562-3_9","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,9,13]],"date-time":"2019-09-13T02:47:21Z","timestamp":1568342841000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-46562-3_9"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016,9,7]]},"ISBN":["9783319465616","9783319465623"],"references-count":21,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-46562-3_9","relation":{},"ISSN":["2194-5357","2194-5365"],"issn-type":[{"value":"2194-5357","type":"print"},{"value":"2194-5365","type":"electronic"}],"subject":[],"published":{"date-parts":[[2016,9,7]]}}}