{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,16]],"date-time":"2025-10-16T06:29:46Z","timestamp":1760596186882},"reference-count":16,"publisher":"World Scientific Pub Co Pte Lt","issue":"01","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Int. J. Info. Tech. Dec. Mak."],"published-print":{"date-parts":[[2006,3]]},"abstract":"<jats:p> Stock selection rules are extensively utilized as the guideline to construct high performance stock portfolios. However, the predictive performance of the rules developed by some economic experts in the past has decreased dramatically for the current stock market. In this paper, C4.5 decision tree classification method was adopted to construct a model for stock prediction based on the fundamental stock data, from which a set of stock selection rules was derived. The experimental results showed that the generated rules have exceptional predictive performance. Moreover, it also demonstrated that the C4.5 decision tree classification model can work efficiently on the high noise stock data domain. <\/jats:p>","DOI":"10.1142\/s0219622006001824","type":"journal-article","created":{"date-parts":[[2006,4,12]],"date-time":"2006-04-12T06:54:58Z","timestamp":1144824898000},"page":"227-240","source":"Crossref","is-referenced-by-count":21,"title":["A DECISION TREE-BASED CLASSIFICATION APPROACH TO RULE EXTRACTION FOR SECURITY ANALYSIS"],"prefix":"10.1142","volume":"05","author":[{"given":"N.","family":"REN","sequence":"first","affiliation":[{"name":"Department of Computer Science, Southern Illinois University Carbondale, Mailcode 4511, Carbondale, IL, 62901-4511, USA"}]},{"given":"M.","family":"ZARGHAM","sequence":"additional","affiliation":[{"name":"Department of Computer Science, Southern Illinois University Carbondale, Mailcode 4511, Carbondale, IL, 62901-4511, USA"}]},{"given":"S.","family":"RAHIMI","sequence":"additional","affiliation":[{"name":"Department of Computer Science, Southern Illinois University Carbondale, Mailcode 4511, Carbondale, IL, 62901-4511, USA"}]}],"member":"219","published-online":{"date-parts":[[2011,11,20]]},"reference":[{"key":"rf1","unstructured":"E.\u00a0Williams, The McGraw-Hill Investor's Desk Reference (McGraw-Hill, New York, 2000)\u00a0pp. 413\u2013453."},{"key":"rf3","doi-asserted-by":"publisher","DOI":"10.1109\/69.634751"},{"key":"rf4","unstructured":"C.\u00a0Apte and S. J.\u00a0Hong, Advances in Knowledge Discovery and Data Mining (AAAI Press, 1994)\u00a0pp. 541\u2013560."},{"key":"rf5","doi-asserted-by":"publisher","DOI":"10.1109\/69.634750"},{"key":"rf6","volume-title":"C4.5: Programs for Machine Learning","author":"Quinlan J. R.","year":"1993"},{"key":"rf7","first-page":"81","volume":"1","author":"Quinlan J. R.","journal-title":"Machine Learning"},{"key":"rf9","doi-asserted-by":"crossref","first-page":"77","DOI":"10.1613\/jair.279","volume":"4","author":"Quinlan J. R.","journal-title":"J. Artificial Intelli."},{"key":"rf11","unstructured":"D. J. E.\u00a0Baestaens, W. M.\u00a0van den Berh and H.\u00a0Vaudrey, Forecasting Financial Markets, Financial Economics and Quantitative Analysis, ed. C.\u00a0Dunis (John Wiley & Sons, Chichester, UK, 1996)\u00a0pp. 245\u2013260."},{"key":"rf12","doi-asserted-by":"publisher","DOI":"10.1016\/0893-6080(94)90030-2"},{"key":"rf13","first-page":"78","author":"Swales G. S.","journal-title":"Financial Anal. J."},{"key":"rf14","doi-asserted-by":"publisher","DOI":"10.1016\/0167-9236(94)90021-3"},{"key":"rf15","unstructured":"R. O.\u00a0Duda, P. E.\u00a0Hart and D. G.\u00a0Stork, Pattern Classification (John Wiley & Sons, New York, 2000)\u00a0pp. 398\u2013399."},{"key":"rf17","volume-title":"Business Ratios and Formulas: A Comprehensive Guide","author":"Bragg S. M.","year":"2002"},{"key":"rf18","first-page":"43","author":"Blustein P.","journal-title":"Forbes"},{"key":"rf19","first-page":"64","volume":"6","author":"Hellstrom T.","journal-title":"Theory Stochastic Process"},{"key":"rf21","unstructured":"G. H.\u00a0John, P.\u00a0Miller and R.\u00a0Kerber, Neural Networks in Financial Engineering, eds. Y.\u00a0Abu-Mostafa (World Scientific, London, 1996)\u00a0pp. 303\u2013316."}],"container-title":["International Journal of Information Technology &amp; Decision Making"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S0219622006001824","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,8,6]],"date-time":"2019-08-06T19:03:10Z","timestamp":1565118190000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/abs\/10.1142\/S0219622006001824"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2006,3]]},"references-count":16,"journal-issue":{"issue":"01","published-online":{"date-parts":[[2011,11,20]]},"published-print":{"date-parts":[[2006,3]]}},"alternative-id":["10.1142\/S0219622006001824"],"URL":"https:\/\/doi.org\/10.1142\/s0219622006001824","relation":{},"ISSN":["0219-6220","1793-6845"],"issn-type":[{"value":"0219-6220","type":"print"},{"value":"1793-6845","type":"electronic"}],"subject":[],"published":{"date-parts":[[2006,3]]}}}