{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,19]],"date-time":"2025-03-19T13:08:05Z","timestamp":1742389685817},"publisher-location":"Berlin, Heidelberg","reference-count":24,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"type":"print","value":"9783540215233"},{"type":"electronic","value":"9783540246213"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2004]]},"DOI":"10.1007\/978-3-540-24621-3_31","type":"book-chapter","created":{"date-parts":[[2011,1,14]],"date-time":"2011-01-14T17:52:26Z","timestamp":1295027546000},"page":"384-396","source":"Crossref","is-referenced-by-count":15,"title":["ROC-Based Evolutionary Learning: Application to Medical Data Mining"],"prefix":"10.1007","author":[{"given":"Mich\u00e8le","family":"Sebag","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"J\u00e9r\u00f4me","family":"Az\u00e9","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"No\u00ebl","family":"Lucas","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","reference":[{"key":"31_CR1","volume-title":"Evolutionary Algorithms in theory and practice","author":"T. B\u00e4ck","year":"1995","unstructured":"B\u00e4ck, T.: Evolutionary Algorithms in theory and practice. Oxford University Press, New York (1995)"},{"key":"31_CR2","doi-asserted-by":"publisher","first-page":"499","DOI":"10.1162\/153244302760200704","volume":"2","author":"O. Bousquet","year":"2002","unstructured":"Bousquet, O., Elisseeff, A.: Stability and generalization. Journal of Machine Learning Research\u00a02, 499\u2013526 (2002)","journal-title":"Journal of Machine Learning Research"},{"key":"31_CR3","unstructured":"Blake, C., Keogh, E., Merz, C.J.: UCI Repository of machine learning databases (1998), \n                    \n                      http:\/\/www.ics.uci.edu\/~mlearn\/MLRepository.html"},{"key":"31_CR4","doi-asserted-by":"crossref","unstructured":"Bradley, A.P.: The use of the area under the ROC curve in the evaluation of machine learning algorithms. Pattern Recognition (1997)","DOI":"10.1016\/S0031-3203(96)00142-2"},{"key":"31_CR5","doi-asserted-by":"publisher","first-page":"143","DOI":"10.1162\/15324430152733142","volume":"1","author":"R. Collobert","year":"2001","unstructured":"Collobert, R., Bengio, S.: Svmtorch: Support vector machines for largescale regression problems. Journal of Machine Learning Research\u00a01, 143\u2013160 (2001)","journal-title":"Journal of Machine Learning Research"},{"key":"31_CR6","volume-title":"Information Visualization: Using vision to think","author":"S.K. Card","year":"1999","unstructured":"Card, S.K., Mackinlay, J.D., Shneiderman, B.: Information Visualization: Using vision to think. Morgan Kaufmann, San Francisco (1999)"},{"key":"31_CR7","volume-title":"Advances in Neural Information Processing Systems","author":"W.W. Cohen","year":"1998","unstructured":"Cohen, W.W., Schapire, R.E., Singer, Y.: Learning to order things. In: Advances in Neural Information Processing Systems, vol.\u00a010, The MIT Press, Cambridge (1998)"},{"key":"31_CR8","volume-title":"An introduction to Support Vector Machines","author":"N. Cristianini","year":"2000","unstructured":"Cristianini, N., Shawe-Taylor, J.: An introduction to Support Vector Machines. Cambridge University Press, Cambridge (2000)"},{"key":"31_CR9","volume-title":"Multi-Objective Optimization Using Evolutionary Algorithms","author":"K. Deb","year":"2001","unstructured":"Deb, K.: Multi-Objective Optimization Using Evolutionary Algorithms. John Wiley, Chichester (2001)"},{"key":"31_CR10","doi-asserted-by":"crossref","unstructured":"Dietterich, T.G.: Approximate statistical tests for comparing supervised classification learning algorithms. Neural Computation (1998)","DOI":"10.1162\/089976698300017197"},{"key":"31_CR11","first-page":"155","volume-title":"Knowledge Discovery from Databases","author":"P. Domingos","year":"1999","unstructured":"Domingos, P.: Meta-cost: A general method for making classifiers cost sensitive. In: Knowledge Discovery from Databases, pp. 155\u2013164. Morgan Kaufmann, San Francisco (1999)"},{"key":"31_CR12","volume-title":"Proc. of the 20th Int. Conf. on Machine Learning","author":"J. Furnkranz","year":"2003","unstructured":"Furnkranz, J., Flach, P.: An analysis of rule evaluation metrics. In: Proc. of the 20th Int. Conf. on Machine Learning, Morgan Kaufmann, San Francisco (2003)"},{"key":"31_CR13","unstructured":"Ferri, C., Flach, P.A., Hernandez-Orallo, J.: Learning decision trees using the area under the ROC curve. In: Morgan Kaufmann (ed.) Proceedings of the 19th International Conference on Machine Learning, pp. 179\u2013186 (2002)"},{"key":"31_CR14","volume-title":"Proc. of the 20th Int. Conf. on Machine Learning","author":"P. Flach","year":"2003","unstructured":"Flach, P.: The geometry of ROC space: Understanding machine learning metrics through ROC isometrics. In: Proc. of the 20th Int. Conf. on Machine Learning, Morgan Kaufmann, San Francisco (2003)"},{"issue":"3","key":"31_CR15","doi-asserted-by":"publisher","first-page":"485","DOI":"10.1109\/42.712139","volume":"17","author":"D.B. Fogel","year":"1998","unstructured":"Fogel, D.B., Wasson, E.C., Boughton, E.M., Porto, V.W., Angeline, P.J.: Linear and neural models for classifying breast cancer. IEEE Trans. Medical Imaging\u00a017(3), 485\u2013488 (1998)","journal-title":"IEEE Trans. Medical Imaging"},{"key":"31_CR16","unstructured":"Lucas, N., Az\u00e9, J., Sebag, M.: Atherosclerosis risk identification and visual analysis. In: Discovery Challenge ECML-PKDD 2002 (2002), \n                    \n                      http:\/\/lisp.vse.cz\/challenge\/ecmlpkdd2002\/"},{"key":"31_CR17","doi-asserted-by":"crossref","unstructured":"Ling, C.X., Hunag, J., Zhang, H.: AUC: a better measure than accuracy in comparing learning algorithms. In: Proc. of 16th Canadian Conference on AI 2003 (2003) (to appear)","DOI":"10.1007\/3-540-44886-1_25"},{"key":"31_CR18","volume-title":"Advances in Neural Information Processing Systems","author":"M.C. Mozer","year":"2001","unstructured":"Mozer, M.C., Dodier, R., Colagrosso, M.C., Guerra-Salcedo, C., Wolniewicz, R.: Prodding the ROC curve: Constrained optimization of classifier performance. In: Advances in Neural Information Processing Systems, vol.\u00a013, The MIT Press, Cambridge (2001)"},{"key":"31_CR19","first-page":"445","volume-title":"Proc. of the 15th Int. Conf. on Machine Learning","author":"F. Provost","year":"1998","unstructured":"Provost, F., Fawcett, T., Kohavi, R.: The case against accuracy estimation for comparing classifiers. In: Proc. of the 15th Int. Conf. on Machine Learning, pp. 445\u2013553. Morgan Kaufmann, San Francisco (1998)"},{"key":"31_CR20","volume-title":"Advances in Kernel Methods","author":"B. Sch\u00f6lkopf","year":"1998","unstructured":"Sch\u00f6lkopf, B., Burgess, C., Smola, A.: Advances in Kernel Methods. MIT Press, Cambridge (1998)"},{"key":"31_CR21","volume-title":"Numerical Optimization of Computer Models","author":"H.-P. Schwefel","year":"1981","unstructured":"Schwefel, H.-P.: Numerical Optimization of Computer Models. John Wiley & Sons, New-York (1981), 2nd edn. (1995)"},{"key":"31_CR22","first-page":"322","volume-title":"Proc. of the 14th Int. Conf. on Machine Learning","author":"R.E. Shapire","year":"1997","unstructured":"Shapire, R.E., Freund, Y., Bartlett, P., Lee, W.S.: Boosting the margin: a new explanation for the effectiveness of voting methods. In: Proc. of the 14th Int. Conf. on Machine Learning, pp. 322\u2013330. Morgan Kaufmann, San Francisco (1997)"},{"key":"31_CR23","first-page":"270","volume-title":"Proc. of Int. Joint Conf. on Artificial Intelligence, IJCAI 1999","author":"A. Srinivasan","year":"1999","unstructured":"Srinivasan, A., King, R.D., Bristol, D.W.: An assessment of submissions made to the Predictive Toxicology Evaluation Challenge. In: Proc. of Int. Joint Conf. on Artificial Intelligence, IJCAI 1999, pp. 270\u2013275. Morgan Kaufmann, San Francisco (1999)"},{"key":"31_CR24","volume-title":"Statistical Learning Theory","author":"V.N. Vapnik","year":"1998","unstructured":"Vapnik, V.N.: Statistical Learning Theory. Wiley, Chichester (1998)"}],"container-title":["Lecture Notes in Computer Science","Artificial Evolution"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-540-24621-3_31","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,3,23]],"date-time":"2019-03-23T18:58:11Z","timestamp":1553367491000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-540-24621-3_31"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2004]]},"ISBN":["9783540215233","9783540246213"],"references-count":24,"URL":"https:\/\/doi.org\/10.1007\/978-3-540-24621-3_31","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2004]]}}}