{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,9,4]],"date-time":"2024-09-04T22:11:08Z","timestamp":1725487868930},"publisher-location":"Berlin, Heidelberg","reference-count":17,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"type":"print","value":"9783540422846"},{"type":"electronic","value":"9783540482192"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2001]]},"DOI":"10.1007\/3-540-48219-9_24","type":"book-chapter","created":{"date-parts":[[2007,7,16]],"date-time":"2007-07-16T12:56:57Z","timestamp":1184590617000},"page":"238-247","source":"Crossref","is-referenced-by-count":44,"title":["Input Decimation Ensembles: Decorrelation through Dimensionality Reduction"],"prefix":"10.1007","author":[{"given":"Nikunj C.","family":"Oza","sequence":"first","affiliation":[]},{"given":"Kagan","family":"Tumer","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2001,6,22]]},"reference":[{"key":"24_CR1","volume-title":"Technical Report 95-38","author":"K.M. Ali","year":"1995","unstructured":"K.M. Ali and M.J. Pazzani. On the link between error correlation and error reduction in decision tree ensembles. Technical Report 95-38, Department of Information and Computer Science, University of California, Irvine, 1995."},{"key":"24_CR2","unstructured":"S.D. Bay. Combining nearest neighbor classifiers through multiple feature subsets. In Proc. 15th ICML, pages 415\u2013425. Morgan Kaufmann, 1998."},{"key":"24_CR3","doi-asserted-by":"crossref","DOI":"10.1007\/978-1-4757-4286-2","volume-title":"Statistical Decision Theory and Bayesian Analysis","author":"J. O. Berger","year":"1985","unstructured":"J. O. Berger. Statistical Decision Theory and Bayesian Analysis. (2nd Ed.), Springer, New York, 1985.","edition":"2nd Ed."},{"issue":"2","key":"24_CR4","first-page":"123","volume":"24","author":"L. Breiman","year":"1996","unstructured":"L. Breiman. Bagging predictors. Machine Learning, 24(2):123\u2013140, 1996.","journal-title":"Machine Learning"},{"key":"24_CR5","first-page":"263","volume":"2","author":"T.G. Dietterich","year":"1995","unstructured":"T.G. Dietterich and G. Bakiri. Solving multiclass learning problems via error-correcting output codes. Journal of AI Research, 2:263\u2013286, 1995.","journal-title":"Journal of AI Research"},{"key":"24_CR6","doi-asserted-by":"publisher","first-page":"139","DOI":"10.1023\/A:1007607513941","volume":"40","author":"T. G. Dietterich","year":"2000","unstructured":"Thomas G. Dietterich. An experimental comparison of three methods for constructing ensembles of decision trees: Bagging, boosting, and randomization. Machine Learning, 40:139\u2013158, Aug. 2000.","journal-title":"Machine Learning"},{"key":"24_CR7","unstructured":"Y. Freund and R. Schapire. Experiments with a new boosting algorithm. In Proc. 13th ICML, pages 148\u2013156, Bari, Italy, 1996. Morgan Kaufmann."},{"key":"24_CR8","doi-asserted-by":"crossref","unstructured":"I.T. Jolliffe. Principal Component Analysis. Springer-Verlag, 1986.","DOI":"10.1007\/978-1-4757-1904-8"},{"key":"24_CR9","unstructured":"A. Krogh and J. Vedelsby. Neural network ensembles, cross validation and active learning. In G. Tesauro, D.S. Touretzky, and T.K. Leen, editors, Advances in Neural Information Processing Systems-7, pages 231\u2013238. M.I.T. Press, 1995."},{"key":"24_CR10","volume-title":"Classification and Regression by Combining Models","author":"C.J. Merz","year":"1998","unstructured":"C.J. Merz. Classification and Regression by Combining Models. PhD thesis, University of California, Irvine, Irvine, CA, May 1998."},{"key":"24_CR11","unstructured":"N.C. Oza and K. Tumer. Dimensionality reduction through classifier ensembles. Technical Report NASA-ARC-IC-1999-126, NASA Ames Research Center, 1999."},{"issue":"4","key":"24_CR12","doi-asserted-by":"publisher","first-page":"461","DOI":"10.1162\/neco.1991.3.4.461","volume":"3","author":"M.D. Richard","year":"1991","unstructured":"M.D. Richard and R.P. Lippmann. Neural network classifiers estimate Bayesian a posteriori probabilities. Neural Computation, 3(4):461\u2013483, 1991.","journal-title":"Neural Computation"},{"issue":"2","key":"24_CR13","doi-asserted-by":"publisher","first-page":"341","DOI":"10.1016\/0031-3203(95)00085-2","volume":"29","author":"K. Tumer","year":"1996","unstructured":"K. Tumer and J. Ghosh. Analysis of decision boundaries in linearly combined neural classifiers. Pattern Recognition, 29(2):341\u2013348, February 1996.","journal-title":"Pattern Recognition"},{"issue":"3 & 4","key":"24_CR14","first-page":"385","volume":"8","author":"K. Tumer","year":"1996","unstructured":"K. Tumer and J. Ghosh. Error correlation and error reduction in ensemble classifiers. Connection Science, Special Issue on Combining Artificial Neural Networks: Ensemble Approaches, 8(3 & 4):385\u2013404, 1996.","journal-title":"Connection Science, Special Issue on Combining Artificial Neural Networks: Ensemble Approaches"},{"key":"24_CR15","unstructured":"K. Tumer and N.C. Oza. Decimated input ensembles for improved generalization. In Proc. of the Int. Joint Conf. on Neural Networks (IJCNN-99), 1999."},{"key":"24_CR16","doi-asserted-by":"publisher","first-page":"241","DOI":"10.1016\/S0893-6080(05)80023-1","volume":"5","author":"D. H. Wolpert","year":"1992","unstructured":"D. H. Wolpert. Stacked generalization. Neural Networks, 5:241\u2013259, 1992.","journal-title":"Neural Networks"},{"key":"24_CR17","doi-asserted-by":"crossref","unstructured":"Z. Zheng and G.I. Webb. Stochastic attribute selection committees. In Proc. of the 11th Australian Joint Conf. on AI (AI\u201998), pages 321\u2013332, 1998.","DOI":"10.1007\/BFb0095063"}],"container-title":["Lecture Notes in Computer Science","Multiple Classifier Systems"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/3-540-48219-9_24","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,2,17]],"date-time":"2019-02-17T21:40:01Z","timestamp":1550439601000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/3-540-48219-9_24"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2001]]},"ISBN":["9783540422846","9783540482192"],"references-count":17,"URL":"https:\/\/doi.org\/10.1007\/3-540-48219-9_24","relation":{},"ISSN":["0302-9743"],"issn-type":[{"type":"print","value":"0302-9743"}],"subject":[],"published":{"date-parts":[[2001]]}}}