{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,2,11]],"date-time":"2025-02-11T16:40:08Z","timestamp":1739292008017,"version":"3.37.0"},"publisher-location":"Berlin, Heidelberg","reference-count":17,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"type":"print","value":"9783642030390"},{"type":"electronic","value":"9783642030406"}],"license":[{"start":{"date-parts":[[2009,1,1]],"date-time":"2009-01-01T00:00:00Z","timestamp":1230768000000},"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":[[2009]]},"DOI":"10.1007\/978-3-642-03040-6_63","type":"book-chapter","created":{"date-parts":[[2009,7,30]],"date-time":"2009-07-30T12:16:37Z","timestamp":1248956197000},"page":"517-524","source":"Crossref","is-referenced-by-count":0,"title":["Investigating Ensemble Weight and the Certainty Distributions for Indicating Structural Diversity"],"prefix":"10.1007","author":[{"given":"Lesedi Melton","family":"Masisi","sequence":"first","affiliation":[]},{"given":"Fulufhelo","family":"Nelwamondo","sequence":"additional","affiliation":[]},{"given":"Tshilidzi","family":"Marwala","sequence":"additional","affiliation":[]}],"member":"297","reference":[{"issue":"1","key":"63_CR1","doi-asserted-by":"publisher","first-page":"19","DOI":"10.1109\/72.737490","volume":"10","author":"B. Igelnik","year":"1999","unstructured":"Igelnik, B., Pao, Y., Leclair, S., Shen, C.: The ensemble approach to neural-network learning and generalization. IEEE transactions on neural networks\u00a010(1), 19\u201330 (1999)","journal-title":"IEEE transactions on neural networks"},{"key":"63_CR2","doi-asserted-by":"publisher","first-page":"771","DOI":"10.1109\/TSMCB.2008.922055","volume":"38","author":"M.M. Islam","year":"2008","unstructured":"Islam, M.M., Yao, X., Nirjon, S.M.S., Islam, M.A., Murase, K.: Bagging and boosting negatively correlated neural networks. IEEE transactions on systems, man, and cybernetics. Part B\u00a038, 771\u2013784 (2008)","journal-title":"IEEE transactions on systems, man, and cybernetics. Part B"},{"key":"63_CR3","doi-asserted-by":"publisher","first-page":"245","DOI":"10.1016\/S1566-2535(02)00093-3","volume":"3","author":"L.I. Kuncheva","year":"2002","unstructured":"Kuncheva, L.I., Skurichina, M.: An experimental study on diversity for bagging and boosting with linear classifiers. Information Fusion\u00a03, 245\u2013258 (2002)","journal-title":"Information Fusion"},{"issue":"3","key":"63_CR4","doi-asserted-by":"publisher","first-page":"21","DOI":"10.1109\/MCAS.2006.1688199","volume":"6","author":"R. Polikar","year":"2006","unstructured":"Polikar, R.: Ensemble based systems in decision making. IEEE Circuits and Systems Magazine\u00a06(3), 21\u201345 (2006)","journal-title":"IEEE Circuits and Systems Magazine"},{"issue":"2","key":"63_CR5","doi-asserted-by":"publisher","first-page":"135","DOI":"10.1016\/S1566-2535(02)00051-9","volume":"3","author":"C.A. Shipp","year":"2002","unstructured":"Shipp, C.A., Kuncheva, L.I.: Relationships between combination methods and measures of diversity in combining classifiers. Information Fusion\u00a03(2), 135\u2013148 (2002)","journal-title":"Information Fusion"},{"key":"63_CR6","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"78","DOI":"10.1007\/3-540-45014-9_7","volume-title":"Multiple Classifier Systems","author":"L. Lam","year":"2000","unstructured":"Lam, L.: Classifier Combinations: Implementations and Theoretical Issues. In: Kittler, J., Roli, F. (eds.) MCS 2000. LNCS, vol.\u00a01857, pp. 78\u201386. Springer, Heidelberg (2000)"},{"issue":"1","key":"63_CR7","doi-asserted-by":"publisher","first-page":"37","DOI":"10.1016\/j.inffus.2004.04.006","volume":"6","author":"M. Gal-Or","year":"2005","unstructured":"Gal-Or, M., May, J.H., Spangler, W.E.: Assessing the predictive accuracy of diversity measures with domain-dependent asymmetric misclassification costs. Information Fusion\u00a06(1), 37\u201348 (2005)","journal-title":"Information Fusion"},{"key":"63_CR8","unstructured":"Brown, G.: Diversity in neural network ensembles. Ph.D. thesis, School of Computer Science, University of Birmingham (2004)"},{"key":"63_CR9","doi-asserted-by":"publisher","first-page":"181","DOI":"10.1023\/A:1022859003006","volume":"51","author":"L.I. Kuncheva","year":"2003","unstructured":"Kuncheva, L.I., Whitaker, C.J.: Measures of diversity in classifier ensembles. Machine Learning\u00a051, 181\u2013207 (2003)","journal-title":"Machine Learning"},{"key":"63_CR10","doi-asserted-by":"publisher","first-page":"385","DOI":"10.1080\/095400996116839","volume":"8","author":"K. Tumer","year":"1996","unstructured":"Tumer, K., Ghosh, J.: Error correlation and reduction in ensemble classifiers. Connection Science\u00a08, 385\u2013404 (1996)","journal-title":"Connection Science"},{"key":"63_CR11","unstructured":"Masisi, L., Nelwamondo, F.V., Marwala, T.: The effect of structural diversity of an ensemble of classifiers on classification accuracy. In: IASTED International Conference on Modelling and Simulation, Africa-MS (2008)"},{"key":"63_CR12","first-page":"123","volume":"24","author":"L. Breiman","year":"1992","unstructured":"Breiman, L.: Bagging predictors. Machine Learning\u00a024, 123\u2013140 (1992)","journal-title":"Machine Learning"},{"key":"63_CR13","doi-asserted-by":"publisher","first-page":"915","DOI":"10.1109\/TSMCB.2005.847740","volume":"35","author":"E. Cantu-Paz","year":"2005","unstructured":"Cantu-Paz, E., Kamath, C.: An empirical comparison of combinations of evolutionary algorithms and neural networks for classification problems. Systems, Man, and Cybernetics-Part B: Cybernetics\u00a035, 915\u2013927 (2005)","journal-title":"Systems, Man, and Cybernetics-Part B: Cybernetics"},{"key":"63_CR14","doi-asserted-by":"publisher","first-page":"275","DOI":"10.1016\/j.jmgm.2003.10.001","volume":"22","author":"S. Izrailev","year":"2004","unstructured":"Izrailev, S., Agrafiotis, D.K.: A method for quantifying and visualizing the diversity of qsar models. Journal of Molecular Graphics and Modelling\u00a022, 275\u2013284 (2004)","journal-title":"Journal of Molecular Graphics and Modelling"},{"key":"63_CR15","doi-asserted-by":"crossref","unstructured":"Jimenez, D.A., Walsh, N.: Dynamically weighted ensemble neural networks for classification. In: Proceedings of the 1998 International Joint Conference on Neural Networks (1998)","DOI":"10.1109\/IJCNN.1998.682375"},{"key":"63_CR16","doi-asserted-by":"crossref","unstructured":"Marwala, T., Lagazio, M.: Modeling and controlling interstate conflict. In: IEEE International Joint Conference on Neural Networks, Budapest, Hungary, pp. 1233\u20131238 (2004)","DOI":"10.1109\/IJCNN.2004.1380119"},{"key":"63_CR17","doi-asserted-by":"crossref","unstructured":"Kuncheva, L.I., Whitaker, C.J., Shipp, C.A., Duin, R.P.W.: Is independence good for combining classiffiers? In: Proceedings of 15th International Conference on Parttern Recognition, vol.\u00a02, pp. 168\u2013171 (2000)","DOI":"10.1109\/ICPR.2000.906041"}],"container-title":["Lecture Notes in Computer Science","Advances in Neuro-Information Processing"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-642-03040-6_63","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,2,11]],"date-time":"2025-02-11T15:29:39Z","timestamp":1739287779000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-642-03040-6_63"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2009]]},"ISBN":["9783642030390","9783642030406"],"references-count":17,"URL":"https:\/\/doi.org\/10.1007\/978-3-642-03040-6_63","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2009]]}}}