{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,6,10]],"date-time":"2025-06-10T17:40:05Z","timestamp":1749577205872,"version":"3.41.0"},"publisher-location":"Cham","reference-count":22,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319453774"},{"type":"electronic","value":"9783319453781"}],"license":[{"start":{"date-parts":[[2016,1,1]],"date-time":"2016-01-01T00:00:00Z","timestamp":1451606400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2016,1,1]],"date-time":"2016-01-01T00:00:00Z","timestamp":1451606400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2016]]},"DOI":"10.1007\/978-3-319-45378-1_42","type":"book-chapter","created":{"date-parts":[[2016,9,8]],"date-time":"2016-09-08T05:04:15Z","timestamp":1473311055000},"page":"473-480","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["Ensemble of Classifiers with Modification of Confidence Values"],"prefix":"10.1007","author":[{"given":"Robert","family":"Burduk","sequence":"first","affiliation":[]},{"given":"Paulina","family":"Baczy\u0144ska","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2016,9,9]]},"reference":[{"issue":"2\u20133","key":"42_CR1","first-page":"255","volume":"17","author":"J Alcal\u00e1","year":"2010","unstructured":"Alcal\u00e1, J., Fern\u00e1ndez, A., Luengo, J., Derrac, J., Garc\u00cda, S., S\u00e1nchez, L., Herrera, F.: Keel data-mining software tool: data set repository, integration of algorithms and experimental analysis framework. J. Mult.-Valued Logic Soft Comput. 17(2\u20133), 255\u2013287 (2010)","journal-title":"J. Mult.-Valued Logic Soft Comput."},{"key":"42_CR2","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"61","DOI":"10.1007\/978-3-319-24834-9_8","volume-title":"Intelligent Data Engineering and Automated Learning \u2013 IDEAL 2015","author":"P Baczy\u0144ska","year":"2015","unstructured":"Baczy\u0144ska, P., Burduk, R.: Ensemble selection based on discriminant functions in binary classification task. In: Jackowski, K., et al. (eds.) IDEAL 2015. LNCS, vol. 9375, pp. 61\u201368. Springer, Heidelberg (2015). doi:10.1007\/978-3-319-24834-9_8"},{"issue":"3","key":"42_CR3","doi-asserted-by":"publisher","first-page":"229","DOI":"10.1023\/A:1007682208299","volume":"40","author":"L Breiman","year":"2000","unstructured":"Breiman, L.: Randomizing outputs to increase prediction accuracy. Mach. Learn. 40(3), 229\u2013242 (2000)","journal-title":"Mach. Learn."},{"issue":"11","key":"42_CR4","doi-asserted-by":"publisher","first-page":"3665","DOI":"10.1016\/j.patcog.2014.05.003","volume":"47","author":"AS Britto","year":"2014","unstructured":"Britto, A.S., Sabourin, R., Oliveira, L.E.: Dynamic selection of classifiers\u2013a comprehensive review. Pattern Recogn. 47(11), 3665\u20133680 (2014)","journal-title":"Pattern Recogn."},{"issue":"14","key":"42_CR5","doi-asserted-by":"publisher","first-page":"1623","DOI":"10.1016\/j.patrec.2013.05.022","volume":"34","author":"R Burduk","year":"2013","unstructured":"Burduk, R.: Classifier fusion with interval-valued weights. Pattern Recogn. Lett. 34(14), 1623\u20131629 (2013)","journal-title":"Pattern Recogn. Lett."},{"issue":"4","key":"42_CR6","doi-asserted-by":"publisher","first-page":"472","DOI":"10.1016\/j.patrec.2006.09.001","volume":"28","author":"AM Canuto","year":"2007","unstructured":"Canuto, A.M., Abreu, M.C., de Melo Oliveira, L., Xavier, J.C., Santos, A.D.M.: Investigating the inuence of the choice of the ensemble members in accuracy and diversity of selection-based and fusion-based methods for ensembles. Pattern Recogn. Lett. 28(4), 472\u2013486 (2007)","journal-title":"Pattern Recogn. Lett."},{"doi-asserted-by":"crossref","unstructured":"Duin, R.P.: The combining classifier: to train or not to train? In: Proceedings of the 16th International Conference on Pattern Recognition, 2002, vol. 2, pp. 765\u2013770. IEEE (2002)","key":"42_CR7","DOI":"10.1109\/ICPR.2002.1048415"},{"key":"42_CR8","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"148","DOI":"10.1007\/978-3-642-40925-7_15","volume-title":"Computer Information Systems and Industrial Management","author":"P Forczma\u0144ski","year":"2013","unstructured":"Forczma\u0144ski, P., \u0141abed\u017a, P.: Recognition of occluded faces based on multi-subspace classification. In: Saeed, K., Chaki, R., Cortesi, A., Wierzcho\u0144, S. (eds.) CISIM 2013. LNCS, vol. 8104, pp. 148\u2013157. Springer, Heidelberg (2013)"},{"unstructured":"Frank, A., Asuncion, A.: UCI Machine Learning Repository (2010)","key":"42_CR9"},{"key":"42_CR10","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"774","DOI":"10.1007\/978-3-642-39094-4_89","volume-title":"Image Analysis and Recognition","author":"D Frejlichowski","year":"2013","unstructured":"Frejlichowski, D.: An algorithm for the automatic analysis of characters located on car license plates. In: Kamel, M., Campilho, A. (eds.) ICIAR 2013. LNCS, vol. 7950, pp. 774\u2013781. Springer, Heidelberg (2013)"},{"unstructured":"Freund, Y., Schapire, R.E., et al.: Experiments with a new boosting algorithm. In: ICML, vol. 96, pp. 148\u2013156 (1996)","key":"42_CR11"},{"key":"42_CR12","doi-asserted-by":"publisher","first-page":"25","DOI":"10.1016\/S0167-8655(00)00096-9","volume":"22","author":"G Giacinto","year":"2001","unstructured":"Giacinto, G., Roli, F.: An approach to the automatic design of multiple classifier systems. Pattern Recogn. Lett. 22, 25\u201333 (2001)","journal-title":"Pattern Recogn. Lett."},{"issue":"1","key":"42_CR13","doi-asserted-by":"publisher","first-page":"175","DOI":"10.1016\/j.cmpb.2013.10.007","volume":"113","author":"HH Inbarani","year":"2014","unstructured":"Inbarani, H.H., Azar, A.T., Jothi, G.: Supervised hybrid feature selection based on PSO and rough sets for medical diagnosis. Comput. Methods Programs Biomed. 113(1), 175\u2013185 (2014)","journal-title":"Comput. Methods Programs Biomed."},{"issue":"03","key":"42_CR14","doi-asserted-by":"publisher","first-page":"1430007","DOI":"10.1142\/S0129065714300071","volume":"24","author":"K Jackowski","year":"2014","unstructured":"Jackowski, K., Krawczyk, B., Wo\u017aniak, M.: Improved adaptive splitting, selection: the hybrid training method of a classifier based on a feature space partitioning. Int. J. Neural Syst. 24(03), 1430007 (2014)","journal-title":"Int. J. Neural Syst."},{"key":"42_CR15","series-title":"Lecture Notes in Computer Science (Lecture Notes in Artificial Intelligence)","doi-asserted-by":"publisher","first-page":"265","DOI":"10.1007\/978-3-540-69731-2_26","volume-title":"Artificial Intelligence and Soft Computing \u2013 ICAISC 2008","author":"M Korytkowski","year":"2008","unstructured":"Korytkowski, M., Rutkowski, L., Scherer, R.: From ensemble of fuzzy classifiers to single fuzzy rule base classifier. In: Rutkowski, L., Tadeusiewicz, R., Zadeh, L.A., Zurada, J.M. (eds.) ICAISC 2008. LNCS (LNAI), vol. 5097, pp. 265\u2013272. Springer, Heidelberg (2008)"},{"key":"42_CR16","doi-asserted-by":"publisher","DOI":"10.1002\/0471660264","volume-title":"Combining Pattern Classifiers: Methods and Algorithms","author":"LI Kuncheva","year":"2004","unstructured":"Kuncheva, L.I.: Combining Pattern Classifiers: Methods and Algorithms. Wiley, Hoboken (2004)"},{"issue":"2","key":"42_CR17","doi-asserted-by":"publisher","first-page":"299","DOI":"10.1016\/S0031-3203(99)00223-X","volume":"34","author":"LI Kuncheva","year":"2001","unstructured":"Kuncheva, L.I., Bezdek, J.C., Duin, R.P.: Decision templates for multiple classifier fusion: an experimental comparison. Pattern Recogn. 34(2), 299\u2013314 (2001)","journal-title":"Pattern Recogn."},{"issue":"3","key":"42_CR18","doi-asserted-by":"publisher","first-page":"485","DOI":"10.1007\/s10044-014-0425-3","volume":"18","author":"I Rejer","year":"2015","unstructured":"Rejer, I.: Genetic algorithm with aggressive mutation for feature selection in BCI feature space. Pattern Anal. Appl. 18(3), 485\u2013492 (2015)","journal-title":"Pattern Anal. Appl."},{"issue":"1","key":"42_CR19","doi-asserted-by":"publisher","first-page":"63","DOI":"10.1016\/j.inffus.2004.04.008","volume":"6","author":"D Ruta","year":"2005","unstructured":"Ruta, D., Gabrys, B.: Classifier selection for majority voting. Inf. Fusion 6(1), 63\u201381 (2005)","journal-title":"Inf. Fusion"},{"issue":"4","key":"42_CR20","doi-asserted-by":"publisher","first-page":"867","DOI":"10.2478\/v10006-012-0064-z","volume":"22","author":"B Trawi\u0144ski","year":"2012","unstructured":"Trawi\u0144ski, B., Sm\u0229etek, M., Telec, Z., Lasota, T.: Nonparametric statistical analysis for multiple comparison of machine learning regression algorithms. Int. J. Appl. Math. Comput. Sci. 22(4), 867\u2013881 (2012)","journal-title":"Int. J. Appl. Math. Comput. Sci."},{"issue":"3","key":"42_CR21","doi-asserted-by":"publisher","first-page":"418","DOI":"10.1109\/21.155943","volume":"22","author":"L Xu","year":"1992","unstructured":"Xu, L., Krzy\u017cak, A., Suen, C.Y.: Methods of combining multiple classifiers and their applications to handwriting recognition. IEEE Trans. Syst. Man Cybern. 22(3), 418\u2013435 (1992)","journal-title":"IEEE Trans. Syst. Man Cybern."},{"issue":"16006","key":"42_CR22","first-page":"1","volume":"11","author":"R Zdunek","year":"2016","unstructured":"Zdunek, R., Nowak, M., Pli\u0144ski, E.: Statistical classification of soft solder alloys by laser-induced breakdown spectroscopy: review of methods. J. Eur. Optical Soc.-Rapid Publ. 11(16006), 1\u201320 (2016)","journal-title":"J. Eur. Optical Soc.-Rapid Publ."}],"container-title":["Lecture Notes in Computer Science","Computer Information Systems and Industrial Management"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-45378-1_42","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,10]],"date-time":"2025-06-10T17:23:20Z","timestamp":1749576200000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-319-45378-1_42"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016]]},"ISBN":["9783319453774","9783319453781"],"references-count":22,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-45378-1_42","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2016]]},"assertion":[{"value":"9 September 2016","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"CISIM","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"IFIP International Conference on Computer Information Systems and Industrial Management","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Vilnius","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Lithuania","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2016","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"14 September 2016","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"16 September 2016","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"15","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"cisim2016","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"This content has been made available to all.","name":"free","label":"Free to read"}]}}