{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,3]],"date-time":"2026-07-03T07:04:30Z","timestamp":1783062270785,"version":"3.54.6"},"publisher-location":"Cham","reference-count":20,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783030613792","type":"print"},{"value":"9783030613808","type":"electronic"}],"license":[{"start":{"date-parts":[[2020,1,1]],"date-time":"2020-01-01T00:00:00Z","timestamp":1577836800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2020,1,1]],"date-time":"2020-01-01T00:00:00Z","timestamp":1577836800000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2020]]},"DOI":"10.1007\/978-3-030-61380-8_31","type":"book-chapter","created":{"date-parts":[[2020,10,15]],"date-time":"2020-10-15T19:04:06Z","timestamp":1602788646000},"page":"456-470","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["Comparative Study of Fast Stacking Ensembles Families Algorithms"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-6958-4508","authenticated-orcid":false,"given":"Laura Maria Palomino","family":"Mari\u00f1o","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1133-9096","authenticated-orcid":false,"given":"Agust\u00edn Alejandro","family":"Ortiz-D\u00edaz","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1899-1506","authenticated-orcid":false,"given":"Germano Crispim","family":"Vasconcelos","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2020,10,13]]},"reference":[{"key":"31_CR1","doi-asserted-by":"publisher","DOI":"10.1007\/3-540-73679-4","volume-title":"Learning From Data Streams: Processing Techniques in Sensor Network","author":"J Gama","year":"2007","unstructured":"Gama, J., Gaber, M.: Learning From Data Streams: Processing Techniques in Sensor Network. Springer, Heidelberg (2007). \nhttps:\/\/doi.org\/10.1007\/3-540-73679-4"},{"key":"31_CR2","doi-asserted-by":"crossref","unstructured":"Aggarwal, C.: Data Classification: Algorithms and Applications (2014)","DOI":"10.1201\/b17320"},{"key":"31_CR3","unstructured":"Fr\u00edas-Blanco, I.: Nuevos m\u00e9todos para el aprendizaje en flujos de datos no estacionarios. Granada University (2014)"},{"key":"31_CR4","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1155\/2015\/235810","volume":"2015","author":"A Ortiz-Diaz","year":"2015","unstructured":"Ortiz-Diaz, A., et al.: Fast adapting ensemble: a new algorithm for mining data streams with concept drift. Sci. World J. 2015, 1\u201314 (2015)","journal-title":"Sci. World J."},{"key":"31_CR5","doi-asserted-by":"publisher","first-page":"213","DOI":"10.1016\/j.inffus.2019.03.006","volume":"52","author":"R Barros","year":"2019","unstructured":"Barros, R., Silas, G.: An overview and comprehensive comparison of ensembles for concept drift. Inf. Fusion Number C 52, 213\u2013244 (2019)","journal-title":"Inf. Fusion Number C"},{"key":"31_CR6","volume-title":"Oxford Dictionary of English","author":"A Stevenson","year":"2010","unstructured":"Stevenson, A.: Oxford Dictionary of English. Oxford University Press, Oxford (2010)"},{"key":"31_CR7","doi-asserted-by":"crossref","unstructured":"Fr\u00edas-Blanco, I., Verdecia-Cabrera, A., Ortiz-Diaz, A., Carvalho, A.: Fast adaptive stacking of ensembles. In: Proceedings of the 31st Annual ACM Symposium on Applied Computing, pp. 929\u2013934. ACM (2016)","DOI":"10.1145\/2851613.2851655"},{"issue":"3","key":"31_CR8","doi-asserted-by":"publisher","first-page":"810","DOI":"10.1109\/TKDE.2014.2345382","volume":"27","author":"I Fr\u00edas-Blanco","year":"2015","unstructured":"Fr\u00edas-Blanco, I., et al.: Online and non-parametric drift detection methods based on Hoeffding\u2019s bounds. Trans. Knowl. Data Eng. 27(3), 810\u2013823 (2015)","journal-title":"Trans. Knowl. Data Eng."},{"key":"31_CR9","doi-asserted-by":"publisher","unstructured":"Oza, N., Russell, S.: Online bagging and boosting. Artif. Intell. Stat. 105\u2013112 (2001). \nhttps:\/\/doi.org\/10.1109\/ICSMC.2005.1571498","DOI":"10.1109\/ICSMC.2005.1571498"},{"key":"31_CR10","doi-asserted-by":"publisher","first-page":"13","DOI":"10.1080\/01621459.1963.10500830","volume":"58","author":"W Hoeffding","year":"1968","unstructured":"Hoeffding, W.: Probability inequalities for sums of bounded random variables. J. Am. Stat. Assoc. 58, 13\u201330 (1968)","journal-title":"J. Am. Stat. Assoc."},{"key":"31_CR11","unstructured":"Ortiz-D\u00edaz, A.: Algoritmo multiclasificador con aprendizaje incremental al que manipula cambios de conceptos. Universidad de Granada, Espa\u00f1a (2014)"},{"key":"31_CR12","doi-asserted-by":"crossref","unstructured":"Mari\u00f1o, L., Hidalgo, J., Barros, R., Vasconcelos, G.: Improving fast adaptive stacking of ensembles. In: International Joint Conference on Neural Networks (IJCNN), pp. 1\u20138. IEEE (2019)","DOI":"10.1109\/IJCNN.2019.8852470"},{"key":"31_CR13","doi-asserted-by":"crossref","unstructured":"Menahem, E., Rokach, L., Elovici, Y.: Combining one-class classifiers via meta learning. In: Proceedings of the 22nd ACM International Conference on Information & Knowledge Management, pp. 2435\u20132440. ACM (2013)","DOI":"10.1145\/2505515.2505619"},{"issue":"11","key":"31_CR14","doi-asserted-by":"publisher","first-page":"3705","DOI":"10.1080\/01431161.2018.1446566","volume":"39","author":"H Shen","year":"2018","unstructured":"Shen, H., Lin, Y., Tian, Q., Xu, K., Jiao, J.: A comparison of multiple classifier combinations using different voting-weights for remote sensing image classification. Int. J. Rem. Sens. 39(11), 3705\u20133722 (2018)","journal-title":"Int. J. Rem. Sens."},{"key":"31_CR15","doi-asserted-by":"publisher","first-page":"125","DOI":"10.1016\/j.ins.2016.03.043","volume":"357","author":"G Song","year":"2016","unstructured":"Song, G., Ye, Y., Zhang, H., Xu, X., Lau, R., Liu, F.: Dynamic clustering forest: an ensemble framework to efficiently classify textual data stream with concept drift. Inf. Sci. 357, 125\u2013143 (2016)","journal-title":"Inf. Sci."},{"issue":"200","key":"31_CR16","doi-asserted-by":"publisher","first-page":"675","DOI":"10.1080\/01621459.1937.10503522","volume":"32","author":"M Friedman","year":"1937","unstructured":"Friedman, M.: The use of ranks to avoid the assumption of normality implicit in the analysis of variance. J. Am. Stat. Assoc. 32(200), 675\u2013701 (1937)","journal-title":"J. Am. Stat. Assoc."},{"key":"31_CR17","first-page":"1","volume":"7","author":"J Dem\u0161ar","year":"2006","unstructured":"Dem\u0161ar, J.: Statistical comparisons of classifiers over multiple data sets. J. Mach. Learn. Res. 7, 1\u201330 (2006). \nJMLR.org","journal-title":"J. Mach. Learn. Res."},{"issue":"293","key":"31_CR18","doi-asserted-by":"publisher","first-page":"52","DOI":"10.1080\/01621459.1961.10482090","volume":"56","author":"O Dunn","year":"1961","unstructured":"Dunn, O.: Multiple comparisons among means. J. Am. Stat. Assoc. 56(293), 52\u201364 (1961)","journal-title":"J. Am. Stat. Assoc."},{"key":"31_CR19","unstructured":"Dictionary Cambridge: Cambridge advanced learner\u2019s dictionary. PONS-Worterbucher, Klett Ernst Verlag GmbH (2008)"},{"key":"31_CR20","unstructured":"Qun, Z., Xuegang, H., Yuhong, Z., Peipei, L., Xindong, W.: A double-window-based classification algorithm for concept drifting data streams, pp. 639\u2013644. IEEE (2010)"}],"container-title":["Lecture Notes in Computer Science","Intelligent Systems"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-61380-8_31","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,10,15]],"date-time":"2020-10-15T19:44:19Z","timestamp":1602791059000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-030-61380-8_31"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020]]},"ISBN":["9783030613792","9783030613808"],"references-count":20,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-61380-8_31","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2020]]},"assertion":[{"value":"13 October 2020","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"BRACIS","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Brazilian Conference on Intelligent Systems","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Rio Grande","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Brazil","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2020","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"20 October 2020","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"23 October 2020","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"9","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"bracis2020","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/www2.sbc.org.br\/bracis2020\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Double-blind","order":1,"name":"type","label":"Type","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"JEMS","order":2,"name":"conference_management_system","label":"Conference Management System","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"228","order":3,"name":"number_of_submissions_sent_for_review","label":"Number of Submissions Sent for Review","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"91","order":4,"name":"number_of_full_papers_accepted","label":"Number of Full Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"0","order":5,"name":"number_of_short_papers_accepted","label":"Number of Short Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"40% - The value is computed by the equation \"Number of Full Papers Accepted \/ Number of Submissions Sent for Review * 100\" and then rounded to a whole number.","order":6,"name":"acceptance_rate_of_full_papers","label":"Acceptance Rate of Full Papers","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"3","order":7,"name":"average_number_of_reviews_per_paper","label":"Average Number of Reviews per Paper","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"3,5","order":8,"name":"average_number_of_papers_per_reviewer","label":"Average Number of Papers per Reviewer","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"Yes","order":9,"name":"external_reviewers_involved","label":"External Reviewers Involved","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"Due to the Corona pandemic BRACIS 2020 was held as a virtual event.","order":10,"name":"additional_info_on_review_process","label":"Additional Info on Review Process","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}}]}}