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dc.contributor.authorXuan, Cuong Pham
dc.contributor.authorManh, Truong Dang
dc.contributor.authorSang, Viet Dinh
dc.contributor.authorSon, Hoang
dc.contributor.authorTien, Thanh Nguyen
dc.contributor.authorLiew, Alan Wee-Chung
dc.contributor.editorGuo, Y
dc.contributor.editorLi, H
dc.contributor.editorCai, W
dc.contributor.editorMurshed, M
dc.contributor.editorWang, Z
dc.contributor.editorGao, J
dc.contributor.editorFeng, DD
dc.date.accessioned2018-07-03T01:22:34Z
dc.date.available2018-07-03T01:22:34Z
dc.date.issued2017
dc.identifier.isbn9781538628393
dc.identifier.doi10.1109/DICTA.2017.8227456
dc.identifier.urihttp://hdl.handle.net/10072/377989
dc.description.abstractIn this study, we introduce an ensemble-based approach for online machine learning. Here, instead of working on the original data, several Hoeffding tree classifiers classify and are updated on the lower dimensional projected data generated from originality by random projections. Since random projection is unstable, from one example, many diverse training data can be created to train the set of Hoeffding tree classifiers. The experiments conducted on a number of datasets chosen from different sources demonstrate that the proposed approach performs significantly better than the single Hoeffding tree and some well-known online learning algorithms including additive models and Online Bagging.
dc.description.peerreviewedYes
dc.languageEnglish
dc.publisherInstitute of Electrical and Electronics Engineers (IEEE)
dc.publisher.placeUnited States
dc.relation.ispartofconferencenameInternational Conference on Digital Image Computing - Techniques and Applications (DICTA)
dc.relation.ispartofconferencetitle2017 INTERNATIONAL CONFERENCE ON DIGITAL IMAGE COMPUTING - TECHNIQUES AND APPLICATIONS (DICTA)
dc.relation.ispartofdatefrom2017-11-29
dc.relation.ispartofdateto2017-12-01
dc.relation.ispartoflocationSydney, AUSTRALIA
dc.relation.ispartofpagefrom710
dc.relation.ispartofpagefrom8 pages
dc.relation.ispartofpageto717
dc.relation.ispartofpageto8 pages
dc.relation.ispartofvolume2017-December
dc.subject.fieldofresearchArtificial Intelligence and Image Processing not elsewhere classified
dc.subject.fieldofresearchArtificial Intelligence and Image Processing
dc.subject.fieldofresearchcode080199
dc.subject.fieldofresearchcode0801
dc.titleLearning from data stream based on Random Projection and Hoeffding Tree classifier
dc.typeConference output
dc.type.descriptionE1 - Conferences
dc.type.codeE - Conference Publications
gro.hasfulltextNo Full Text
gro.griffith.authorLiew, Alan Wee-Chung
gro.griffith.authorNguyen, Tien Thanh T.


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