dc.contributor.author | Ismailoglu, Firat | |
dc.contributor.author | Smirnov, Evgueni | |
dc.contributor.author | Peeters, Ralf | |
dc.contributor.author | Zhou, Shuang | |
dc.contributor.author | Collins, Pieter | |
dc.contributor.editor | Phung, D | |
dc.contributor.editor | Tseng, VS | |
dc.contributor.editor | Webb, GI | |
dc.contributor.editor | Ho, B | |
dc.contributor.editor | Ganji, M | |
dc.contributor.editor | Rashidi, L | |
dc.date.accessioned | 2019-07-27T12:10:23Z | |
dc.date.accessioned | 2019-07-28T09:39:13Z | |
dc.date.available | 2019-07-27T12:10:23Z | |
dc.date.available | 2019-07-28T09:39:13Z | |
dc.date.issued | 2018 | |
dc.identifier.isbn | 978-3-319-93034-3 -- 978-3-319-93033-6 | |
dc.identifier.issn | 0302-9743 | |
dc.identifier.issn | 1611-3349 | |
dc.identifier.uri | https://dx.doi.org/10.1007/978-3-319-93034-3_14 | |
dc.identifier.uri | https://hdl.handle.net/20.500.12418/6492 | |
dc.description | 22nd Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD) -- JUN 03-06, 2018 -- Deakin Univ, Melbourne, AUSTRALIA | en_US |
dc.description | WOS: 000443224400014 | en_US |
dc.description.abstract | This paper introduces a novel classification algorithm for heterogeneous domain adaptation. The algorithm projects both the target and source data into a common feature space of the class decomposition scheme used. The distinctive features of the algorithm are: (1) it does not impose any assumptions on the data other than sharing the same class labels; (2) it allows adaptation of multiple source domains at once; and (3) it can help improving the topology of the projected data for class separability. The algorithm provides two built-in classification rules and allows applying any other classification model. | en_US |
dc.description.sponsorship | Monash Univ, Univ Melbourne, Trusting Social, Asian Off Aerosp Res & Dev AF Off Sci Res | en_US |
dc.language.iso | eng | en_US |
dc.publisher | SPRINGER INTERNATIONAL PUBLISHING AG | en_US |
dc.relation.ispartofseries | Lecture Notes in Artificial Intelligence | |
dc.relation.isversionof | 10.1007/978-3-319-93034-3_14 | en_US |
dc.rights | info:eu-repo/semantics/closedAccess | en_US |
dc.title | Heterogeneous Domain Adaptation Based on Class Decomposition Schemes | en_US |
dc.type | conferenceObject | en_US |
dc.relation.journal | ADVANCES IN KNOWLEDGE DISCOVERY AND DATA MINING, PAKDD 2018, PT I | en_US |
dc.contributor.department | [Ismailoglu, Firat] Cumhuriyet Univ, Dept Comp Engn, Sivas, Turkey -- [Smirnov, Evgueni -- Peeters, Ralf -- Collins, Pieter] Maastricht Univ, Dept Data Sci & Knowledge Engn, Maastricht, Netherlands -- [Zhou, Shuang] Chengdu Univ Informat Technol, Coll Control Engn, Chengdu, Sichuan, Peoples R China | en_US |
dc.identifier.volume | 10937 | en_US |
dc.identifier.endpage | 182 | en_US |
dc.identifier.startpage | 169 | en_US |
dc.relation.publicationcategory | Konferans Öğesi - Uluslararası - Kurum Öğretim Elemanı | en_US |