DC Field | Value | Language |
---|---|---|
dc.contributor.author | Jeon, Moon-Jin | ko |
dc.contributor.author | Lee, Sang Wan | ko |
dc.contributor.author | Bien, Zeung nam | ko |
dc.date.accessioned | 2016-05-12T03:05:27Z | - |
dc.date.available | 2016-05-12T03:05:27Z | - |
dc.date.created | 2016-02-17 | - |
dc.date.created | 2016-02-17 | - |
dc.date.created | 2016-02-17 | - |
dc.date.issued | 2011-07 | - |
dc.identifier.citation | International Journal of Fuzzy System Applications, v.1, no.3, pp.15 - 31 | - |
dc.identifier.issn | 2156-177X | - |
dc.identifier.uri | http://hdl.handle.net/10203/207232 | - |
dc.description.abstract | As an emerging human-computer interaction (HCI) technology, recognition of human hand gesture is considered a very powerful means for human intention reading. To construct a system with a reliable and robust hand gesture recognition algorithm, it is necessary to resolve several major difficulties of hand gesture recognition, such as inter-person variation, intra-person variation, and false positive error caused by meaningless hand gestures. This paper proposes a learning algorithm and also a classification technique, based on multivariate fuzzy decision tree (MFDT). Efficient control of a fuzzified decision boundary in the MFDT leads to reduction of intra-person variation, while proper selection of a user dependent (UD) recognition model contributes to minimization of inter-person variation. The proposed method is tested first by using two benchmark data sets in UCI Machine Learning Repository and then by a hand gesture data set obtained from 10 people for 15 days. The experimental results show a discernibly enhanced classification performance as well as user adaptation capability of the proposed algorithm. © 2011, IGI Global. | - |
dc.language | English | - |
dc.publisher | IGI Publishing | - |
dc.title | Hand gesture recognition using multivariate fuzzy decision tree and user adaptation | - |
dc.type | Article | - |
dc.identifier.scopusid | 2-s2.0-84897479961 | - |
dc.type.rims | ART | - |
dc.citation.volume | 1 | - |
dc.citation.issue | 3 | - |
dc.citation.beginningpage | 15 | - |
dc.citation.endingpage | 31 | - |
dc.citation.publicationname | International Journal of Fuzzy System Applications | - |
dc.identifier.doi | 10.4018/ijfsa.2011070102 | - |
dc.contributor.localauthor | Lee, Sang Wan | - |
dc.contributor.localauthor | Bien, Zeung nam | - |
dc.contributor.nonIdAuthor | Jeon, Moon-Jin | - |
dc.subject.keywordAuthor | Hand Gesture Recognition | - |
dc.subject.keywordAuthor | Learning Algorithm | - |
dc.subject.keywordAuthor | Model Selection | - |
dc.subject.keywordAuthor | Multivariate Fuzzy Decision Tree | - |
dc.subject.keywordAuthor | User Adaptation | - |
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