On the feature extraction in discrete space
dc.authorid | 0000-0001-5838-4615 | |
dc.contributor.author | Yıldız, Olcay Taner | en_US |
dc.date.accessioned | 2015-01-15T23:02:51Z | |
dc.date.available | 2015-01-15T23:02:51Z | |
dc.date.issued | 2014-05 | |
dc.department | Işık Üniversitesi, Mühendislik Fakültesi, Bilgisayar Mühendisliği Bölümü | en_US |
dc.department | Işık University, Faculty of Engineering, Department of Computer Engineering | en_US |
dc.description.abstract | In many pattern recognition applications, feature space expansion is a key step for improving the performance of the classifier. In this paper, we (i) expand the discrete feature space by generating all orderings of values of k discrete attributes exhaustively, (ii) modify the well-known decision tree and rule induction classifiers (ID3, Quilan, 1986 [1] and Ripper, Cohen, 1995 [2]) using these orderings as the new attributes. Our simulation results on 15 datasets from UCI repository [3] show that the novel classifiers perform better than the proper ones in terms of error rate and complexity. | en_US |
dc.description.sponsorship | This work has been supported by the Turkish Scientific Technical Research Council (TUBITAK) EEEAG 107E127 | en_US |
dc.description.version | Publisher's Version | en_US |
dc.description.version | Author Pre-Print | en_US |
dc.identifier.citation | Yıldız, O. T. (2014). On the feature extraction in discrete space. Pattern Recognition, 47(5), 1988-1993. doi:10.1016/j.patcog.2013.11.023 | en_US |
dc.identifier.doi | 10.1016/j.patcog.2013.11.023 | |
dc.identifier.endpage | 1993 | |
dc.identifier.issn | 0031-3203 | |
dc.identifier.issn | 1873-5142 | |
dc.identifier.issue | 5 | |
dc.identifier.scopus | 2-s2.0-84893640917 | en_US |
dc.identifier.scopusquality | Q1 | |
dc.identifier.startpage | 1988 | |
dc.identifier.uri | https://hdl.handle.net/11729/535 | |
dc.identifier.uri | http://dx.doi.org/10.1016/j.patcog.2013.11.023 | |
dc.identifier.volume | 47 | |
dc.identifier.wos | WOS:000331667400017 | en_US |
dc.identifier.wosquality | Q1 | |
dc.indekslendigikaynak | Web of Science | en_US |
dc.indekslendigikaynak | Scopus | en_US |
dc.indekslendigikaynak | Science Citation Index Expanded (SCI-EXPANDED) | en_US |
dc.institutionauthor | Yıldız, Olcay Taner | en_US |
dc.language.iso | en | en_US |
dc.peerreviewed | Yes | en_US |
dc.publicationstatus | Published | en_US |
dc.publisher | Elsevier Sci Ltd | en_US |
dc.relation.ispartof | Pattern Recognition | en_US |
dc.relation.publicationcategory | Makale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı | en_US |
dc.rights | info:eu-repo/semantics/closedAccess | en_US |
dc.subject | Feature extraction | en_US |
dc.subject | Discrete space | en_US |
dc.subject | Decision tree induction | en_US |
dc.subject | Rule induction | en_US |
dc.subject | Decision trees | en_US |
dc.title | On the feature extraction in discrete space | en_US |
dc.type | Article | en_US |