Fuzzy c-means based support vector machines classifier for perfume recognition
| dc.contributor.author | Esme, Engin | |
| dc.contributor.author | Karlik, Bekir | |
| dc.date.accessioned | 2024-03-13T10:30:55Z | |
| dc.date.available | 2024-03-13T10:30:55Z | |
| dc.date.issued | 2016 | |
| dc.department | İstanbul Beykent Üniversitesi | en_US |
| dc.description.abstract | Identification of more than three perfumes is very difficult for the human nose. It is also a problem to recognize patterns of perfume odor with an electronic nose that has multiple sensors. For this reason, a new hybrid classifier has been presented to identify type of perfume from a closely similar data set of 20 different odors of perfumes. The structure of this hybrid technique is the combination of unsupervised fuzzy clustering c-mean (FCM) and supervised support vector machine (SVM). On the other hand this proposed soft computing technique was compared with the other well-known learning algorithms. The results show that the proposed hybrid algorithm's accuracy is 97.5% better than the others. (C) 2016 Elsevier B.V. All rights reserved. | en_US |
| dc.identifier.doi | 10.1016/j.asoc.2016.05.030 | |
| dc.identifier.endpage | 458 | en_US |
| dc.identifier.issn | 1568-4946 | |
| dc.identifier.issn | 1872-9681 | |
| dc.identifier.scopus | 2-s2.0-84971264764 | en_US |
| dc.identifier.scopusquality | Q1 | en_US |
| dc.identifier.startpage | 452 | en_US |
| dc.identifier.uri | https://doi.org/10.1016/j.asoc.2016.05.030 | |
| dc.identifier.uri | https://hdl.handle.net/20.500.12662/3611 | |
| dc.identifier.volume | 46 | en_US |
| dc.identifier.wos | WOS:000377999900033 | en_US |
| dc.identifier.wosquality | Q1 | en_US |
| dc.indekslendigikaynak | Web of Science | en_US |
| dc.indekslendigikaynak | Scopus | en_US |
| dc.language.iso | en | en_US |
| dc.publisher | Elsevier Science Bv | en_US |
| dc.relation.ispartof | Applied Soft Computing | 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 | Classifier | en_US |
| dc.subject | Soft computing | en_US |
| dc.subject | Perfume recognition | en_US |
| dc.subject | Fuzzy c-means | en_US |
| dc.subject | Support vector machines | en_US |
| dc.subject | Artificial neural network | en_US |
| dc.title | Fuzzy c-means based support vector machines classifier for perfume recognition | en_US |
| dc.type | Article | en_US |
