Korbicz, Józef (1951- ) - red. ; Uciński, Dariusz - red.
A novel method for feature extraction and recognition called Kernel Fuzzy Discriminant Analysis (KFDA) is proposed in this paper to deal with recognition problems, e.g., for images. The KFDA method is obtained by combining the advantages of fuzzy methods and a kernel trick. Based on the orthogonal-triangular decomposition of a matrix and Singular Value Decomposition (SVD), two different variants, KFDA/QR and KFDA/SVD, of KFDA are obtained. ; In the proposed method, the membership degree is incorporated into the definition of between-class and within-class scatter matrices to get fuzzy between-class and within-class scatter matrices. The membership degree is obtained by combining the measures of features of samples data. In addition, the effects of employing different measures is investigated from a pure mathematical point of view, and the t-test statistical method is used for comparing the robustness of the learning algorithm. ; Experimental results on ORL and FERET face databases show that KFDA/QR and KFDA/SVD are more effective and feasible than Fuzzy Discriminant Analysis (FDA) and Kernel Discriminant Analysis (KDA) in terms of the mean correct recognition rate.
Zielona Góra: Uniwersytet Zielonogórski
AMCS, volume 23, number 4 (2013) ; kliknij tutaj, żeby przejść
Biblioteka Uniwersytetu Zielonogórskiego
2024-11-05
2024-04-23
47
https://zbc.uz.zgora.pl/publication/88705
Nazwa wydania | Data |
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A practical application of kernel-based fuzzy discriminant analysis | 2024-11-05 |
Antoulas, Athanasios C. Sorensen, Dan C. Campbell, Stephen L. - ed.
Runquan, Li "Lubpress" (Zielona Góra) Kożuchowski Ośrodek Kultury i Sportu "Zamek" (Kożuchów). (ul. Klasztorna 14, 67-120 Kożuchów, tel. (068) 553-55-36)
Guangjun, Li Gazeta Lubuska (Zielona Góra) Kożuchowski Ośrodek Kultury i Sportu "Zamek" (Kożuchów). (ul. Klasztorna 14, 67-120 Kożuchów, tel. (068) 553-55-36) "Lubpress" (Zielona Góra)
Guangjun, Li Gazeta Lubuska (Zielona Góra) Kożuchowski Ośrodek Kultury i Sportu "Zamek" (Kożuchów). (ul. Klasztorna 14, 67-120 Kożuchów, tel. (068) 553-55-36) "Lubpress" (Zielona Góra)
Li, Guangjun "Lubpress" (Zielona Góra) Kożuchowski Ośrodek Kultury i Sportu "Zamek" (Kożuchów). (ul. Klasztorna 14, 67-120 Kożuchów, tel. (068) 553-55-36)
Li, Guangjun "Lubpress" (Zielona Góra) Kożuchowski Ośrodek Kultury i Sportu "Zamek" (Kożuchów). (ul. Klasztorna 14, 67-120 Kożuchów, tel. (068) 553-55-36)
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