Grzymala-Busse, Jerzy - ed. ; Świniarski, Roman W. - ed. ; Zhong, Ning - ed. ; Ziarko, Wojciech - ed.
Rough Sets and Their Applications
The paper presents an application of rough sets and statistical methods to feature reduction and pattern recognition. The presented description of rough sets theory emphasizes the role of rough sets reducts in feature selection and data reduction in pattern recognition. The overview of methods of feature selection emphasizes feature selection criteria, including rough set-based methods. ; The paper also contains a description of the algorithm for feature selection and reduction based on the rough sets method proposed jointly with Principal Component Analysis. Finally, the paper presents numerical results of face recognition experiments using the learning vector quantization neural network, with feature selection based on the proposed principal components analysis and rough sets methods.
Zielona Góra: Uniwersytet Zielonogórski
AMCS, volume 11, number 3 (2001) ; click here to follow the link
Biblioteka Uniwersytetu Zielonogórskiego
Sep 3, 2021
Jul 21, 2021
223
https://www.zbc.uz.zgora.pl/publication/65561
Edition name | Date |
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Rough sets methods in feature reduction and classification | Sep 3, 2021 |
Michalak, Krzysztof Kwaśnicka, Halina Korbicz, Józef (1951- ) - red. Uciński, Dariusz - red.
Nowicki, Robert K. Korbicz, Józef (1951- ) - red. Uciński, Dariusz - red.
Fujarewicz, Krzysztof Wiench, Małgorzata Kimmel, Marek - red. Lachowicz, Mirosław - red. Świerniak, Andrzej - red.
Muszyński, Michał Osowski, Stanisław Abaev, Pavel - ed. Razumchik, Rostislav - ed. Kołodziej, Joanna - ed.
Martinović, Goran Bajer, Dražen Zorić, Bruno Kowal, Marek - red. Korbicz, Józef (1951- ) - red.
Wybraniec-Skardowska, Urszula Grzymala-Busse, Jerzy - ed. Świniarski, Roman W. - ed. Zhong, Ning - ed. Ziarko, Wojciech - ed.
Loken, Terje Komorowski, Jan Grzymala-Busse, Jerzy - ed. Świniarski, Roman W. - ed. Zhong, Ning - ed. Ziarko, Wojciech - ed.
Colomo-Palacios, Ricardo González-Carrasco, Israel López-Cuadrado, José Luis García-Crespo, Ángel Cordón, Oskar - ed. Kazienko, Przemysław - ed.