Type-1 and type-2 fuzzy inference systems as integration methods in modular neural networks for multimodal biometry and its optimization with genetic algorithms
We describe in this paper a comparative study between fuzzy inference systems as methods of integration in modular neural networks for multimodal biometry. These methods of integration are based on techniques of type-1 fuzzy logic and type-2 fuzzy logic. Also, the fuzzy systems are optimized with si...
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| Vydané v: | Information sciences Ročník 179; číslo 13; s. 2123 - 2145 |
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13.06.2009
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| Abstract | We describe in this paper a comparative study between fuzzy inference systems as methods of integration in modular neural networks for multimodal biometry. These methods of integration are based on techniques of type-1 fuzzy logic and type-2 fuzzy logic. Also, the fuzzy systems are optimized with simple genetic algorithms with the goal of having optimized versions of both types of fuzzy systems. First, we considered the use of type-1 fuzzy logic and later the approach with type-2 fuzzy logic. The fuzzy systems were developed using genetic algorithms to handle fuzzy inference systems with different membership functions, like the triangular, trapezoidal and Gaussian; since these algorithms can generate fuzzy systems automatically. Then the response integration of the modular neural network was tested with the optimized fuzzy systems of integration. The comparative study of the type-1 and type-2 fuzzy inference systems was made to observe the behavior of the two different integration methods for modular neural networks for multimodal biometry. |
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| AbstractList | We describe in this paper a comparative study between fuzzy inference systems as methods of integration in modular neural networks for multimodal biometry. These methods of integration are based on techniques of type-1 fuzzy logic and type-2 fuzzy logic. Also, the fuzzy systems are optimized with simple genetic algorithms with the goal of having optimized versions of both types of fuzzy systems. First, we considered the use of type-1 fuzzy logic and later the approach with type-2 fuzzy logic. The fuzzy systems were developed using genetic algorithms to handle fuzzy inference systems with different membership functions, like the triangular, trapezoidal and Gaussian; since these algorithms can generate fuzzy systems automatically. Then the response integration of the modular neural network was tested with the optimized fuzzy systems of integration. The comparative study of the type-1 and type-2 fuzzy inference systems was made to observe the behavior of the two different integration methods for modular neural networks for multimodal biometry. |
| Author | Castillo, Oscar Melin, Patricia Hidalgo, Denisse |
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| Cites_doi | 10.1162/neco.1994.6.2.181 10.1109/2.53 10.1109/91.811231 10.1109/91.995115 10.1109/69.43406 10.1109/91.493904 |
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| References | Jordan, Jacobs (bib22) 1994; 6 Mendel, Bob John (bib16) 2002; 10 The 2007 International Joint Conference on Neural Networks, IJCNN 2007 Conference Proceedings, Renaissance Orlando Resort. Orlando, Florida, USA. August 12–17, 2007, IEEE Catalog Number: 07CH37922C ISBN: 1-4244-1380-X, ISSN: 1098-7576, ©2007 IEEE. Nilesh N. Karnik, Jerry M. Mendel, Operations on type-2 fuzzy sets, Signal and Image Processing Institute, Department of Electrical Engineering-Systems, University of Southern California, Los Angeles, CA, USA, 11 May 2000. Mendel (bib13) 2001 Jerry M. Mendel, Why We Need Type-2 Fuzzy Logic Systems? Article is provided courtesy of Prentice Hall, By Jerry Mendel, May 11, 2001. Sistemas Modulares, Mezcla de Expertos y Sistemas Híbridos Quiliano Isaac Moro Sancho, Universidad de Valladolid. Spain, Luis Alonso Romero, Universidad de Salamanca, Spain, February 2007. Jerry M. Mendel, Uncertainty: General Discussions, Article is provided courtesy of Prentice Hall, By Jerry Mendel, May 11, 2001. Jang, Sun, Mizutani (bib1) 1997 Man, Tang, Kwong (bib3) 1999 Aplicaciones e Implementaciones de las Redes Neuronales en reconocimiento de Patrones (AIRENE) 30/06/99 cyted.html Luis Alonso Romero, Universidad de Salamanca, Spain, March 2007. . Zadeh (bib12) 1996; 4 Zadeh (bib18) 1998; 1 Tecnologías Biométricas Aplicadas a la Seguridad, Juan A. Sigüenza, Merino Tapiador Mateos (Ra-ma), March 2007. Karnik, Mendel (bib19) 1999; 7 February, 2007. Zadeh (bib10) 1975; 8 Chen, Phan (bib11) 2000 Tutorial Type-2 fuzzy logic: theory and applications, Juan Ramón Castro Rodríguez, Universidad Autónoma de Baja California, Instituto Tecnològico de Tijuana, October 9, 2006. Soluciones Biométricas Grupo INSYS, Torreón Coah. MEXICO, February 2007. Analysis and Design of Intelligent Systems Using Soft Computing Techniques, Advances in Soft Computing, vol. 41, Patricia Melin, Oscar Castillo, Eduardo Gómez Ramírez, Janusz Kacprzyk, Witold Pedrycz, Springer, 2007. Zadeh (bib9) 1989; 1 Man (10.1016/j.ins.2008.07.013_bib3) 1999 Chen (10.1016/j.ins.2008.07.013_bib11) 2000 10.1016/j.ins.2008.07.013_bib4 10.1016/j.ins.2008.07.013_bib5 10.1016/j.ins.2008.07.013_bib6 Zadeh (10.1016/j.ins.2008.07.013_bib12) 1996; 4 Jordan (10.1016/j.ins.2008.07.013_bib22) 1994; 6 10.1016/j.ins.2008.07.013_bib2 Zadeh (10.1016/j.ins.2008.07.013_bib18) 1998; 1 10.1016/j.ins.2008.07.013_bib21 Jang (10.1016/j.ins.2008.07.013_bib1) 1997 10.1016/j.ins.2008.07.013_bib20 10.1016/j.ins.2008.07.013_bib7 Karnik (10.1016/j.ins.2008.07.013_bib19) 1999; 7 10.1016/j.ins.2008.07.013_bib8 Mendel (10.1016/j.ins.2008.07.013_bib13) 2001 Zadeh (10.1016/j.ins.2008.07.013_bib10) 1975; 8 Zadeh (10.1016/j.ins.2008.07.013_bib9) 1989; 1 Mendel (10.1016/j.ins.2008.07.013_bib16) 2002; 10 10.1016/j.ins.2008.07.013_bib17 10.1016/j.ins.2008.07.013_bib14 10.1016/j.ins.2008.07.013_bib15 |
| References_xml | – volume: 8 year: 1975 ident: bib10 article-title: Fuzzy Sets publication-title: Information and Control – reference: Jerry M. Mendel, Uncertainty: General Discussions, Article is provided courtesy of Prentice Hall, By Jerry Mendel, May 11, 2001. – volume: 7 year: 1999 ident: bib19 article-title: IEEE, y Qilian Liang, Type-2 fuzzy logic systems publication-title: IEEE Transactions on Fuzzy Systems – year: 2001 ident: bib13 article-title: Uncertain Rule-Based Fuzzy Logic Systems, Introduction and New Directions – year: 1999 ident: bib3 article-title: Genetic Algorithms, Concepts and Designs – reference: Sistemas Modulares, Mezcla de Expertos y Sistemas Híbridos Quiliano Isaac Moro Sancho, Universidad de Valladolid. Spain, Luis Alonso Romero, Universidad de Salamanca, Spain, February 2007. – reference: Aplicaciones e Implementaciones de las Redes Neuronales en reconocimiento de Patrones (AIRENE) 30/06/99 cyted.html Luis Alonso Romero, Universidad de Salamanca, Spain, March 2007. – reference: Tutorial Type-2 fuzzy logic: theory and applications, Juan Ramón Castro Rodríguez, Universidad Autónoma de Baja California, Instituto Tecnològico de Tijuana, October 9, 2006. – reference: Analysis and Design of Intelligent Systems Using Soft Computing Techniques, Advances in Soft Computing, vol. 41, Patricia Melin, Oscar Castillo, Eduardo Gómez Ramírez, Janusz Kacprzyk, Witold Pedrycz, Springer, 2007. – reference: Tecnologías Biométricas Aplicadas a la Seguridad, Juan A. Sigüenza, Merino Tapiador Mateos (Ra-ma), March 2007. – volume: 6 start-page: 181 year: 1994 end-page: 214 ident: bib22 article-title: Hierarchical mixtures of experts and the EM algorithm publication-title: Neural Computation – reference: The 2007 International Joint Conference on Neural Networks, IJCNN 2007 Conference Proceedings, Renaissance Orlando Resort. Orlando, Florida, USA. August 12–17, 2007, IEEE Catalog Number: 07CH37922C ISBN: 1-4244-1380-X, ISSN: 1098-7576, ©2007 IEEE. – reference: Soluciones Biométricas Grupo INSYS, Torreón Coah. MEXICO, February 2007. – volume: 10 start-page: 117 year: 2002 ident: bib16 article-title: Type-2 Fuzzy Sets Made Simple publication-title: IEEE Transactions on Fuzzy Systems – reference: Jerry M. Mendel, Why We Need Type-2 Fuzzy Logic Systems? Article is provided courtesy of Prentice Hall, By Jerry Mendel, May 11, 2001. – reference: February, 2007. – year: 1997 ident: bib1 article-title: Neuro-Fuzzy and Soft Computing, A Computational Approach to Learning and Machine Intelligence – reference: Nilesh N. Karnik, Jerry M. Mendel, Operations on type-2 fuzzy sets, Signal and Image Processing Institute, Department of Electrical Engineering-Systems, University of Southern California, Los Angeles, CA, USA, 11 May 2000. – volume: 1 start-page: 83 year: 1998 end-page: 93 ident: bib18 article-title: Fuzzy logic publication-title: Computer – volume: 1 start-page: 89 year: 1989 ident: bib9 article-title: Knowledge representation in fuzzy logic publication-title: IEEE Transactions on Knowledge Data Engineering – year: 2000 ident: bib11 article-title: Introduction to Fuzzy Sets, Fuzzy Logic and Fuzzy Control Systems – volume: 4 start-page: 103 year: 1996 ident: bib12 article-title: Fuzzy logic publication-title: IEEE Transactions on Fuzzy Systems – reference: . – volume: 6 start-page: 181 year: 1994 ident: 10.1016/j.ins.2008.07.013_bib22 article-title: Hierarchical mixtures of experts and the EM algorithm publication-title: Neural Computation doi: 10.1162/neco.1994.6.2.181 – volume: 8 year: 1975 ident: 10.1016/j.ins.2008.07.013_bib10 article-title: Fuzzy Sets publication-title: Information and Control – year: 2001 ident: 10.1016/j.ins.2008.07.013_bib13 – year: 1999 ident: 10.1016/j.ins.2008.07.013_bib3 – volume: 1 start-page: 83 issue: 4 year: 1998 ident: 10.1016/j.ins.2008.07.013_bib18 article-title: Fuzzy logic publication-title: Computer doi: 10.1109/2.53 – volume: 7 issue: 6 year: 1999 ident: 10.1016/j.ins.2008.07.013_bib19 article-title: IEEE, y Qilian Liang, Type-2 fuzzy logic systems publication-title: IEEE Transactions on Fuzzy Systems doi: 10.1109/91.811231 – ident: 10.1016/j.ins.2008.07.013_bib14 – ident: 10.1016/j.ins.2008.07.013_bib15 – year: 1997 ident: 10.1016/j.ins.2008.07.013_bib1 – ident: 10.1016/j.ins.2008.07.013_bib2 – ident: 10.1016/j.ins.2008.07.013_bib17 – ident: 10.1016/j.ins.2008.07.013_bib4 – ident: 10.1016/j.ins.2008.07.013_bib20 – volume: 10 start-page: 117 issue: 2 year: 2002 ident: 10.1016/j.ins.2008.07.013_bib16 article-title: Type-2 Fuzzy Sets Made Simple publication-title: IEEE Transactions on Fuzzy Systems doi: 10.1109/91.995115 – ident: 10.1016/j.ins.2008.07.013_bib7 – ident: 10.1016/j.ins.2008.07.013_bib8 – volume: 1 start-page: 89 year: 1989 ident: 10.1016/j.ins.2008.07.013_bib9 article-title: Knowledge representation in fuzzy logic publication-title: IEEE Transactions on Knowledge Data Engineering doi: 10.1109/69.43406 – year: 2000 ident: 10.1016/j.ins.2008.07.013_bib11 – ident: 10.1016/j.ins.2008.07.013_bib6 – ident: 10.1016/j.ins.2008.07.013_bib21 – ident: 10.1016/j.ins.2008.07.013_bib5 – volume: 4 start-page: 103 issue: 2 year: 1996 ident: 10.1016/j.ins.2008.07.013_bib12 article-title: Fuzzy logic=computing with words publication-title: IEEE Transactions on Fuzzy Systems doi: 10.1109/91.493904 |
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