Lecture Notes in Artificial Intelligence 6077

Transcription

1 Lecture Notes in Artificial Intelligence 6077 Edited by R. Goebel, J. Siekmann, and W. Wahlster Subseries of Lecture Notes in Computer Science

2 Emilio Corchado Manuel Graña Romay Alexandre Manhaes Savio (Eds.) Hybrid Artificial Intelligence Systems 5th International Conference, HAIS 2010 San Sebastián, Spain, June 23-25, 2010 Proceedings, Part II 13

3 Series Editors Randy Goebel, University of Alberta, Edmonton, Canada Jörg Siekmann, University of Saarland, Saarbrücken, Germany Wolfgang Wahlster, DFKI and University of Saarland, Saarbrücken, Germany Volume Editors Emilio Corchado Universidad de Salamanca, Spain Manuel Graña Romay Facultad de informatica UPV/EHU San Sebastian, Spain Alexandre Manhaes Savio Facultad de informatica UPV/EHU San Sebastian, Spain Library of Congress Control Number: CR Subject Classification (1998): I.2, H.3, F.1, H.4, I.4, I.5 LNCS Sublibrary: SL 7 Artificial Intelligence ISSN ISBN Springer Berlin Heidelberg New York ISBN Springer Berlin Heidelberg New York This work is subject to copyright. All rights are reserved, whether the whole or part of the material is concerned, specifically the rights of translation, reprinting, re-use of illustrations, recitation, broadcasting, reproduction on microfilms or in any other way, and storage in data banks. Duplication of this publication or parts thereof is permitted only under the provisions of the German Copyright Law of September 9, 1965, in its current version, and permission for use must always be obtained from Springer. Violations are liable to prosecution under the German Copyright Law. springer.com Springer-Verlag Berlin Heidelberg 2010 Printed in Germany Typesetting: Camera-ready by author, data conversion by Scientific Publishing Services, Chennai, India Printed on acid-free paper 06/3180

4 Preface The 5 th International Conference on Hybrid Artificial Intelligence Systems (HAIS 2010) has become a unique, established and broad interdisciplinary forum for researchers and practitioners who are involved in developing and applying symbolic and sub-symbolic techniques aimed at the construction of highly robust and reliable problem-solving techniques, and bringing the most relevant achievements in this field. Overcoming the rigid encasing imposed by the arising orthodoxy in the field of artificial intelligence, which has led to the partition of researchers into so-called areas or fields, interest in hybrid intelligent systems is growing because they give freedom to design innovative solutions to the ever-increasing complexities of real-world problems. Noise and uncertainty call for probabilistic (often Bayesian) methods, while the huge amount of data in some cases asks for fast heuristic (in the sense of suboptimal and ad-hoc) algorithms able to give answers in acceptable time frames. High dimensionality demands linear and non-linear dimensionality reduction and feature extraction algorithms, while the imprecision and vagueness call for fuzzy reasoning and linguistic variable formalization. Nothing impedes real-life problems to mix difficulties, presenting huge quantities of noisy, vague and high-dimensional data; therefore, the design of solutions must be able to resort to any tool of the trade to attack the problem. Combining diverse paradigms poses challenging problems of computational and methodological interfacing of several previously incompatible approaches. This is, thus, the setting of HAIS conference series, and its increasing success is the proof of the vitality of this exciting field. This volume of Lecture Notes on Artificial Intelligence (LNAI) includes accepted papers presented at HAIS 2010 held in the framework of the prestigious Cursos de Verano of the Universidad del Pais Vasco at the beautiful venue of Palacio de Miramar, San Sebastián, Spain, in June Since its first edition in Brazil in 2006, HAIS has become an important forum for researchers working on fundamental and theoretical aspects of hybrid artificial intelligence systems based on the use of agents and multi-agent systems, bioinformatics and bio-inspired models, fuzzy systems, artificial vision, artificial neural networks, optimization models and alike. HAIS 2010 received 269 technical submissions. After a rigorous peer-review process, the International Program Committee selected 133 papers which are published in these conference proceedings. In this edition emphasis was put on the organization of special sessions. Fourteen special sessions, containing 84 papers, were organized on the following topics: Real-World HAIS Applications and Data Uncertainty Computational Intelligence for Recommender Systems Signal Processing and Biomedical Applications Methods of Classifiers Fusion Knowledge Extraction Based on Evolutionary Learning

5 VI Preface Systems, Man, and Cybernetics by HAIS Workshop Hybrid Intelligent Systems on Logistics Hybrid Reasoning and Coordination Methods on Multi-Agent Systems HAIS for Computer Security Hybrid and Intelligent Techniques on Multimedia Hybrid ANNs: Models, Algorithms and Data Hybrid Artificial Intelligence Systems Based on Lattice Theory Information Fusion: Frameworks and Architectures The selection of papers was extremely rigorous in order to maintain the high quality of the conference, and we would like to thank the Program Committee for their hard work in the reviewing process. This process is very important for the creation of a conference of high standard, and the HAIS conference would not exist without their help. The large number of submissions is certainly not only testimony to the vitality and attractiveness of the field but an indicator of the interest in the HAIS conferences themselves. As a follow-up of the conference, we anticipate further publication of selected papers in special issues scheduled for the following journals: Information Science, Elsevier Neurocomputing, Elsevier Journal of Mathematical Imaging and Vision, Springer Information Fusion, Elsevier Logic Journal of the IPL, Oxford Journals HAIS 2010 enjoyed outstanding keynote speeches by distinguished guest speakers: Gerhard Ritter, University of Florida (USA) Mihai Datcu, Paris Institute of Technology, Telecom Paris (France) Marios Polycarpou, University of Cyprus (Cyprus) Ali-Akbar Ghorbani, University of New Brunswick (Canada) James Llinas, Universidad Carlos III de Madrid (Spain) Éloi Bossé, Defence Research and Development Canada (DRDC Valcartier) (Canada) We would like to fully acknowledge support from the GICAP Group of the University of Burgos, the BISISTE Group from the University of Salamanca, the GIC ( Vicerrectorado de Investigación and the Cursos de Verano of the Universidad del Pais Vasco, the Departamento de Educación, Ciencia y Universidades of the Gobierno Vasco, Vicomtech, and the Ministerio de Ciencia e Investigación. The IEEE Systems, Man & Cybernetics Society, through its Spanish chapter, and the IEEE-Spanish Section also supported this event. We also want to extend our warm gratitude to all the Special Session Chairs for their continuing support to the HAIS series of conferences.

6 VII Preface We wish to thank Alfred Hoffman and Anna Kramer from Springer for their help and collaboration during this demanding publication project. The local organizing team (Alexandre Manhaes Savio, Ramón Moreno, Maite García Sebastian, Elsa Fernandez, Darya Chyzyk, Miguel Angel Veganzones, Ivan Villaverde) did a superb job. Without their enthusiastic support the whole conference burden would have crushed our frail shoulders. June 2010 Emilio Corchado Manuel Graña

7 Organization Honorary Chair Carolina Blasco Director of Telecommunication, Regional Goverment of Castilla y León (Spain) María Isabel Celáa Diéguez Consejera de Educación del Gobierno Vasco (Spain) Marie Cottrell Institute SAMOS-MATISSE, Universite Paris 1 (France) Daniel Yeung IEEE SMCS President (China) General Chairs Emilio Corchado Manuel Graña University of Salamanca (Spain) International Advisory Committee Ajith Abraham Carolina Blasco Pedro M. Caballero Andre de Carvalho Juan M. Corchado José R. Dorronsoro Mark A. Girolami Petro Gopych Francisco Herrera César Hervás-Martínez Tom Heskes Lakhmi Jain Samuel Kaski Daniel A. Keim Isidro Laso Witold Pedrycz Xin Yao Hujun Yin Michal Wozniak Norwegian University of Science and Technology (Norway) Director of Telecommunication, Regional Goverment of Castilla y León (Spain) CARTIF (Spain) University of São Paulo (Brazil) University of Salamanca (Spain) Autonomous University of Madrid (Spain) University of Glasgow (UK) Universal Power Systems USA-Ukraine LLC (Ukraine) University of Córdoba (Spain) Radboud University Nijmegen (The Netherlands) University of South Australia (Australia) Helsinki University of Technology (Finland) Computer Science Institute, University of Konstanz (Germany) D.G. Information Society and Media (European Commission) University of Alberta (Canada) University of Birmingham (UK) University of Manchester (UK) Wroclaw University of Technology (Poland)

8 X Organization Publicity Co-chairs Emilio Corchado Manuel Graña University of Salamanca (Spain) Program Committee Manuel Graña Emilio Corchado Agnar Aamodt Jesús Alcalá-Fernández Rafael Alcalá José Luis Álvarez Davide Anguita Bruno Apolloni Antonio Aráuzo-Azofra Estefania Argente Fidel Aznar Jaume Bacardit Antonio Bahamonde Javier Bajo John Beasley Bruno Baruque Joé Manuel Benítez Ester Bernadó Richard Blake Juan Botía Prof Vicente Botti Robert Burduk José Ramón Cano Cristóbal José Carmona Blanca Cases Oscar Castillo Paula María Castro Castro Jonathan Chan Richard Chbeir Enhong Chen Camelia Chira Sung-Bae Cho Darya Chyzhyk Juan Manuel Corchado Emilio Corchado (PC Co-chair) University of Salamanca (Spain) (PC Co-chair) Norwegian University of Science and Technology (Norway) University of Huelva (Spain) University of Genoa (Italy) Università degli Studi di Milano (Italy) University of Córdoba (Spain) University of Valencia (Spain) University of Alicante (Spain) University of Nottingham (UK) Universidad Pontifícia de Salamanca (Spain) Brunel University (UK) Universitat Ramon Lull (Spain) Norwegian University of Science and Technology University of Murcia (Spain) Universidad Politécnica de Valencia (Spain) Wroclaw University of Technology (Poland) University of Jaén (Spain) University of Jaén (Spain) Tijuana Institute of Technology (Mexico) Universidade da Coruña (Spain) King Mongkut's University of Technology Thonburi (Thailand) Bourgogne University (France) University of Science and Technology of China (China) University of Babes-Bolyai (Romania) Yonsei University (Korea) University of Salamanca (Spain) University of Salamanca (Spain)

9 Organization XI Rafael Corchuelo Guiomar Corral Raquel Cortina Parajon Carlos Cotta José Alfredo F. Costa Leticia Curiel Alfredo Cuzzocrea Keshav Dahal Theodoros Damoulas Ernesto Damiani Bernard De Baets Enrique de la Cal Javier de Lope Asiain Marcilio de Souto María José del Jesús Ricardo del Olmo Joaquín Derrac Nicola Di Mauro António Dourado Richard Duro Susana Irene Díaz José Dorronsoro Pietro Ducange Talbi El-Ghazali Aboul Ella Hassanien Marc Esteva Juan José Flores Alberto Fernández Alberto Fernández Elías Fernández-Combarro Álvarez Elsa Fernández Nuno Ferreira Richard Freeman Rubén Fuentes Giorgio Fumera Bogdan Gabrys João Gama Matjaz Gams Jun Gao TOM Heskes Isaías García José García Salvador García Neveen Ghali University of Seville (Spain) University Ramon Lull (Spain) University of Málaga (Spain) Universidade Federal do Rio Grande do Norte (Brazil) University of Calabria (Italy) University of Bradford (UK) Cornell University (UK) University of Milan (Italy) Ghent University (Belgium) Universidad Politécnica de Madrid (Spain) Universidade Federal do Rio Grande do Norte (Brazil) University of Jaén (Spain) University of Bari (Italy) University of Coimbra (Portugal) University of Coruña (Spain) Universidad Autónoma de Madrid (Spain) University of Pisa (Italy) University of Lille (France) University of Cairo (Egypt) Artificial Intelligence Research Institute (Spain) University of Michoacana (Mexico) Universidad Rey Juan Carlos (Spain) Instituto Politécnico de Coimbra (Portugal) Capgemini (Spain) Universidad Complutense de Madrid (Spain) University of Cagliari (Italy) Bournemouth University (UK) University of Porto (Portugal) Jozef Stefan Institute Ljubljana (Slovenia) Hefei University of Technology (China) Radboud University Nijmegen (The Netherlands) University of León (Spain) University of Alicante (Spain) University of Jaén (Spain) Azhar University (Egypt)

10 XII Organization Adriana Giret Jorge Gómez Pedro González Petro Gopych Juan Manuel Górriz Maite García-Sebastián Manuel Graña Maciej Grzenda Arkadiusz Grzybowski Jerzy Grzymala-Busse Anne Håkansson Saman Halgamuge José Alberto Hernández Carmen Hernández Francisco Herrera Álvaro Herrero Sean Holden Vasant Honavar Vicente Julián Konrad Jackowski Yaochu Jin Ivan Jordanov Ulf Johansson Juha Karhunen Frank Klawonn Andreas König Mario Köppen Rudolf Kruse Bernadetta Kwintiana Dario Landa-Silva Soo-Young Lee Lenka Lhotská Hailin Liu Otoniel López Karmele López Teresa Ludermir Julián Luengo Wenjian Luo Núria Macià Kurosh Madani Ana Maria Madureira Universidad Politécnica de Valencia (Spain) Universidad Complutense de Madrid (Spain) University of Jaén (Spain) Universal Power Systems USA-Ukraine LLC (Ukraine) Warsaw University of Technology (Poland) Wroclaw University of Technology (Poland) University of Kansas (USA) Stockholm University (Sweden) The University of Melbourne (Australia) Universidad Autónoma del Estado de Morelos (Mexico) University of Cambridge (UK) Iowa State University (USA) Universidad Politécnica de Valencia (Spain) Wroclaw University of Technology (Poland) Honda Research Institute Europe (Germany) University of Portsmouth (UK) University of Borås (Sweden) Helsinki University of Technology (Finland) University of Applied Sciences Braunschweig/Wolfenbuettel (Germany) University of Kaiserslautern (Germany) Kyushu Institute of Technology (Japan) Otto-von-Guericke-Universität Magdeburg (Germany) Universität Stuttgart (Germany) University of Nottingham (UK) Brain Science Research Center (Korea) Czech Technical University in Prague (Czech Republic) Guangdong University of Technology (China) Universidad Autónoma de Madrid (Spain) Universidade Federal de Pernambuco (Brazil) University of Science and Technology of China (China) Universitat Ramon Llull (Spain) University of Paris-Est Creteil (France) Instituto Politécnico do Porto (Portugal)

11 Organization XIII Roque Marin Yannis Marinakis José Fco. Martínez-Trinidad José Luis Martínez Jacinto Mata Giancarlo Mauri David Meehan Gerardo M. Méndez Abdel-Badeeh M. Salem Masoud Mohammadian José Manuel Molina Claudio Moraga Marco Mora Ramón Moreno Susana Nascimento Martí Navarro Yusuke Nojima Alberto Ochoa Albert Orriols Rubé Ortiz Vasile Palade Stephan Pareigis Witold Pedrycz Elzbieta Pekalska Carlos Pereira Antonio Peregrín Lina Petrakieva Gloria Phillips-Wren Han Pingchou Camelia Pintea Julio Ponce Khaled Ragab José Ranilla Javier Ramírez Romain Raveaux Carlos Redondo Raquel Redondo Bernadete Ribeiro Ramón Rizo Peter Rockett Adolfo Rodríguez Rosa M. Rodríguez Maraña Katya Rodriguez-Vázquez Fabrice Rossi António Ruano Ozgur Koray Sahingoz University of Murcia (Spain) Technical University of Crete (Grece) INAOE (Mexico) University of Castilla - La Mancha (Spain) University of Huelva (Spain) University of Milano-Bicocca (Italy) Dublin Institute of Technology (Ireland) Instituto Tecnológico de Nuevo León (Mexico) Ain Shams University (Egypt) University of Canberra (Australia) University Carlos III of Madrid (Spain) European Centre for Soft Computing (Spain) Universidad Católica del Maule (Spain) Universidade Nova de Lisboa (Portugal) Universidad Politécnica de Valencia (Spain) Osaka Prefecture University (Japan) Juarez City University/CIATEC (Mexico) University Ramon LLull (Spain) Universidad Rey Juan Carlos (Spain) Oxford University (USA) Hamburg University of Applied Sciences (Germany) University of Alberta (Canada) University of Manchester (UK) Universidade de Coimbra (Portugal) University of Huelva (Spain) Glasgow Caledonian University (UK) Loyola College in Maryland (USA) Peking University (China) University of Babes-Bolyai (Romania) Universidad Autónoma de Aguascalientes (Mexico) King Faisal University (Saudi Arabia) La Rochelle University (France) University of León (Spain) University of Coimbra (Portugal) University of Alicante (Spain) University of Sheffield (UK) University of León (Spain) University of León (Spain) Universidad Nacional Autónoma de México (Mexico) TELECOM ParisTech (France) University of Algarve (Portugal) Turkish Air Force Academy (Turkey)

12 XIV Organization Wei-Chiang Samuelson Hong Luciano Sánchez José Santamaría Alexandre Savio Mrs. Fatima Sayuri Quezada Gerald Schaefer Robert Schaefer Javier Sedano Leila Shafti Dragan Simic Konstantinos Sirlantzis Dominik Slezak Cecilia Sönströd Ying Tan Ke Tang Nikos Thomaidis Alicia Troncoso Eiji Uchino Roberto Uribeetxeberria José Valls Miguel Ángel Veganzones Sebastian Ventura José Luis Verdegay José Ramón Villar José Ramón Cano Krzysztof Walkowiak Guoyin Wang Michal Wozniak Zhuoming Xu Ronald Yager Hujun Yin Constantin Zopounidis Huiyu Zhou Rodolfo Zunino Urko Zurutuza Oriental Institute of Technology (Taiwan) University of Jaén (Spain) Universidad Autónoma de Aguascalientes (Mexico) Aston University (UK) AGH University of Science and Technology (Poland) Universidad Autónoma de Madrid (Spain) Novi Sad Fair (Serbia) University of Kent (UK) University of Regina (Canada) University of Borås (Sweden) Peking University (China) University of Science and Technology of China (China) University of the Aegean (Greece) Universidad Pablo de Olavide de Sevilla (Spain) Yamaguchi University (Japan) Mondragon University (Spain) University Carlos III of Madrid (Spain) Universidad de Córdoba (Spain) University of Jaén (Spain) Wroclaw University of Technology (Poland) Chongqing University of Posts and Telecommunications (China) Wroclaw University of Technology (Poland) Hohai University (China) Iona College (US) The University of Manchester (UK) Technical University of Crete (Greece) Brunel University (UK) University of Genoa (Italy) Mondragon University (Spain) Special Session Committees Real-World HAIS Applications and Data Uncertainty José Ramón Villar André Carvalho Camelia Pintea University of São Paulo (Brazil) University of Babes-Bolyai (Romania)

13 Organization XV Eduardo Raúl Hruschka Oscar Ibañez Paula Mello Javier Sedano Adolfo Rodríguez Camelia Chira José Ramón Villar Luciano Sánchez Luis Oliveira María del Rosario Suárez Carmen Vidaurre Enrique de la Cal Gerardo M. Méndez Ana Palacios Luis Junco University of São Paulo (Brazil) European Centre for Soft Computing (Spain) University of Bologna (Italy) Universidad de León (Spain) University of Babes-Bolyai (Romania) Technical University of Berlin (Germany) Instituto Tecnológico de Nuevo León (Mexico) Signal Processing and Biomedical Applications Juan Manuel Górriz Carlos G. Putonet Elmar W. Lang Javier Ramírez Juan Manuel Gorriz Manuel Graña Maite García-Sebastián Alexandre Savio Ana María Pefeito Tome Elsa Fernández Isabel Barbancho Diego Pablo Ruiz Padillo Fermín Segovia Román Ingo Keck Manuel Canton Miriam Lopez Perez Rosa Chaves Rodríguez Roberto Hornero Andres Ortiz Diego Salas-Gonzalez Ignacio Álvarez Ignacio Turias Jose Antonio Piedra Maria del Carmen Carrión Roberto Hornero Ruben Martín University of Regensburg (Germany) University of Aveiro (Portugal) University of Málaga (Spain) University of Regensburg (Spain) University of Almeria (Spain) University of Granada University of Valladolid (Spain) University of Malaga (Spain) University of Cadiz (Spain) University of Almeria (Spain) University of Valladolid University of Seville (Spain)

14 XVI Organization Methods of Classifiers Fusion Michal Wozniak Álvaro Herrero Bogdan Trawinski Giorgio Fumera José Alfredo F. Costa Konrad Jackowski Konstantinos Sirlantzis Przemyslaw Kazienko Bruno Baruque Jerzy Stefanowski Robert Burduk Michal Wozniak Emilio Corchado Igor T. Podolak Vaclav Snasel Elzbieta Pekalska Bogdan Gabrys Wroclaw University of Technology (Poland) Wroclaw University of Technology (Poland) University of Cagliari (Italy) Universidade Federal do Rio Grande do Norte (Brazil) Wroclaw University of Technology (Poland) University of Kent (UK) Wroclaw University of Technology (Poland) Poznan University of Technology (Poland) Wroclaw University of Technology (Poland) Wroclaw University of Technology (Poland) University of Salamanca (Spain) Jagiellonian University (Poland) VSB-Technical University of Ostrava (Czech Republic) University of Manchester (UK) Bournemouth University (UK) Knowledge Extraction Based on Evolutionary Learning Sebastián Ventura Amelia Zafra Eva Lucrecia Gibaja Jesus Alcala-Fernández Salvador García Mykola Pechenizkiy Pedro González Antonio Peregrin Rafael Alcalá Cristóbal Romero Ekaterina Vasileya University of Córdoba (Spain) University of Córdoba (Spain) University of Córdoba (Spain) University of Jaén (Spain) Technical University of Eindhoven (The Netherlands) University of Jaén (Spain) University of Huelva (Spain) University of Córdoba (Spain) Technical University of Eindhoven (The Netherlands) Systems, Man, and Cybernetics by HAIS Workshop Emilio Corchado Juan M. Corchado Álvaro Herrero Bruno Baruque Javier Sedano Juan Pavón Manuel Graña Ramón Rizo University of Salamanca (Spain) University of Salamanca (Spain) University Complutense Madrid (Spain) University of Alicante (Spain)

15 Organization XVII Richard Duro Sebastian Ventura Vicente Botti José Manuel Molina Lourdes Sáiz Barcena Francisco Herrera Leticia Curiel César Hervás Sara Rodríguez University of A Coruña (Spain) University of Córdoba (Spain) Polytechnical University of Valencia (Spain) University Carlos III of Madrid (Spain) Univesity of Córdoba (Spain) University of León (Spain) Hybrid Intelligent Systems on Logistics Camelia Chira Alberto Ochoa Zezzati Arturo Hernández Katya Rodríguez Fabricio Olivetti Gloria Cerasela Crisan Anca Gog Camelia-M. Pintea Petrica Pop Barna Iantovics Babes-Bolyai University (Romania) Juarez City University (Mexico) CIMAT (Mexico) UNAM (Mexico) University of Campinas (Brazil) University of Bacau (Romania) Babes-Bolyai University (Romania) Babes-Bolyai University (Romania) North University Baia-Mare (Romania) Petru Maior University Targu-Mures (Romania) Hybrid Reasoning and Coordination Methods on Multi-agent Systems Martí Navarro Yacer Javier Bajo Juan Botía Juan Manuel Corchado Luís Búrdalo Stella Heras Vicente Botti Vicente J. Julián Rubén Ortiz Rubén Fuentes Adriana Giret Alberto Fernández Marc Esteva Carlos Carrascosa Martí Navarro Universidad Politécnica de Valencia (Spain) Universidad Pontificia de Salamanca (Spain) Universidad de Murcia (Spain) Universidad de Salamanca (Spain) Universidad Politécnica de Valencia (Spain) Universidad Politécnica de Valencia (Spain) Universidad Politécnica de Valencia (Spain) Universidad Politécnica de Valencia (Spain) Universidad Rey Juan Carlos (Spain) Universidad Complutense de Madrid (Spain) Universidad Politécnica de Valencia (Spain) Universidad Rey Juan Carlos (Spain) IIIA-CSIC (Spain) Universidad Politécnica de Valencia (Spain) Universidad Politécnica de Valencia (Spain) HAIS for Computer Security (HAISfCS) Álvaro Herrero Emilio Corchado University of Salamanca (Spain)

16 XVIII Organization Huiyu Huiyu Zhou Belén Vaquerizo Cristian I. Pinzón Dante I. Tapia Javier Bajo Javier Sedano Juan F. De Paz Santana Sara Rodríguez Raquel Redondo Leticia Curiel Bruno Baruque Ángel Arroyo Juan M. Corchado Queen's University Belfast (UK) University of Salamanca (Spain) University of Salamanca (Spain) Pontifical University of Salamanca (Spain) University of Salamanca (Spain) University of Salamanca (Spain) University of Salamanca (Spain) Hybrid and Intelligent Techniques on Multimedia Adriana Dapena Janeiro José Martínez Otoniel López Ramón Moreno Manuel Graña Eduardo Martínez Javier Ruiz José Luis Martínez Daniel Iglesia Elsa Fernández Paula Castro Universidade da Coruña (Spain) Universidad Autónoma de Madríd (Spain) Miguel Hernandez University (Spain) University of Murcia (Spain) Polytechnic University of Catalonia (Spain) Universidad de Castilla-La Mancha (Spain) Universidade da Coruña (Spain) Universidade da Coruña (Spain) Hybrid ANN: Models, Data Models, Algorithms and Data César Hervás-Martinez Pedro Antonio Gutiérrez Francisco Fernández-Navarroi Aldo Franco Dragoni Ángel Manuel Pérez-Bellido Daniel Mateos-García Francisco Fernández-Navarro Germano Vallesi José C. Riquelme-Santos Sancho Salcedo-Sanz Ekaitz Zulueta-Guerrero Emilio G. Ortíz-García Kui Li Liang Yu Alicia D'Anjou Francisco José Martínez-Estudillo University of Córdoba (Spain) University of Córdoba (Spain) University of Córdoba (Spain) Università Politecnica delle Marche (Italy) University of Alcalá (Spain) University of Alcalá (Spain) University of Córdoba (Spain) Università Politecnica delle Marche (Italy) University of Sevilla (Spain) University of Alcalá (Spain) University of Alcalá (Spain) Xidian University (China) (China) University of Córdoba (Spain)

17 Organization XIX Juan Carlos Fernández Lin Gao Javier Sánchez-Monedero University of Córdoba (Spain) Hefei University of Technology (China) University of Cordoba (Spain) Hybrid Artificial Intelligence Systems Based on Lattice Theory Vassilis Kaburlasos Cliff Joslyn Juan Humberto Sossa Azuela Angelos Amanatiadis George Papakostas Gonzalo Urcid Peter Sussner Radim Belohlavek Theodore Pachidis Vassilis Syrris Anestis Hatzimichailidis Gonzalo Aranda-Corral Kevin Knuth Manuel Graña Gerhard Ritter Lefteris Moussiades Isabelle Bloch Technological Educational Institution of Kavala (Greece) Pacific Northwest National Laboratory (USA) Centro de Investigación en Computación (Mexico) Technological Educational Institution of Kavala (Greece) Democritus University of Thrace (Greece) National Institute of Astrophysics, Optics and Electronics (Mexico) State University of Campinas (Brazil) Palacky University (Czech Republic) Technological Educational Institution of Kavala (Greece) Aristotle University of Thessaloniki (Greece) Technological Educational Institution of Kavala (Greece) University of Huelva (Spain) University at Albany (USA) University of Florida (USA) Technological Educational Institution of Kavala (Greece) Ecole Nationale Supérieure des Télécommunications (France) Information Fusion: Frameworks and Architectures José Manuel Molina López Javier Bajo Jose M. Armingol Juan A. Besada Miguel A. Patricio Arturo de la Escalera Eloi Bosse Jesus Garcia Jose M. Molina Antonio Berlanga James Llinas Ana M. Bernardos University Carlos III (Spain) University of Salamanca (Spain) University Carlos III (Spain) Universidad Politécnica de Madrid (Spain) University Carlos III (Spain) University Carlos III (Spain) Defence R&D Canada (Canada) University Carlos III (Spain) University Carlos III (Spain) University Carlos III (Spain) University Carlos III (Spain) Universidad Politécnica de Madrid (Spain)

18 XX Organization Local Organizing Committee Manuel Graña Darya Chyzhyk Elsa Fernández Maite García-Sebastián Carmen Hernández Gómez Alexandre Manhães Savio Ramón Moreno Miguel Angel Veganzones Iván Villaverde

19 Table of Contents Part II SIFT-SS: An Advanced Steady-State Multi-Objective Genetic Fuzzy System... 1 Michel González, Jorge Casillas, and Carlos Morell Evolving Multi-label Classification Rules with Gene Expression Programming: A Preliminary Study... 9 José LuisÁvila-Jiménez, Eva Gibaja, and Sebastián Ventura Solving Classification Problems Using Genetic Programming Algorithms on GPUs Alberto Cano, Amelia Zafra, and Sebastián Ventura Analysis of the Effectiveness of G3PARM Algorithm J.M. Luna, J.R. Romero, and S. Ventura Reducing Dimensionality in Multiple Instance Learning with a Filter Method Amelia Zafra, Mykola Pechenizkiy, and Sebastián Ventura Graphical Exploratory Analysis of Educational Knowledge Surveys with Missing and Conflictive Answers Using Evolutionary Techniques Luciano Sánchez, Inés Couso, and José Otero Data Mining for Grammatical Inference with Bioinformatics Criteria Vivian F. López, Ramiro Aguilar, Luis Alonso, María N. Moreno, and Juan M. Corchado Hybrid Multiagent System for Automatic Object Learning Classification Ana Gil, Fernando de la Prieta, and Vivian F. López On the Use of a Hybrid Approach to Contrast Endmember Induction Algorithms Miguel A. Veganzones and Carmen Hernández Self-emergence of Lexicon Consensus in a Population of Autonomous Agents by Means of Evolutionary Strategies Darío Maravall, Javier de Lope, and Raúl Domínguez Enhanced Self Organized Dynamic Tree Neural Network Juan F. De Paz, Sara Rodríguez, Ana Gil, Juan M. Corchado, and Pastora Vega

20 XXII Table of Contents Part II Agents and Computer Vision for Processing Stereoscopic Images Sara Rodríguez, Fernando de la Prieta, Dante I. Tapia, and Juan M. Corchado Incorporating Temporal Constraints in the Planning Task of a Hybrid Intelligent IDS Álvaro Herrero, Martí Navarro, Vicente Julián, and Emilio Corchado HERA: A New Platform for Embedding Agents in Heterogeneous Wireless Sensor Networks Ricardo S. Alonso, Juan F. De Paz, Óscar García, Óscar Gil, and Angélica González A Genetic Algorithm for Solving the Generalized Vehicle Routing Problem P.C. Pop, O. Matei, C. Pop Sitar, and C. Chira Using Cultural Algorithms to Improve Intelligent Logistics Alberto Ochoa, Yazmani García, Javier Yañez, and Yaddik Teymanoglu A Cultural Algorithm for the Urban Public Transportation Laura Cruz Reyes, Carlos Alberto Ochoa Ortíz Zezzatti, Claudia Gómez Santillán, Paula Hernández Hernández, and Mercedes Villa Fuerte Scalability of a Methodology for Generating Technical Trading Rules withgapsbasedonrisk-returnadjustmentandincremental Training E.A. de la Cal, E.M. Fernández, R. Quiroga, J.R. Villar, and J. Sedano Hybrid Approach for the Public Transportation Time Dependent Orienteering Problem with Time Windows Ander Garcia, Olatz Arbelaitz, Pieter Vansteenwegen, Wouter Souffriau, and Maria Teresa Linaza A Functional Taxonomy for Artifacts Sergio Esparcia and Estefanía Argente A Case-Based Reasoning Approach for Norm Adaptation Jordi Campos, Maite López-Sánchez, and Marc Esteva An Abstract Argumentation Framework for Supporting Agreements in Agent Societies Stella Heras, Vicente Botti, and Vicente Julián Reaching a Common Agreement Discourse Universe on Multi-Agent Planning Alejandro Torreño, Eva Onaindia, and Oscar Sapena