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Lecture Notes in Computer Science 5788
Lecture Notes in Computer Science Commenced Publication in 1973 Founding and Former Series Editors: Gerhard Goos, Juris Hartmanis, and Jan van Leeuwen Editorial Board David Hutchison Lancaster University, UK Takeo Kanade Carnegie Mellon University, Pittsburgh, PA, USA Josef Kittler University of Surrey, Guildford, UK Jon M. Kleinberg Cornell University, Ithaca, NY, USA Alfred Kobsa University of California, Irvine, CA, USA Friedemann Mattern ETH Zurich, Switzerland John C. Mitchell Stanford University, CA, USA Moni Naor Weizmann Institute of Science, Rehovot, Israel Oscar Nierstrasz University of Bern, Switzerland C. Pandu Rangan Indian Institute of Technology, Madras, India Bernhard Steffen University of Dortmund, Germany Madhu Sudan Microsoft Research, Cambridge, MA, USA Demetri Terzopoulos University of California, Los Angeles, CA, USA Doug Tygar University of California, Berkeley, CA, USA Gerhard Weikum Max-Planck Institute of Computer Science, Saarbruecken, Germany 5788 Emilio Corchado Hujun Yin (Eds.) Intelligent Data Engineering and Automated Learning IDEAL 2009 10th International Conference Burgos, Spain, September 23-26, 2009 Proceedings 13 Volume Editors Emilio Corchado Universidad de Burgos, Escuela Politécnica Superior Calle Francisco de Vitoria, S/N, Edifico C, 09006 Burgos, Spain E-mail: [email protected] Hujun Yin University of Manchester, School of Electrical and Electronic Engineering Sackville Street Building, Sackville Street, Manchester M60 1QD, UK E-mail: [email protected] Library of Congress Control Number: 2009934038 CR Subject Classification (1998): H.2.8, I.2, F.4, F.2.2, H.4, H.3 LNCS Sublibrary: SL 3 – Information Systems and Application, incl. Internet/Web and HCI ISSN ISBN-10 ISBN-13 0302-9743 3-642-04393-3 Springer Berlin Heidelberg New York 978-3-642-04393-2 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 2009 Printed in Germany Typesetting: Camera-ready by author, data conversion by Scientific Publishing Services, Chennai, India Printed on acid-free paper SPIN: 12756247 06/3180 543210 Preface The IDEAL conference boast a vibrant and successful history dating back to 1998, and this edition marked the 10th anniversary, an important milestone demonstrating the increasing popularity and high quality of the IDEAL conferences. Burgos, the capital of medieval Spain and a lively city today, was a perfect venue to celebrate such an occasion. The conference has become a unique, established and broad interdisciplinary forum for researchers and practitioners in many fields to interact with each other and with leading academics and industries in the areas of machine learning, information processing, data mining, knowledge management, bio-informatics, neuro-informatics, bio-inspired models, agents and distributed systems, and hybrid systems. IDEAL 2009 received over 200 submissions. After a rigorous peer-review process, the International Programme Committee accepted 100 high-quality papers to be included in the conference proceedings. In this 10th edition, a special emphasis was given on the organization of workshops and special sessions. Two workshops were organized under the framework of IDEAL 2009: MIR Day 2009 and Nature-Inspired Models for Industrial Applications. Five special sessions were organized by leading researchers in their fields on various topics such as Soft Computing Techniques in Data Mining, Recent Advances on Swarm-Based Computing, Intelligent Computational Techniques in Medical Image Processing, Advances on Ensemble Learning and Information Fusion, and Financial and Business Engineering (Modelling and Applications). The selection of papers was extremely rigorous in order to maintain the high standard of the conference and we would like to thank our members of the International Programme Committee for their hard work in providing expert and timely evaluations of the submitted manuscripts. Their effort and expertise are vital to the success and quality of the conference and the IDEAL conference would have not taken place without their support and professionalism. IDEAL 2009 enjoyed outstanding keynote speeches by distinguished guest speakers: Isidro Laso of the European Commission, Xindong Wu of University of Vermont, Bruno Apolloni of the University of Milan, Colin Fyfe of the University of the West of Scotland and Francisco Herrera of the University of Granada. A big thanks to the local organizing team, especially the Organizing Committee Chairs, Bruno Baruque and Álvaro Herrero, who dedicated their enthusiasm and limitless time to this demanding task and provided lively reception and entertainment for the delegates. Particular thanks also go to our sponsors, Junta de Castilla y León, University of Burgos, Diputación de Burgos, Ayuntamiento de Burgos, GCI, CSA, FAE and FEC, who jointly contributed in an active and constructive manner to the success of this event. We would also like to thank Alfred Hoffman and Anna Kramer of Springer for their continued support of and collaboration in this conference series. July 2009 Emilio Corchado Hujun Yin Organization General Chair Hujun Yin University of Manchester, UK General Co-chair Alfonso Murillo Villar Begoña Prieto University of Burgos, Spain University of Burgos, Spain Programme Chair Emilio Corchado University of Burgos, Spain Programme Co-chairs Khurshid Ahmad Kwang-Hyun Cho Witold Pedrycz Trinity College, Dublin, Ireland KAIST, Korea University of Alberta, Canada Honorary Chair Carolina Blasco Juan Carlos Aparicio Vicente Orden Hojjat Adeli Ángel Ibañez José Pampliega Regional Goverment of Castilla y León, Spain Alcalde de la ciudad de Burgos, Spain Presidente de la Diputación provincial de Burgos, Spain Ohio State University, USA Concejal ayuntamiento de Burgos, Spain Diputado provincial de Burgos, Spain International Advisory Committee Chair Lei Xu Chinese University of Hong Kong, Hong Kong Steering Committee Co-chairs Hujun Yin Laiwan Chan University of Manchester, UK Chinese University of Hong Kong, Hong Kong South America Liaison José Alfredo F. Costa Federal University, Brazil VIII Organization Asia Liaison Yiu-ming Chueng Chair of IEEE CIS Hong Kong Chapter, Hong Kong Publicity Co-chair Emilio Corchado Dacheng Tao University of Burgos, Spain Hong Kong Polytechnic University, Hong Kong International Advisory Committee Yaser Abu-Mostafa Shun-ichi Amari Michael Dempster José R. Dorronsoro Nick Jennings Samuel Kaski Soo-Young Lee Erkki Oja Latit M. Patnaik Burkhard Rost Xin Yao CALTECH, USA RIKEN, Japan University of Cambridge, UK Autonomous University of Madrid, Spain University of Southampton, UK Helsinki University of Technology, Finland KAIST, South Korea Helsinki University of Technology, Finland Indian Institute of Science, India Columbia University, USA University of Birmingham, UK Steering Committee Nigel Allinson Yiu-ming Cheung Emilio Corchado Marc van Hulle John Keane Jimmy Lee Malik Magdon-Ismail Zheng Rong Yang Ning Zhong University of Sheffield, UK Hong Kong Baptist University, Hong Kong University of Burgos, Spain K. U. Leuven, Belgium University of Manchester, UK Chinese University of Hong Kong, Hong Kong Rensselaer Polytechnic Institute, USA University of Exeter, UK Maebashi Institute of Technology, Japan Programme Committee Ajith Abraham Jesús Alcalá-Fdez Luis Alonso Davide Anguita Bruno Apolloni Alberto Aragón Bernard de Baets Javier Bajo Norwegian University of Science and Technology, Norway University of Granada, Spain University of Salamanca, Spain University of Genoa, Italy University degli Studi of Milan, Italy University of Burgos, Spain Ghent University, Belgium Pontificial University of Salamanca, Spain Organization Ángel Ballesteros Bruno Baruque José Manuel Benítez Ester Bernadó Mikael Boden Lourdes Borrajo Juan Botía Vicente Botti Andrés Bustillo André de Carvalho Matthew Casey Oscar Castillo Darryl Charles Richard Chbeir Luonan Chen Songcan Chen Sung-Bae Cho Seungjin Choi Andrzej Cichocki David A. Clifton Juan M. Corchado Rafael Corchuelo Leticia Curiel Alfredo Cuzzocrea Ernesto Damiani Keshav Dahal Sanmay Das Ricardo Del Olmo Fernando Díaz José Dorronsoro Gérard Dreyfus Dan Dumitrescu Igor Farkas Florentino Fernández Jose Alfredo Ferreira Francisco Ferrer Juan J. Flores Richard Freeman Kunihiko Fukushima Bogdan Gabrys Marcus Gallagher Matjaz Gams Salvador García Mark Girolami Raúl Giráldez IX University of Burgos, Spain University of Burgos, Spain University of Granada, Spain Ramon Llull University, Spain The University of Queensland, Australia University of Vigo, Spain University of Murcia, Spain Polytechnic University of Valencia, Spain University of Burgos, Spain University of Sâo Paulo, Brazil University of Surrey, UK Tijuana Institute of Technology, Mexico University of Ulster, UK Bourgogne University, France Shanghai University, China Nanjing University of Aeronautics and Astronautics, China Yonsei University, Korea POSTECH, Korea Brain Science Institute, Japan University of Oxford, UK University of Salamanca, Spain University of Sevilla, Spain University of Burgos, Spain University of Calabria, Italy University of Milan, Italy University of Bradford, UK Rensselaer Polytechnic Institute, USA University of Burgos, Spain University of Valladolid, Spain Autónoma de Madrid University, Spain École Supérieure de Physique et de Chimie Industrielles de Paris, France University Babes-Bolyai, Romania Comenius University in Bratislava, Slovakia University of Vigo, Spain Federal University, Brazil University of Seville, Spain University Michoacana, Mexico Capgemini, UK Kansai University, Japan Bournemouth University, UK The University of Queensland, Australia Jozef Stefan Institute Ljubljana, Slovenia University of Jaen, Spain University of Glasgow, UK Pablo de Olavide University, Spain X Organization Daniel Glez-Peña Petro Gopych Manuel Graña Maciej Grzenda Jerzy Grzymala-Busse Anne Håkansson Saman Halgamuge Aboul Ella Hassanien Ioannis Hatzilygeroudis Francisco Herrera Álvaro Herrero Michael Herrmann James Hogan Jaakko Hollmén Vasant Honavar David Hoyle Lakhmi Jain María José del Jesús Vicent Julián Ata Kaban Juha Karhunen Miroslav Karny Samuel Kaski John Keane Daniel A. Keim Sung-Ho Kim Frank Klawonn Mario Köppen Andreas König Rudolf Kruse Lenka Lhotská Pei Ling Lai Paulo Lisboa Honghai Liu Eva Lorenzo Wenjian Luo Frederic Maire Urszula Markowska-Kaczmar Roque Marín José F. Martínez Giancarlo Mauri David Meehan Simon Miles University of Vigo, Spain Universal Power Systems USA-Ukraine LLC, Ukraine University of the Basque Country, Spain Warsaw University of Technology, Poland University of Kansas, USA Uppsala University, Sweden The University of Melbourne, Australia Cairo University, Egypt University of Patras, Greece University of Granada, Spain University of Burgos, Spain University of Edinburgh, UK Queensland University of Technology, Australia Helsinki University of Technology, Finland Iowa State University, USA University of Manchester, UK University of South Australia, Australia University of Jaén, Spain University Politécnica de Valencia, Spain University of Birmingham, UK Helsinki University of Technology, Finland Academy of Sciences of Czech Republic, Czech Republic Helsinki University of Technology, Finland University of Manchester, UK Universität Konstanz, Germany KAIST, Korea University of Applied Sciences Braunschweig/Wolfenbuettel, Germany Kyushu Institue of Technology, Japan University of Kaiserslautern, Germany Otto-von-Guericke-Universität Magdeburg, Germany Czech Technical University, Czech Republic Southern Taiwan University, Taiwan Liverpool John Moores University, UK University of Portsmouth, UK University of Vigo, Spain University of Science and Technology of China, China Queensland University of Technology, Australia Wroclaw University of Technology, Poland University of Murcia, Spain Instituto Nacional de Astrofisica Optica y Electronica Mexico University of Milano Bicocca, Italy University of Teesside, UK Kings College London, UK Organization José Manuel Molina Carla Möller-Levet Fabio Musso Anil Nerode Maria do Carmo Nicoletti Luis Miguel Nieto Yusuke Nojima Chung-Ming Ou Joaquín Pacheco Vasile Palade Stephan Pareigis Jongan Park Juan Pavón Carlos Pereira Gloria Phillips-Wren Jorge Posada John Qiang Victor Rayward-Smith Perfecto Reguera Bernardete Ribeiro José Riquelme Ramón Rizo Fabrice Rossi Roberto Ruiz Wei-Chiang Samuelson Hong Yanira Santana De Paz José Santos Javier Sedano Hyoseop Shin Michael Small Ponnuthurai N. Suganthan Ying Tan Ke Tang Dante I. Tapia Peter Tino Alicia Troncoso Eiji Uchino Marc Van Hulle Alfredo Vellido José R. Villar Lipo Wang Tzai-Der Wang Dong-Qing Wei Stefan Wermter Michal Wozniak XI University Carlos III of Madrid, Spain University of Manchester, UK University of Burgos, Spain Cornell University, USA Universitye Federal de Sao Carlos, Brazil University of Valladolid, Spain Osaka Prefecture University, Japan Kainan University, Taiwan University of Burgos, Spain University of Oxford, UK Hamburg University of Applied Sciences, Germany Chosun University, Korea University Complutense of Madrid, Spain University of Coimbra, Portugal Loyola College, USA VICOMTech, Spain University of Essex, UK University of East Anglia, UK University of Leon, Spain University of Coimbra, Portugal University of Seville, Spain University of Alicante, Spain National Institute of Research on Computer Science and Automatic, France Pablo de Olavide University, Spain Oriental Institute of Technology, Taiwan University of Salamanca, Spain University of A Coruña, Spain University of Burgos, Spain Konkuk University Seoul, Korea Hong Kong Polytechnic University, Hong Kong Nanyang Technological University, Singapore Peking University, China University of Science and Technology of China, China University of Salamanca, Spain University of Birmingham, UK Pablo de Olavide University, Spain Yamaguchi University, Japan K. U. Leuven, Belgium University Politécnica de Cataluña, Spain University of Oviedo, Spain Nanyang Technological University, Singapore Cheng Shiu University, Taiwan Shanghai Jiaotong University, China University of Sunderland, UK Wroclaw University of Technology, Poland XII Organization Wu Ying Ronald R. Yager Ron Yang Du Zhang Huiyu Zhou Rodolfo Zunino Northwestern University, USA Iona College, USA University of Exeter, UK California State University, USA Brunel University, UK University of Genoa, Italy Organizing Committee Bruno Baruque Álvaro Herrero Ángel Arroyo Pedro Burgos Andrés Bustillo Jacinto Canales Juan Manuel Corchado Leticia Curiel Carlos López Miguel Ángel Manzanedo Raúl Marticorena David Martín Juan Vicente Martín Juan Carlos Pérez Raquel Redondo Jose Manuel Sáiz Lourdes Sáiz Pedro Santos Javier Sedano Belén Vaquerizo University of Burgos, Spain, Chair University of Burgos, Spain, Chair University of Burgos, Spain University of Burgos, Spain University of Burgos, Spain CPIICyL, Spain University of Salamanca, Spain University of Burgos, Spain University of Burgos, Spain University of Burgos, Spain University of Burgos, Spain University of Burgos, Spain University of Burgos, Spain University of Burgos, Spain University of Burgos, Spain University of Burgos, Spain University of Burgos, Spain University of Burgos, Spain University of Burgos, Spain University of Burgos, Spain Programme Committees of Special Sessions Soft Computing Techniques in Data Mining Francisco Herrera Jesús Alcalá Albert Orriols Puig Alberto Fernández Hilario Bogdan Trawiński Daniel Sánchez Julian Luengo Martín Luciano Sánchez Ramos Rafael Alcalá Fernández Sebastián Ventura Soto Susana Nascimento University of Granada, Spain, Chair University of Granada, Spain, Chair Ramon Llull University, Spain University of Granada, Spain University of Wroclaw, Poland University of Granada, Spain University of Granada, Spain University of Oviedo, Spain University of Granada, Spain University of Cordoba, Spain New University of Lisbon, Portugal Organization XIII Recent Advances on Swarm-Based Computing Zhihua Cui Jianchao Zeng Jing Jie Panigrahi B.K. Parsopoulos Konstantinos Taiyuan University of Science and Technology, China, Chair Taiyuan University of Science and Technology, China, Chair SOHU, China Indian Institute of Technology Delhi, India University of Patras, Greece MIR Day 2009 – Burgos Ajith Abraham Francisco Herrera Juan Corchado Santi Caballé Emilio Corchado Fatos Xhafa Thanasis Daradoumis Bruno Baruque Emilio Corchado Fatos Xhafa Leticia Curiel Álvaro Herrero Raquel Redondo Santi Caballé Thanasis Daradoumis Norwegian University of Science and Technology, Norway, Chair University of Granada, Spain, Chair University of Salamanca, Spain, Chair Open University of Catalonia, Spain, Chair University of Burgos, Spain, Chair Techical University of Catalonia, Spain, Chair Open University of Catalonia, Spain, Chair University of Burgos, Spain University of Burgos, Spain Techical University of Catalonia, Spain University of Burgos, Spain University of Burgos, Spain University of Burgos, Spain Open University of Catalonia, Spain Open University of Catalonia, Spain Nature-Inspired Models for Industrial Applications Dominik Slezak Ajith Abraham Emilio Corchado Bruno Baruque Andrés Bustillo Pedro Mª Caballero Juan Corchado Petros Daras Álvaro Herrero Félix Sánchez Gregorio Sáinz Palmero Javier Sedano José R. Villar Infobright Inc., Canada, Chair Machine Intelligence Research Labs, MIR Labs, Chair University of Burgos, Spain, Chair University of Burgos, Spain University of Burgos, Spain CARTIF, Spain University of Salamanca, Spain Centre for Research and Technology Hellas, Greece University of Burgos, Spain Promatic System, Spain CARTIF, Spain University of Burgos, Spain University of Oviedo, Spain XIV Organization Intelligent Computational Techniques in Medical Image Processing Manuel Graña Alex Manhaes Alexandre Manhaes Savio Bogdan Raducanu Íñigo Barandiaran Iván Macia Javier de Lope Javier Ramírez Josu Maiora Josune Gallego Juan Manuel Górriz Maite García-Sebastián Miriam López University of the Basque Country, Spain, Chair University of the Basque Country, Spain, Chair University of the Basque Country, Spain Autonomous University of Barcelona, Spain VICOMTECH, Spain VICOMTECH, Spain Polytechnic University of Madrid, Spain University of Granada, Spain University of the Basque Country, Spain University of the Basque Country, Spain University of Granada, Spain University of the Basque Country, Spain University of Granada, Spain Advances on Ensemble Learning and Information Fusion Emilio Corchado Bruno Baruque Michał Woźniak Arkadiusz Grzybowski Konrad Jackowski University of Burgos, Spain, Chair University of Burgos, Spain, Chair University of Wroclaw, Poland, Chair University of Wroclaw, Poland University of Wroclaw, Poland Financial and Business Engineering (Modeling and Applications) Dragan Simić Ilija Tanackov Krzysztof Walkowiak Milenko Pertic Nebojsa Vukov Silvio Bortoleto Novi Sad Fair, Serbia, Chair University of Novi Sad, Serbia University of Wroclaw, Poland University of Novi Sad, Serbia Novi Sad Fair, Serbia University Positivo, Brazil Table of Contents Learning and Information Processing Taking Advantage of Class-Specific Feature Selection . . . . . . . . . . . . . . . . . Bárbara B. Pineda-Bautista, Jesús Ariel Carrasco-Ochoa, and José Fco. Martı́nez-Trinidad 1 Local Approximations . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Jerzy W. Grzymala-Busse and Wojciech Rzasa 9 SCIS: Combining Instance Selection Methods to Increase Their Effectiveness over a Wide Range of Domains . . . . . . . . . . . . . . . . . . . . . . . . Yoel Caises, Antonio González, Enrique Leyva, and Raúl Pérez 17 Supervised Feature Extraction Using Hilbert-Schmidt Norms . . . . . . . . . . P. Daniušis and P. Vaitkus 25 A Novel Estimation of the Regularization Parameter for -SVM . . . . . . . . E.G. Ortiz-Garcı́a, J. Gascón-Moreno, S. Salcedo-Sanz, A.M. Pérez-Bellido, J.A. Portilla-Figueras, and L. Carro-Calvo 34 Nearest Neighbor Classification by Relearning . . . . . . . . . . . . . . . . . . . . . . . Naohiro Ishii, Yuta Hoki, Yuki Okada, and Yongguang Bao 42 Integrating Rough Set and Genetic Algorithm for Negative Rule Extraction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Junyu Liu, Yubao Liu, and Yan Long Development of a Conceptual Model for a Knowledge-Based System for the Design of Closed-Loop PID Controllers . . . . . . . . . . . . . . . . . . . . . . . . . . Jose Luis Calvo-Rolle, Héctor Alaiz-Moretón, Javier Alfonso-Cendón, Ángel Alonso-Álvarez, and Ramón Ferreiro-Garcı́a Lazy Classification Using an Optimized Instance-Based Learner . . . . . . . . Rui Pedro Barbosa and Orlando Belo Adaptive Fuzzy Logic Controller and Its Application in MEMS Mirror Actuation Feedback Control . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Weiwei Shan, Xiqun Zhu, and Yuan Ma Detecting Computer Intrusions with Bayesian Networks . . . . . . . . . . . . . . . Wojciech Tylman 50 58 66 74 82 XVI Table of Contents Phase Load Balancing in the Secondary Distribution Network Using a Fuzzy Logic and a Combinatorial Optimization Based on the Newton Raphson . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Willy Siti, Adisa Jimoh, and Dan Nicolae Imperfect Pattern Recognition Using the Fuzzy Measure Theory . . . . . . . Anas Dahabiah, John Puentes, and Basel Solaiman 92 101 K-Means Clustering Seeds Initialization Based on Centrality, Sparsity, and Isotropy . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Pilsung Kang and Sungzoon Cho 109 Recurrence-Based Synchronization of Single Trials for EEG-Data Analysis . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Matthias Ihrke, Hecke Schrobsdorff, and J. Michael Herrmann 118 FeedRank: A Semantic-Based Management System of Web Feeds . . . . . . Hooran MahmoudiNasab and Sherif Sakr 126 An Autonomous Learning Algorithm of Resource Allocating Network . . . Toshihisa Tabuchi, Seiichi Ozawa, and Asim Roy 134 Real-Time Nose Detection and Tracking Based on AdaBoost and Optical Flow Algorithms . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . D. González-Ortega, F.J. Dı́az-Pernas, M. Martı́nez-Zarzuela, M. Antón-Rodrı́guez, J.F. Dı́ez-Higuera, and D. Boto-Giralda Hand Localization and Fingers Features Extraction: Application to Digit Recognition in Sign Language . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . A. Ben Jmaa, W. Mahdi, Y. Ben Jemaa, and A. Ben Hamadou Interaction Detection in Aerodynamic Design Data . . . . . . . . . . . . . . . . . . . Lars Graening, Markus Olhofer, and Bernhard Sendhoff Semi-supervised Outcome Prediction for a Type of Human Brain Tumour Using Partially Labeled MRS Information . . . . . . . . . . . . . . . . . . . Raúl Cruz-Barbosa and Alfredo Vellido Optimizing Data Transformations for Classification Tasks . . . . . . . . . . . . . José M. Valls and Ricardo Aler The Minimum Redundancy – Maximum Relevance Approach to Building Sparse Support Vector Machines . . . . . . . . . . . . . . . . . . . . . . . . . . . Xiaoxing Yang, Ke Tang, and Xin Yao 142 151 160 168 176 184 Discriminant Regression Analysis to Find Homogeneous Structures . . . . . Esteban Garcia-Cuesta, Ines M. Galvan, and Antonio J. de Castro 191 Learning from a Smarter Teacher . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Leonor Becerra-Bonache and Adrian Horia Dediu 200 Table of Contents STORM - A Novel Information Fusion and Cluster Interpretation Technique . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Jan Feyereisl and Uwe Aickelin Discriminant Independent Component Analysis . . . . . . . . . . . . . . . . . . . . . . Chandra Shekhar Dhir and Soo Young Lee Information Preserving Empirical Mode Decomposition for Filtering Field Potentials . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Zareen Mehboob and Hujun Yin XVII 208 219 226 Data Mining and Information Management A Heuristic Partial-Correlation-Based Algorithm for Causal Relationship Discovery on Continuous Data . . . . . . . . . . . . . . . . . . . . . . . . . Zhenxing Wang and Laiwan Chan Clustering with XCS and Agglomerative Rule Merging . . . . . . . . . . . . . . . . Liangdong Shi, Yinghuan Shi, and Yang Gao Extended Cascaded Star Schema and ECOLAP Operations for Spatial Data Warehouse . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Marcin Gorawski Block Clustering for Web Pages Categorization . . . . . . . . . . . . . . . . . . . . . . Malika Charrad, Yves Lechevallier, Mohamed ben Ahmed, and Gilbert Saporta Framework for Decisional Business Modeling and Requirements Modeling in Data Mining Projects . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . José Gallardo, Gloria Giacaman, Claudio Meneses, and Óscar Marbán An AI Tool for the Petroleum Industry Based on Image Analysis and Hierarchical Clustering . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Denis Ferraretti, Giacomo Gamberoni, Evelina Lamma, Raffaele Di Cuia, and Chiara Turolla Quantitative Association Rules Applied to Climatological Time Series Forecasting . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . M. Martı́nez-Ballesteros, F. Martı́nez-Álvarez, A. Troncoso, and J.C. Riquelme Duplicate Candidate Elimination and Fast Support Calculation for Frequent Subgraph Mining . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Andrés Gago-Alonso, Jesús Ariel Carrasco-Ochoa, José Eladio Medina-Pagola, and José Fco. Martı́nez-Trinidad 234 242 251 260 268 276 284 292 XVIII Table of Contents Knowledge Extraction with Non-Negative Matrix Factorization for Text Classification . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Catarina Silva and Bernardete Ribeiro Spherical Harmonics and Distance Transform for Image Representation and Retrieval . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Atul Sajjanhar, Guojun Lu, Dengsheng Zhang, Jingyu Hou, and Yi-Ping Phoebe Chen Fourier Transform Based Spatial Outlier Mining . . . . . . . . . . . . . . . . . . . . . Faraz Rasheed, Peter Peng, Reda Alhajj, and Jon Rokne 300 309 317 Fuzzy Multi-Criteria Decision Making in Stereovision Matching for Fish-Eye Lenses in Forest Analysis . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 325 P.J. Herrera, G. Pajares, M. Guijarro, J.J. Ruz, and J.M. De la Cruz Fuzzy Query Model for XML Documents . . . . . . . . . . . . . . . . . . . . . . . . . . . . Jeany Seto, Shane Clement, David Duong, Keivan Kianmehr, and Reda Alhajj Similarity-Binning Averaging: A Generalisation of Binning Calibration . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Antonio Bella, Cèsar Ferri, José Hernández-Orallo, and Marı̈a José Ramı́rez-Quintana Compressed Disjunction-Free Pattern Representation versus Essential Pattern Representation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Marzena Kryszkiewicz 333 341 350 Neuro-Informatics, Bio-Informatics and Bio-Inspired Models Combining Multiple Evolved Analog Circuits for Robust Evolvable Hardware . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Kyung-Joong Kim and Sung-Bae Cho 359 Web Feed Clustering and Tagging Aggregator Using Topological Tree-Based Self-Organizing Maps . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Richard T. Freeman 368 A Hybrid Grouping Genetic Algorithm for the Multiple-Type Access Node Location Problem . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . O. Alonso-Garrido, S. Salcedo-Sanz, L.E. Agustı́n-Blas, E.G. Ortiz-Garcı́a, A.M. Pérez-Bellido, and J.A. Portilla-Figueras A Comparative Study of Stellar Spectra Analysis with Neural Networks in Transformed Domains . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Diego Ordóñez, Carlos Dafonte, Minia Manteiga, and Bernardino Arcay 376 384 Table of Contents XIX Cascade-Connected ANN Structures for Indoor WLAN Positioning . . . . . Miloš Borenović, Aleksandar Nešković, and Djuradj Budimir 392 The Spatial Pheromone Signal for Ant Colony Optimisation . . . . . . . . . . . Ilija Tanackov, Dragan Simić, Jelena Mihaljev-Martinov, Gordan Stojić, and Siniša Sremac 400 Intrusion Detection in Sensor Networks Using Clustering and Immune Systems . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Zorana Banković, José M. Moya, Álvaro Araujo, and Juan-Mariano de Goyeneche 408 Novel Architecture for RNA Secondary Structure Prediction . . . . . . . . . . . Mario A. Garcı́a-Martı́nez, Rubén Posada-Gómez, and Giner Alor-Hernández 416 Nonlinear Dimensionality Reduction for Face Recognition . . . . . . . . . . . . . Weilin Huang and Hujun Yin 424 A Framework for Pattern-Based Global Models . . . . . . . . . . . . . . . . . . . . . . Arnaud Giacometti, Eynollah Khanjari Miyaneh, Patrick Marcel, and Arnaud Soulet 433 A New Segmentation Approach in Structured Self-Organizing Maps for Image Retrieval . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Raquel E. Patiño-Escarcina and J. Alfredo Ferreira Costa GPU Implementation of the Multiple Back-Propagation Algorithm . . . . . Noel Lopes and Bernardete Ribeiro LDA Pre-processing for Classification: Class-Dependent Single Objective GA and Multi-objective GA Approaches . . . . . . . . . . . . . . . . . . . Modjtaba Khalidji, Hossein Moeinzadeh, Ahmad Akbari, and Bijan Raahemi Neural Network with Classification Based on Multiple Association Rule for Classifying Mammographic Data . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Benaki Lairenjam and Siri Krishan Wasan A Fuzzy Approach for Studying Combinatorial Regulatory Actions of Transcription Factors in Yeast . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . F. Javier Lopez, Carlos Cano, Fernando Garcia, and Armando Blanco 441 449 457 465 477 Agents and Hybrid Systems The Winning Advantage: Using Opponent Models in Robot Soccer . . . . . José Antonio Iglesias, Juan Antonio Fernández, Ignacio Ramon Villena, Agapito Ledezma, and Araceli Sanchis 485 XX Table of Contents Talking Agents Design on the ICARO Framework . . . . . . . . . . . . . . . . . . . . José M. Fernández de Alba and Juan Pavón 494 A Rule-Based Multi-agent System for Local Traffic Management . . . . . . . Isabel Martı́, Vicente R. Tomás, Luis A. Garcı́a, and Juan J. Martı́nez 502 Requirements Engineering in the Development of Multi-Agent Systems: A Systematic Review . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . David Blanes, Emilio Insfran, and Silvia Abrahão Resources Oriented Search: A Strategy to Transfer Knowledge in the TRIZ-CBR Synergy . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Guillermo Cortes Robles, Giner Alor Hernández, Alberto Aguilar Lasserre, Ulises Juárez Martı́nez, Ruben Posada Gomez, Juan Miguel Gomez, and Alejandro Rodrı́guez González Agent Negotiation Protocols in Time-Bounded Service Composition . . . . Martı́ Navarro, Elena del Val, Miguel Rebollo, and Vicente Julián Writer Identification Using a Hybrid Method Combining Gabor Wavelet and Mesh Fractal Dimension . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Jianjun Zhang, Zhenyu He, Yiu-ming Cheung, and Xinge You 510 518 527 535 Soft Computing Techniques in Data Mining Segmentation of Upwelling Regions in Sea Surface Temperature Images via Unsupervised Fuzzy Clustering . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Susana Nascimento and Pedro Franco Exploration of Bagging Ensembles Comprising Genetic Fuzzy Models to Assist with Real Estate Appraisals . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Tadeusz Lasota, Zbigniew Telec, Bogdan Trawiński, and Krzysztof Trawiński Implementation and Integration of Algorithms into the KEEL Data-Mining Software Tool . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Alberto Fernández, Julián Luengo, Joaquin Derrac, Jesús Alcalá-Fdez, and Francisco Herrera 543 554 562 A Niching Algorithm to Learn Discriminant Functions with Multi-Label Patterns . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . J.L. Ávila, E.L. Gibaja, A. Zafra, and S. Ventura 570 Fuzzy Quantification-Based Linguistic Summaries in Data Cubes with Hierarchical Fuzzy Partition of Time Dimension . . . . . . . . . . . . . . . . . . . . . Rita Castillo-Ortega, Nicolás Marı́n, and Daniel Sánchez 578 Table of Contents A Soft Discretization Technique for Fuzzy Decision Trees Using Resampling . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Taimur Qureshi and D.A. Zighed Evolving Fuzzy Systems Based on the eTS Learning Algorithm for the Valuation of Residential Premises . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Tadeusz Lasota, Zbigniew Telec, Bogdan Trawiński, and Krzysztof Trawiński GFS-Based Analysis of Vague Databases in High Performance Athletics . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Ana Palacios, Inés Couso, and Luciano Sánchez XXI 586 594 602 Recent Advances on Swarm-Based Computing The Vector Model of Artificial Physics Optimization Algorithm for Global Optimization Problems . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Liping Xie, Jianchao Zeng, and Zhuihua Cui 610 Electricity Consumption Simulation Based on Multi-agent System . . . . . . Minjie Xu, Zhaoguang Hu, Baoguo Shan, and Xiandong Tan 618 Using Preferences to Solve Student–Class Allocation Problem . . . . . . . . . . Juan I. Cano, Luis Sánchez, David Camacho, Estrella Pulido, and Eloy Anguiano 626 Nearest Neighbor Interaction PSO Based on Small-World Model . . . . . . . Zhihua Cui, Yongfang Chu, and Xingjuan Cai 633 Intelligent Computational Techniques in Medical Image Processing Classification Results of Artificial Neural Networks for Alzheimer’s Disease Detection . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Alexandre Savio, Maite Garcı́a-Sebastián, Carmen Hernández, Manuel Graña, and Jorge Villanúa An Automatic Segmentation and Reconstruction of Mandibular Structures from CT-Data . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Iñigo Barandiaran, Iván Macı́a, Eva Berckmann, Diana Wald, Michael Pierre Dupillier, Céline Paloc, and Manuel Graña Stent Graft Change Detection After Endovascular Abdominal Aortic Aneurysm Repair . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Josu Maiora, Guillermo Garcı́a, Arantxa Tapia, Iván Macı́a, Jon Haitz Legarreta, Céline Paloc, Manuel Graña, and Mariano de Blas 641 649 656 XXII Table of Contents Segmentation of Abdominal Aortic Aneurysms in CT Images Using a Radial Model Approach . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Iván Macı́a, Jon Haitz Legarreta, Céline Paloc, Manuel Graña, Josu Maiora, Guillermo Garcı́a, and Mariano de Blas 664 Advances on Ensemble Learning and Information Fusion Interval-Valued Fuzzy Observations in Bayes Classifier . . . . . . . . . . . . . . . . Robert Burduk 672 Random Relevant and Non-redundant Feature Subspaces for Co-training . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Yusuf Yaslan and Zehra Cataltepe 679 Modification of Nested Hyperrectangle Exemplar as a Proposition of Information Fusion Method . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Michal Woźniak 687 Financial and Business Engineering (Modeling and Applications) Modelling Evaluation of Railway Reform Level Using Fuzzy Logic . . . . . . Gordan Stojić, Ilija Tanackov, Slavko Vesković, Sanjin Milinković, and Dragan Simić 695 A Comparison of Market Structures with Near-Zero-Intelligence Traders . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Xinyang Li and Andreas Krause 703 Evaluating the Performance of Adapting Trading Strategies with Different Memory Lengths . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Andreas Krause 711 MIR Day 2009 - Burgos Improving the Language Active Learning with Multiagent Systems . . . . . Cristian Pinzón, Vivian López, Javier Bajo, and Juan M. Corchado 719 A Multi-agent System to Learn from Oceanic Satellite Image Data . . . . . Rosa Cano, Angélica González, Juan F. de Paz, and Sara Rodrı́guez 727 A Proposal for an Optimal Mutation Probability in an Evolutionary Model Based on Turing Machines . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Fabio Musso and Giovanni Feverati 735 Table of Contents Segmentation and Classification of Time-Series: Real Case Studies . . . . . J.M. Molina, J. Garcia, A.C. Bicharra Garcia, R. Melo, and L. Correia XXIII 743 A Compendium of Heuristic Methods for Scheduling in Computational Grids . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Fatos Xhafa and Ajith Abraham 751 Modeling of Network Computing Systems for Decision Tree Induction Tasks . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Krzysztof Walkowiak and Michal Woźniak 759 Atmospheric Pollution Analysis by Unsupervised Learning . . . . . . . . . . . . Angel Arroyo, Emilio Corchado, and Veronica Tricio 767 Improving Energy Efficiency in Buildings Using Machine Intelligence . . . Javier Sedano, José Ramón Villar, Leticia Curiel, Enrique de la Cal, and Emilio Corchado 773 Analysis, Design and Implementation of a Multiagent System, to Extract Defining Contexts Based on a Linguistic Corpus in the Neurological Disease Domain . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Luis F. Castillo, Marı́a Mercedes Suarez, Carmenza Rı́os, and Manuel G. Bedia 783 Nature Inspired Models for Industrial Applications Applying Scatter Search to the Location Areas Problem . . . . . . . . . . . . . . Sónia M. Almeida-Luz, Miguel A. Vega-Rodrı́guez, Juan A. Gómez-Pulido, and Juan M. Sánchez-Pérez Parameter Analysis for Differential Evolution with Pareto Tournaments in a Multiobjective Frequency Assignment Problem . . . . . . . . . . . . . . . . . . Marisa da Silva Maximiano, Miguel A. Vega-Rodrı́guez, Juan A. Gómez-Pulido, and Juan M. Sánchez-Pérez SOM-Based Selection of Monitored Consumers for Demand Prediction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Maciej Grzenda 791 799 807 Multiagent Systems for Power System Topology Verification . . . . . . . . . . . Kazimierz Wilkosz, Zofia Kruczkiewicz, and Tomasz Rojek 815 Author Index . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 823
