Survey
* Your assessment is very important for improving the workof artificial intelligence, which forms the content of this project
* Your assessment is very important for improving the workof artificial intelligence, which forms the content of this project
Ildar Batyrshin Miguel González Mendoza (Eds.) Advances in Artificial Intelligence 11th Mexican International Conference on Artificial Intelligence, MICAI 2012 San Luis Potosí, Mexico October 27–November 4, 2012 Proceedings, Part 1 Volume Editors Ildar Batyrshin Mexican Petroleum Institute (IMP) Eje Central Lazaro Cardenas Norte, 152 Col. San Bartolo Atepehuacan Mexico D.F., CP 07730, Mexico E-mail: [email protected] Miguel González Mendoza Tecnológico de Monterrey Campus Estado de México Carretera Lago de Guadalupe Km 3.5 Atizapán de Zaragoza Estado de México, CP 52926, Mexico E-mail: [email protected] Preface The Mexican International Conference on Artificial Intelligence (MICAI) is a yearly international conference series organized by the Mexican Society of Artificial Intelligence (SMIA) since 2000. MICAI is a major international AI forum and the main event in the academic life of the country’s growing AI community. MICAI conferences publish high-quality papers in all areas of artificial intelligence and its applications. The proceedings of the previous MICAI events have been published by Springer in its Lecture Notes in Artificial Intelligence (LNAI) series, vol. 1793, 2313, 2972, 3789, 4293, 4827, 5317, 5845, 6437, 6438, 7094, and 7095. Since its foundation in 2000, the conference has been growing in popularity and improving in quality. The proceedings of MICAI 2012 have been published in two volumes. The first volume, Advances in Artificial Intelligence, contains 40 papers structured into five sections: − − − − − Machine Learning and Pattern Recognition Computer Vision and Image Processing Robotics Knowledge Representation, Reasoning, and Scheduling Medical Applications of Artificial Intelligence The second volume, Advances in Computational Intelligence, contains 40 papers structured into four sections: − − − − Natural Language Processing Evolutionary and Nature-Inspired Metaheuristic Algorithms Neural Networks and Hybrid Intelligent Systems Fuzzy Systems and Probabilistic Models in Decision Making Both books will be of interest for researchers in all fields of AI, students specializing in related topics and for general public interested in recent developments in AI. The conference received for evaluation 224 submissions by 461 authors from 28 countries: Algeria, Austria, Belgium, Brazil, Canada, China, Colombia, Cuba, Czech Rep., France, Hungary, India, Iran, Israel, Japan, Luxembourg, Mexico, Netherlands, New Zealand, Pakistan, Paraguay, Peru, Poland, Russia, Spain, Tunisia, UK, and USA. Of those submissions, 77 papers were selected for publication in these two volumes after peer-reviewing process carried out by the international Program Committee. In particular, the acceptance rate was 34.3%. MICAI 2012 was honored by the presence of such renowned experts as Ulises Cortés of the Universitat Politècnica de Catalunya, Spain; Joydeep Ghosh of the University of Texas, US; Jixin Ma of the Greenwich College, UK; Roy A. Maxion of the Carnegie Mellon University, US; Grigori Sidorov of the Instituto Politécnico Nacional, Mexico; and Ian Witten of the University of Waikato, New Zealand, who gave excellent keynote lectures. The technical program of the conference also featured nine tutorials presented by Ulises Cortes, Alexander Gelbukh, Jean Bernard Hayet, Sergio Ledezma, Jixin Ma, Roy A. Maxion, Horacio Rostro González, Grigori Sidorov, and Ian Witten. Two workshops were held jointly with the conference: the Fifth Workshop on Intelligent Learning Environments and the Fifth Workshop on Hybrid Intelligent Systems. In particular, in addition to regular papers, the volumes contain three invited papers by keynote speakers and their collaborators: − Empirical Study of Machine Learning Based Approach for Opinion Mining in Tweets, by Grigori Sidorov, Sabino Miranda-Jiménez, Francisco ViverosJiménez, Alexander Gelbukh, Noé Castro-Sánchez, Francisco Velásquez, Ismael Díaz-Rangel, Sergio Suárez-Guerra, Alejandro Treviño, and Juan Gordon − AI based fall management services. The role of the i-Walker in I-DONTFALL, by Ulises Cortés, Antonio Martínez-Velasco, Cristian Barrué, and Roberta Annicchiarico − Syntactic Dependency-based N-grams as Classification Features, by Grigori Sidorov, Francisco Velasquez, Efstathios Stamatatos, Alexander Gelbukh, and Liliana Chanona-Hernández The authors of the following papers received the Best Paper Award on the basis of the paper’s overall quality, significance and originality of the reported results: 1st place: Towards the creation of Semantic Models based on Computer-Aided Designs, by Nestor Velasco Bermeo, Miguel González Mendoza, Alexander García Castro, and Irais Heras Dueñas (Mexico, USA) 2nd place: A New Branch and Bound Algorithm for the Cyclic Bandwidth Problem, by Hillel Romero-Monsivais, Eduardo Rodriguez-Tello, and Gabriel Ramírez (Mexico) 3rd place: Modelling, aggregation and simulation of a dynamic biological system through Fuzzy Cognitive Maps, by Gonzalo Nápoles, Isel Grau, Maikel León, and Ricardo Grau (Cuba) The authors of following paper selected among all papers of which the first author was a full-time student, excluding the papers listed above, received the Best Student Paper Award: 1st place: Fuzzy Clustering for Semi-Supervised Learning—Case study: Construction of an Emotion Lexicon, by Soujanya Poria, Alexander Gelbukh, Dipankar Das, and Sivaji Bandyopadhyay (India, Mexico). In addition, the attendees of the Special Session voted for the following works to receive the Best Poster Award (these papers are included in a separate Special Session proceedings volume): 1st place: EMG Pattern Recognition System Based on Neural Networks, by Juan Carlos Gonzalez-Ibarra, Carlos Soubervielle-Montalvo, Omar Vital-Ochoa, and Hector Gerardo Perez-Gonzalez (Mexico) 2nd place: Conflict Resolution in Multiagent Systems: Balancing Optimality and Learning Speed, by Aaron Rocha-Rocha, Enrique Munoz de Cote, Saul Pomares Hernandez, and Enrique Sucar Succar (Mexico) 3rd place: Conception and Implementation of a Supermarket Shopping Assistant System, by Antonio Marin-Hernandez, Guillermo de Jesús Hoyos-Rivera, Marlon García-Arroyo, and Luis Felipe Marin-Urias (Mexico) We want to thank all the people involved in the organization of this conference. In the first place, these are the authors of the papers published in this book: it is their research work that gives value to the book and to the work of the organizers. We thank the Track Chairs for their hard work, the Program Committee members and additional reviewers for their great effort spent on reviewing the submissions. We would like to express our sincere gratitude to the Coordinación para la Innovación y Aplicación de la Ciencia y la Tecnología (CIACyT) of the Universidad Autónoma de San Luis Potosí, CONSYS TELECOM, ACOMEE, Magnetica FM, Faragauss System, Fundación Nikola Tesla, Panadería Penny, and Universidad Politécnica de San Luis Potosí (UPSLP) for their generous support, and in particular to UPSLP for providing the infrastructure for the keynote talks, tutorials, workshops, and technical presentations. We also thank the Oficina de Congresos y Convenciones de San Luis Potosí (OCCSLP) for its valuable effort in organizing the cultural program as well as other logistics activities. We are deeply grateful to the conference staff and to all members of the Local Committee headed by Dr. Omar Montaño Rivas. In particular, we thank Rafael Llamas Contreras, the Logistics Chair, and Gabriela Zárate Rasillo, the OCCSLP representative, for their great effort in resolving logistics issues. Very special thanks go to Liliana Gámez Zavala and Ana María González Ávila for their help in advertizing MICAI and handling all publicity-related issues. We are in indebted to Dr. José Antonio Loyola Alarcón, the Rector of the Universidad Politécnica de San Luis Potosí, for giving us the wonderful opportunity of organizing the conference at this university and for his unconditional support to the organization of the conference at all its stages. We would also like to express our sincere gratitude to the Vice Rector’s Office of the UPSLP headed by Lic. Francisco Javier Delgado Rojas; to Lic. Igor León O’Farrill, Treasurer General of the UPSLP, and Dr. Francisco Cruz Oradaz Salazar, Head of the Facultad de Tecnologías de Información y Telemática, for their warm hospitality related to MICAI 2012. We gratefully acknowledge support received from the following projects: WIQ-EI (Web Information Quality Evaluation Initiative, European project 269180), PICCO10-120 (ICYT, Mexico City Government), and CONACYT 122030-DST India project “Answer Validation through Textual Entailment.” The entire submission, reviewing, and selection process, as well as preparation of the proceedings, were supported for free by the EasyChair system (www.easychair.org). Last but not least, we are grateful to Springer staff for their patience and help in preparation of this volume. November 2012 Ildar Batyrshin Miguel González Mendoza Conference Organization MICAI 2012 was organized by the Mexican Society of Artificial Intelligence (SMIA, Sociedad Mexicana de Inteligencia Artificial) in collaboration with the Universidad Politécnica de San Luis Potosí (UPSLP), Centro de Investigación en Computación del Instituto Politécnico Nacional (CIC-IPN), Instituto Nacional de Astrofísica, Óptica y Electrónica (INAOE), Universidad Nacional Autónoma de México (UNAM), Universidad Autónoma de México (UAM), Instituto Tecnológico de Estudios Superiores de Monterrey (ITESM), Universidad Autónoma de Estado de Hidalgo (UAEH), and Instituto Mexicano de Petroleo (IMP). The MICAI series webpage is www.MICAI.org. The website of the Mexican Society of Artificial Intelligence, SMIA, is www.SMIA.mx. Contact options and additional information can be found on these websites. Conference Committee General Chairs: Program Chairs: Workshop Chair: Tutorials Chairs: Keynote Talks Chair: Financial Chair: Grant Chairs: Best Thesis Awards Chair: Doctoral Consortium Chairs: Organizing Committee Chair: Supervising ex-president of the SMIA: Raúl Monroy Alexander Gelbukh Miguel González Mendoza Ildar Batyrshin Alexander Gelbukh Felix Castro Espinoza Jesus A. Gonzalez Grigori Sidorov Grigori Sidorov Miguel González Mendoza Ildar Batyrshin Miguel González Mendoza Oscar Herrera Alcántara Miguel González Mendoza Omar Montaño Rivas Carlos Alberto Reyes García Track Chairs Natural Language Processing Machine Learning and Pattern Recognition Data Mining Intelligent Tutoring Systems Evolutionary and Nature-inspired Metaheuristic Algorithms Sofia Natalia Galicia Haro Johan van Horebeek Felix Castro Espinoza Alexander Gelbukh Nareli Cruz Cortés Oliver Schütze Computer Vision and Image Processing Robotics, Planning and Scheduling Neural Networks and Hybrid Intelligent Systems Logic, Knowledge-Based Systems, Multi-Agent Systems, and Distributed AI Fuzzy Systems and Probabilistic Models in Decision Making Bioinformatics and Medical Applications Oscar Herrera Alcántara Fernando M. Montes-Gonzalez Sergio Ledesma Orozco Mauricio Osorio Claudia Zepeda Cortés Alexander Tulupyev Jesús A. González Program Committee Charan Kumari Achanta Carlos Acosta Hector-Gabriel Acosta-Mesa Ruth Aguilar Carlos Aguilar Ibáñez Teresa Alarcón Alfonso Alba Rafik Aliev Leopoldo Altamirano Gustavo Arroyo Serge Autexier J. Gabriel Avina-Cervantes Victor Ayala-Ramirez Bogdan Babych Sivaji Bandyopadhyay Maria Lucia Barrón-Estrada Ildar Batyrshin Hector Becerra Mokhtar Beldjehem Leopoldo Bertossi Albert Bifet Leticia Cagnina Felix Calderon Hiram Calvo Nicoletta Calzolari Oscar Camacho Nieto Jose Luis Carballido Mario Castelán Oscar Castillo Felix Castro Espinoza Martine Ceberio Gustavo Cerda-Villafana Mario Chacon Niladri Chatterjee Edgar Chavez Zhe Chen Stefania Costantini Broderick Crawford Nareli Cruz Cortés Rolando Cruz Ramírez Heriberto Cuayahuitl Iria da Cunha Oscar Dalmau Enrique de La Rosa Miranda Carlos Delgado-Mata Bernabe Dorronsoro Beatrice Duval Asif Ekbal Michael Emmerich Alexandr Eremeev Hugo-Jair Escalante Boris Escalante Ramírez Ponciano Jorge Escamilla-Ambrosio Susana C. Esquivel Vladimir Estivill-Castro Julio Cesar Estrada Rico Gibran Etcheverry Eugene C. Ezin Claudia Feregrino Denis Filatov Juan J. Flores Andrea Formisano Anilu Franco-Arcega Alfredo Gabaldon Sofia N. Galicia-Haro Ana-Gabriela Gallardo-Hernández Carlos Hugo Garcia Capulin Ma. de Guadalupe Garcia-Hernandez Alexander Gelbukh Arturo Gonzalez Jesus A. Gonzalez Miguel Gonzalez Mendoza José-Joel Gonzalez-Barbosa Felix F. Gonzalez-Navarro D. Gutiérrez Joaquín Gutiérrez Jagüey Rafael Guzman Hartmut Haehnel Jin-Kao Hao Yasunari Harada Rogelio Hasimoto Jean-Bernard Hayet Antonio Hernandez Donato Hernández Arturo Hernandez-Aguirre Oscar Herrera Dieter Hutter Pablo H. Ibarguengoytia Mario Alberto Ibarra-Manzano Hugo Jair Escalante Berend Jan van der Zwaag Timoleon Kipouros Ryszard Klempous Olga Kolesnikova Vladik Kreinovich Reinhard Langmann Adriana Lara Bruno Lara Yulia Ledeneva Sergio Ledesma-Orozco Yoel Ledo Mezquita Pierrick Legrand Guillermo Leguizamón Eugene Levner Aurelio Lopez Omar Lopez Juan Manuel Lopez Hernandez Francisco Luna Gabriel Luque Tanja Magoc Luis Ernesto Mancilla Nashat Mansour Alexis Marcano Cedeño J. Raymundo Marcial-Romero Antonio Marin Hernandez Luis Felipe Marin Urias Georgiana Marsic Luis Martí Rene Alfredo Martinez Celorio Edgar Martinez-Garcia José Fco. Martínez-Trinidad Jerzy Martyna Carolina Medina Patricia Melin Martin Mendez Carlos Merida-Campos Ivan V. Meza Efrén Mezura-Montes Mikhail Mikhailov Gabriela Minetti Dieter Mitsche Luís Moniz Pereira Raul Monroy Fernando Martin Montes-Gonzalez Manuel Montes-y-Gómez Guillermo Morales-Luna Victor Muñiz Masaki Murata Juan Antonio Navarro Perez Jesús Emeterio Navarro-Barrientos Juan Carlos Nieves Sergey Nikolenko Juan Arturo Nolazco Flores Leszek Nowak Iván Olier Ivan Olmos Fernando Orduña Cabrera Felipe Orihuela-Espina Eber Orozco Magdalena Ortiz Mauricio Osorio Elvia Palacios Ted Pedersen Héctor Manuel Pérez Thierry Peynot David Pinto Eunice E. Ponce-de-Leon Natalia Ponomareva Volodymyr Ponomaryov Edgar Alfredo Portilla-Flores Joel Quintanilla Julio Cesar Ramos Carolina Reta Alberto Reyes Orion Fausto Reyes-Galaviz Carlos A. Reyes-Garcia Jean-Michel Richer Mariano Rivera Antonio Robles-Kelly Erik Rodner Arles Rodriguez Eduardo Rodriguez-Tello Katya Rodriguez-Vazquez Leandro Fermín Rojas Peña Paolo Rosso Horacio Rostro Gonzalez Jianhua Ruan Imre Rudas Salvador Ruiz Correa Jose Ruiz-Pinales Leszek Rutkowski Andriy Sadovnychyy Carolina Salto Gustavo Sanchez Guillermo Sanchez-Diaz Abraham Sánchez López Raul E. Sanchez-Yanez Jose Santos Oliver Schütze Nikolay Semenov Pinar Senkul Shahnaz N. Shahbazova Grigori Sidorov Gerardo Sierra Alexander Sirotkin Peter Sosnin Humberto Sossa Azuela Marta Rosa Soto Ramon Soto Ricardo Soto Juan-Manuel Torres-Moreno Heike Trautmann Leonardo Trujillo Alexander Tulupyev Johan van Horebeek Massimiliano Vasile Francois Vialatte Javier Vigueras Manuel Vilares Ferro Andrea Villagra Toby Walsh Cornelio Yáñez-Márquez Ramon Zatarain Claudia Zepeda Cortes Additional Reviewers Mehran Ahmadlou Israel Becerra Eduardo Cabal Nina Dethlefs Elva Diaz Christian Dominguez Medina Milagros Fernández Gavilanes Benjamin Hernandez Md. Jamiul Jahid Rafael Murrieta Organizing Committee Local Chair: Logistic Chairs: Omar Montaño Rivas Rafael Llamas Contreras Cesar Guerra José Carlos Ortiz-Bayliss Partha Pakray Obdulia Pichardo Soujanya Poria Francisco Jose Ribadas-Pena Edgar Rodriguez Jose Rodriguez Octavio Augusto Sánchez Velázquez José Arturo Tejeda-Gómez Registration Chairs: Sponsorship Chair: Publicity Chair: Financial Chair: Hugo Gonzalez Victor Fernández Jorge Simón Liliana Gámez Mario Alberto Martínez Table of Contents Machine Learning and Pattern Recognition Invited paper: Empirical Study of Machine Learning Based Approach for Opinion Mining in Tweets . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Grigori Sidorov An Empirical Evaluation of Different Initialization on the Number of K-Means Iterations . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Renato Cordeiro de Amorim Intelligent Feature and Instance Selection to improve Nearest Neighbor classifiers . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Yenny Villuendas-Rey, Yailé Caballero-Mota and Marı́a Matilde Garcı́aLorenzo A method for building prototypes in the nearest prototype approach based on similarity relations for problems of approximation of functions . . Marilyn Bello, Maria M. Garcia and Rafael Bello 1 15 27 39 A Diversity Production Approach in Ensemble of Base Classifiers . . . . . . . Hamid Parvin, Sara Ansari and Sajad Parvin 51 A new Overlapping Clustering Algorithm based on Graph Theory . . . . . . . Airel Pérez Suárez, José Fco. Martı́nez Trinidad, Jesús A. Carrasco Ochoa and José E. Medina Pagola 61 Emotion Lexicon Generation: Approximating Fuzzy Clustering for SVM Classification . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Soujanya Poria, Alexander Gelbukh, Dipankar Das and Sivaji Bandyopadhyay Statistical Framework for Facial Pose Classification . . . . . . . . . . . . . . . . . . . . Ajay Jaiswal, Nitin Kumar and R. K. Agrawal Forecast of air quality based in Ozone by decision trees and neural networks . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Nahun Loya, David Pinto, Ivan Olmos Pineda, Helena Gómez-Adorno and Yuridiana Alemán 73 87 99 Automatic Discovery of Web content related to IT in the Mexican Internet based on supervised classifiers . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 109 José-Lázaro Martı́nez-Rodrı́guez, Vı́ctor-Jesús Sosa-Sosa and Ivan LopezArevalo Monitoring the content of audio broadcasted by Internet Radio Stations . 121 Omar Nuñez and Antonio Camarena-Ibarrola Computer Vision and Image Processing Using hidden Markov model and DempsterShafer theory for evaluating and detecting dangerous situations in level crossing environments . . . . . . . 133 Houssam Salmane, Yassine Ruichek and Louahdi Khoudour Local Features Classification For Adaptive Tracking . . . . . . . . . . . . . . . . . . . 148 Alan I. Torres-Nogales, Santiago E. Conant-Pablos and Hugo TerashimaMarı́n Two Adaptive Methods Based on Edge Analysis for Improved Concealing Damaged Coded Images in Critical Error Situations . . . . . . . . . 160 Mireya Garcı́a-Vázquez and Alejandro Alvaro Ramı́rez-Acosta Phase correlation based image alignment with subpixel accuracy . . . . . . . . 172 Alfonso Alba, Ruth Aguilar, Javier Flavio Vigueras-Gómez and Edgar Arce-Santana A Novel Encryption Method with Associative Approach for Gray-Scale Images . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 184 Federico Felipe, Angel Martı́nez, Elena Acevedo and Marco Antonio Acevedo FPGA-based architecture for Extended Associative Memories and its Application in Images Recognition . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 195 Enrique Guzman, Ignacio Arroyo, Carlos Gonzales and Oleksiy Pogrebnyak Salient Features Selection for Multiclass Texture Classification . . . . . . . . . . 206 Bharti Rana and R. K. Agrawal Robotics Robotic Behavior Implementation using Two Different Differential Evolution Approaches . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 217 Vı́ctor Ricardo Cruz-Álvarez, Fernando Montes-Gonzalez, Efrén MezuraMontes and José Santos Robust visual localization of a humanoid robot in a symmetric space . . . . 228 Mauricio J. Garcia Vazquez, Jorge Francisco Madrigal, Oscar Mar, Claudia Esteves and Jean-Bernard Hayet DeWaLoP In-pipe Robot Position from Visual Patterns . . . . . . . . . . . . . . . . 240 Luis Mateos Electric Vehicle Automation through a Distributed Control System for Search and Rescue Operations . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 250 Marco Cruz-Ramos, Christian Hassard and Jl Gordillo Control of the instantaneous initial contact on a parallel gripper using a fuzzy-rules emulated network with feedback from ultrasonic and force sensors . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 262 César Navarro, Chidentree Treesatayapun and Arturo Baltazar Integration of directional smell sense on an UGV . . . . . . . . . . . . . . . . . . . . . . 274 B. Lorena Villarreal, Christian Hassard and J.L. Gordillo Automatic 3D City Reconstruction Platform using a LIDAR and DGPS . 286 Angel-Ivan Garcia-Moreno, José-Joel Gonzalez-Barbosa, Juan-Bautista Hurtado-Ramos, Francisco-Javier Ornelas-Rodrı́guez, Alfonso RamirezPedraza and Erick-Alejandro Gonzalez-Barbosa Knowledge Representation, Reasoning, and Scheduling Towards the creation of Semantic Models based on Computer-Aided Designs . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 299 Nestor Velasco Bermeo, Miguel González Mendoza, Alexander Garcı́a Castro and Irais Heras Dueñas Process of concept alignment for interoperability between heterogeneous sources . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 310 Marı́a De Lourdes Guadalupe Martı́nez-Villaseñor and Miguel GonzálezMendoza A Defeasible Logic of Intention . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 320 José Martı́n Castro-Manzano Towards Computational Political Philosophy . . . . . . . . . . . . . . . . . . . . . . . . . 333 José Martı́n Castro-Manzano Exploring the Solution of Course Timetabling Problems through Heuristic Segmentation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 346 Dulce J. Magaña-Lozano, Santiago E. Conant-Pablos and Hugo TerashimaMarin Verifying Nested Workflows with Extra Constraints . . . . . . . . . . . . . . . . . . . 358 Roman Barták and Vladimı́r Rovenský Shortest stochastic path with risk sensitive evaluation . . . . . . . . . . . . . . . . . 370 Renato Minami and Valdinei Silva Forward and Backward Feature Selection in Gradient-Based MDP Algorithms . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 382 Karina Bogdan and Valdinei Silva Medical Applications of Artificial Intelligence Invited paper: AI based fall management services. The role of the i-Walker in I-DONTFALL . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 394 Ulises Cortés Performance Evaluation of Ranking Methods for Relevant Gene Selection in Cancer Microarray Datasets . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 406 Manju Sardana, Baljeet Kaur and R. K. Agrawal Assessment of Bayesian network classifiers as tools for discriminating breast cancer pre-diagnosis based on three diagnostic methods . . . . . . . . . . 418 Maria Yaneli Ameca Alducin, Nicandro Cruz Ramı́rez, Efrén Mezura Montes, Enrique Martin Del Campo Mena, Nancy Pérez Castro and Héctor Gabriel Acosta Mesa Identification of risk factors for TRALI using a hybrid algorithm . . . . . . . . 432 Dolores Torres, Aurora Torres, Felipe Cuellar, Luz Torres, Eunice. Ponce de León, Francisco Pinales and Jorge Cardona Processing Epidemiological Relational Databases Using a Semantic Approach . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 446 David Gonzalez-Marron, Miguel Gonzalez-Mendoza and Neil HernandezGress A graph cellular automata model to study the spreading of an infectious disease . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 458 Maria Jose Fresnadillo Martinez, Enrique Garcia Merino, Enrique Garcia Sanchez, Jose Elias Garcia Sanchez, Angel Martin Del Rey and Gerardo Rodriguez Sanchez Modelling interpersonal relations in surgical teams with fuzzy logic . . . . . . 469 Andrzej Romanowski, Pawel Wozniak, Tomasz Jaworski, Pawel Fiderek and Jacek Kucharski Author Index A Acevedo, Elena Acevedo, Marco Antonio Acosta Mesa, Héctor Gabriel Agrawal, R. K. Aguilar, Ruth Alba, Alfonso Alemán, Yuridiana Ameca Alducin, Maria Yaneli Ansari, Sara Arce-Santana, Edgar Arroyo, Ignacio B Baltazar, Arturo Bandyopadhyay, Sivaji Barták, Roman Bello, Marilyn Bello, Rafael Bogdan, Karina C Caballero-Mota, Yailé Camarena-Ibarrola, Antonio Cardona, Jorge Carrasco Ochoa, Jesús A. Castro-Manzano, José Martı́n Conant-Pablos, Santiago E. Cordeiro de Amorim, Renato Cortés, Ulises Cruz Ramı́rez, Nicandro Cruz-Ramos, Marco Cruz-Álvarez, Vı́ctor Ricardo Cuellar, Felipe D Das, Dipankar E Esteves, Claudia F Felipe, Federico Fiderek, Pawel Fresnadillo Martinez, Maria Jose G Garcia Merino, Enrique 184 184 418 87, 206, 406 172 172 99 418 51 172 195 262 73 358 39 39 382 27 121 432 61 320, 333 148, 346 15 394 418 250 217 432 73 228 184 469 458 458 Garcia Sanchez, Enrique Garcia Sanchez, Jose Elias Garcia Vazquez, Mauricio J. Garcia, Maria M. Garcia-Moreno, Angel-Ivan Garcı́a Castro, Alexander Garcı́a-Lorenzo, Marı́a Matilde Garcı́a-Vázquez, Mireya Gelbukh, Alexander Gonzales, Carlos Gonzalez-Barbosa, Erick-Alejandro Gonzalez-Barbosa, José-Joel Gonzalez-Marron, David González Mendoza, Miguel Gordillo, J.L. Guzman, Enrique Gómez-Adorno, Helena H Hassard, Christian Hayet, Jean-Bernard Heras Dueñas, Irais Hernandez-Gress, Neil Hurtado-Ramos, Juan-Bautista J Jaiswal, Ajay Jaworski, Tomasz K Kaur, Baljeet Khoudour, Louahdi Kucharski, Jacek Kumar, Nitin L Lopez-Arevalo, Ivan Loya, Nahun M Madrigal, Jorge Francisco Magaña-Lozano, Dulce J. Mar, Oscar Martin Del Campo Mena, Enrique Martin Del Rey, Angel Martı́nez Trinidad, José Fco. Martı́nez, Angel Martı́nez-Rodrı́guez, José-Lázaro Martı́nez-Villaseñor, Marı́a De Lourdes Guadalupe Mateos, Luis 458 458 228 39 286 299 27 160 73 195 286 286 446 299, 310, 446 250, 274 195 99 250, 274 228 299 446 286 87 469 406 133 469 87 109 99 228 346 228 418 458 61 184 109 310 240 Medina Pagola, José E. Mezura Montes, Efrén Minami, Renato Montes-Gonzalez, Fernando N Navarro, César Nuñez, Omar O Olmos Pineda, Ivan Ornelas-Rodrı́guez, Francisco-Javier P Parvin, Hamid Parvin, Sajad Pinales, Francisco Pinto, David Pogrebnyak, Oleksiy Ponce de León, Eunice. Poria, Soujanya Pérez Castro, Nancy Pérez Suárez, Airel R Ramirez-Pedraza, Alfonso Ramı́rez-Acosta, Alejandro Alvaro Rana, Bharti Rodriguez Sanchez, Gerardo Romanowski, Andrzej Rovenský, Vladimı́r Ruichek, Yassine S Salmane, Houssam Santos, José Sardana, Manju Sidorov, Grigori Silva, Valdinei Sosa-Sosa, Vı́ctor-Jesús T Terashima-Marı́n, Hugo Torres, Aurora Torres, Dolores Torres, Luz Torres-Nogales, Alan I. Treesatayapun, Chidentree V Velasco Bermeo, Nestor Vigueras-Gómez, Javier Flavio 61 217, 418 370 217 262 121 99 286 51 51 432 99 195 432 73 418 61 286 160 206 458 469 358 133 133 217 406 1 370, 382 109 148, 346 432 432 432 148 262 299 172 Villarreal, B. Lorena Villuendas-Rey, Yenny W Wozniak, Pawel 274 27 469