Advances in Artificial Intelligence

Transcripción

1 Ildar Batyrshin Miguel González Mendoza (Eds.) Advances in Artificial Intelligence 11 th Mexican International Conference on Artificial Intelligence, MICAI 2012 San Luis Potosí, Mexico October 27 November 4, 2012 Proceedings, Part 1

2 Volume Editors Ildar Batyrshin Mexican Petroleum Institute (IMP) Eje Central Lazaro Cardenas Norte, 152 Col. San Bartolo Atepehuacan Mexico D.F., CP 07730, Mexico 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

3 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 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 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

4 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 Viveros- Jiménez, 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: 1 st 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) 2 nd place: A New Branch and Bound Algorithm for the Cyclic Bandwidth Problem, by Hillel Romero-Monsivais, Eduardo Rodriguez-Tello, and Gabriel Ramírez (Mexico) 3 rd 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: 1 st 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):

5 1 st 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) 2 nd 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) 3 rd 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 We gratefully acknowledge support received from the following projects: WIQ-EI (Web Information Quality Evaluation Initiative, European project ), PICCO (ICYT, Mexico City Government), and CONACYT 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 (

6 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

7 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 The website of the Mexican Society of Artificial Intelligence, SMIA, is 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

8 Computer Vision and Image Processing Robotics, Planning and Scheduling Oscar Herrera Alcántara Fernando M. Montes-Gonzalez Neural Networks and Hybrid Intelligent Systems Sergio Ledesma Orozco Logic, Knowledge-Based Systems, Multi-Agent Systems, and Distributed AI Fuzzy Systems and Probabilistic Models in Decision Making Bioinformatics and Medical Applications Program Committee Mauricio Osorio Claudia Zepeda Cortés Alexander Tulupyev Jesús A. González 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

9 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

10 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 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 Organizing Committee Local Chair: Logistic Chairs: Omar Montaño Rivas Rafael Llamas Contreras Cesar Guerra

11 Registration Chairs: Sponsorship Chair: Publicity Chair: Financial Chair: Hugo Gonzalez Victor Fernández Jorge Simón Liliana Gámez Mario Alberto Martínez

12 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 María Matilde García- Lorenzo A method for building prototypes in the nearest prototype approach based on similarity relations for problems of approximation of functions.. 39 Marilyn Bello, Maria M. Garcia and Rafael Bello A Diversity Production Approach in Ensemble of Base Classifiers Hamid Parvin, Sara Ansari and Sajad Parvin A new Overlapping Clustering Algorithm based on Graph Theory Airel Pérez Suárez, José Fco. Martínez Trinidad, Jesús A. Carrasco Ochoa and José E. Medina Pagola 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 Automatic Discovery of Web content related to IT in the Mexican Internet based on supervised classifiers José-Lázaro Martínez-Rodríguez, Víctor-Jesús Sosa-Sosa and Ivan Lopez- Arevalo Monitoring the content of audio broadcasted by Internet Radio Stations. 121 Omar Nuñez and Antonio Camarena-Ibarrola

13 Computer Vision and Image Processing Using hidden Markov model and DempsterShafer theory for evaluating and detecting dangerous situations in level crossing environments Houssam Salmane, Yassine Ruichek and Louahdi Khoudour Local Features Classification For Adaptive Tracking Alan I. Torres-Nogales, Santiago E. Conant-Pablos and Hugo Terashima- Marín Two Adaptive Methods Based on Edge Analysis for Improved Concealing Damaged Coded Images in Critical Error Situations Mireya García-Vázquez and Alejandro Alvaro Ramírez-Acosta Phase correlation based image alignment with subpixel accuracy Alfonso Alba, Ruth Aguilar, Javier Flavio Vigueras-Gómez and Edgar Arce-Santana A Novel Encryption Method with Associative Approach for Gray-Scale Images Federico Felipe, Angel Martínez, Elena Acevedo and Marco Antonio Acevedo FPGA-based architecture for Extended Associative Memories and its Application in Images Recognition Enrique Guzman, Ignacio Arroyo, Carlos Gonzales and Oleksiy Pogrebnyak Salient Features Selection for Multiclass Texture Classification Bharti Rana and R. K. Agrawal Robotics Robotic Behavior Implementation using Two Different Differential Evolution Approaches Víctor Ricardo Cruz-Álvarez, Fernando Montes-Gonzalez, Efrén Mezura- Montes and José Santos Robust visual localization of a humanoid robot in a symmetric space Mauricio J. Garcia Vazquez, Jorge Francisco Madrigal, Oscar Mar, Claudia Esteves and Jean-Bernard Hayet DeWaLoP In-pipe Robot Position from Visual Patterns Luis Mateos Electric Vehicle Automation through a Distributed Control System for Search and Rescue Operations Marco Cruz-Ramos, Christian Hassard and Jl Gordillo

14 Control of the instantaneous initial contact on a parallel gripper using a fuzzy-rules emulated network with feedback from ultrasonic and force sensors César Navarro, Chidentree Treesatayapun and Arturo Baltazar Integration of directional smell sense on an UGV 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-Rodríguez, Alfonso Ramirez- Pedraza and Erick-Alejandro Gonzalez-Barbosa Knowledge Representation, Reasoning, and Scheduling Towards the creation of Semantic Models based on Computer-Aided Designs Nestor Velasco Bermeo, Miguel González Mendoza, Alexander García Castro and Irais Heras Dueñas Process of concept alignment for interoperability between heterogeneous sources María De Lourdes Guadalupe Martínez-Villaseñor and Miguel González- Mendoza A Defeasible Logic of Intention José Martín Castro-Manzano Towards Computational Political Philosophy José Martín Castro-Manzano Exploring the Solution of Course Timetabling Problems through Heuristic Segmentation Dulce J. Magaña-Lozano, Santiago E. Conant-Pablos and Hugo Terashima- Marin Verifying Nested Workflows with Extra Constraints Roman Barták and Vladimír Rovenský Shortest stochastic path with risk sensitive evaluation Renato Minami and Valdinei Silva Forward and Backward Feature Selection in Gradient-Based MDP Algorithms Karina Bogdan and Valdinei Silva

15 Medical Applications of Artificial Intelligence Invited paper: AI based fall management services. The role of the i-walker in I-DONTFALL Ulises Cortés Performance Evaluation of Ranking Methods for Relevant Gene Selection in Cancer Microarray Datasets 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 Maria Yaneli Ameca Alducin, Nicandro Cruz Ramírez, 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 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 David Gonzalez-Marron, Miguel Gonzalez-Mendoza and Neil Hernandez- Gress A graph cellular automata model to study the spreading of an infectious disease 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 Andrzej Romanowski, Pawel Wozniak, Tomasz Jaworski, Pawel Fiderek and Jacek Kucharski

16 Author Index A Acevedo, Elena 184 Acevedo, Marco Antonio 184 Acosta Mesa, Héctor Gabriel 418 Agrawal, R. K. 87, 206, 406 Aguilar, Ruth 172 Alba, Alfonso 172 Alemán, Yuridiana 99 Ameca Alducin, Maria Yaneli 418 Ansari, Sara 51 Arce-Santana, Edgar 172 Arroyo, Ignacio 195 B Baltazar, Arturo 262 Bandyopadhyay, Sivaji 73 Barták, Roman 358 Bello, Marilyn 39 Bello, Rafael 39 Bogdan, Karina 382 C Caballero-Mota, Yailé 27 Camarena-Ibarrola, Antonio 121 Cardona, Jorge 432 Carrasco Ochoa, Jesús A. 61 Castro-Manzano, José Martín 320, 333 Conant-Pablos, Santiago E. 148, 346 Cordeiro de Amorim, Renato 15 Cortés, Ulises 394 Cruz Ramírez, Nicandro 418 Cruz-Ramos, Marco 250 Cruz-Álvarez, Víctor Ricardo 217 Cuellar, Felipe 432 D Das, Dipankar 73 E Esteves, Claudia 228 F Felipe, Federico 184 Fiderek, Pawel 469 Fresnadillo Martinez, Maria Jose 458 G Garcia Merino, Enrique 458

17 Garcia Sanchez, Enrique 458 Garcia Sanchez, Jose Elias 458 Garcia Vazquez, Mauricio J. 228 Garcia, Maria M. 39 Garcia-Moreno, Angel-Ivan 286 García Castro, Alexander 299 García-Lorenzo, María Matilde 27 García-Vázquez, Mireya 160 Gelbukh, Alexander 73 Gonzales, Carlos 195 Gonzalez-Barbosa, Erick-Alejandro 286 Gonzalez-Barbosa, José-Joel 286 Gonzalez-Marron, David 446 González Mendoza, Miguel 299, 310, 446 Gordillo, J.L. 250, 274 Guzman, Enrique 195 Gómez-Adorno, Helena 99 H Hassard, Christian 250, 274 Hayet, Jean-Bernard 228 Heras Dueñas, Irais 299 Hernandez-Gress, Neil 446 Hurtado-Ramos, Juan-Bautista 286 J Jaiswal, Ajay 87 Jaworski, Tomasz 469 K Kaur, Baljeet 406 Khoudour, Louahdi 133 Kucharski, Jacek 469 Kumar, Nitin 87 L Lopez-Arevalo, Ivan 109 Loya, Nahun 99 M Madrigal, Jorge Francisco 228 Magaña-Lozano, Dulce J. 346 Mar, Oscar 228 Martin Del Campo Mena, Enrique 418 Martin Del Rey, Angel 458 Martínez Trinidad, José Fco. 61 Martínez, Angel 184 Martínez-Rodríguez, José-Lázaro 109 Martínez-Villaseñor, María De Lourdes Guadalupe 310 Mateos, Luis 240

18 Medina Pagola, José E. 61 Mezura Montes, Efrén 217, 418 Minami, Renato 370 Montes-Gonzalez, Fernando 217 N Navarro, César 262 Nuñez, Omar 121 O Olmos Pineda, Ivan 99 Ornelas-Rodríguez, Francisco-Javier 286 P Parvin, Hamid 51 Parvin, Sajad 51 Pinales, Francisco 432 Pinto, David 99 Pogrebnyak, Oleksiy 195 Ponce de León, Eunice. 432 Poria, Soujanya 73 Pérez Castro, Nancy 418 Pérez Suárez, Airel 61 R Ramirez-Pedraza, Alfonso 286 Ramírez-Acosta, Alejandro Alvaro 160 Rana, Bharti 206 Rodriguez Sanchez, Gerardo 458 Romanowski, Andrzej 469 Rovenský, Vladimír 358 Ruichek, Yassine 133 S Salmane, Houssam 133 Santos, José 217 Sardana, Manju 406 Sidorov, Grigori 1 Silva, Valdinei 370, 382 Sosa-Sosa, Víctor-Jesús 109 T Terashima-Marín, Hugo 148, 346 Torres, Aurora 432 Torres, Dolores 432 Torres, Luz 432 Torres-Nogales, Alan I. 148 Treesatayapun, Chidentree 262 V Velasco Bermeo, Nestor 299 Vigueras-Gómez, Javier Flavio 172

19 Villarreal, B. Lorena 274 Villuendas-Rey, Yenny 27 W Wozniak, Pawel 469