Lecture Notes in Artificial Intelligence 8864

Lecture Notes in Artificial Intelligence 8864 Subseries of Lecture Notes in Computer Science LNAI Series Editors Randy Goebel University of Alberta, Edmonton, Canada Yuzuru Tanaka Hokkaido University, Sapporo, Japan Wolfgang Wahlster DFKI and Saarland University, Saarbrücken, Germany LNAI Founding Series Editor Joerg Siekmann DFKI and Saarland University, Saarbrücken, Germany

More information about this series at http://www.springer.com/series/1244

Ana L.C. Bazzan Karim Pichara (Eds.) Advances in Artificial Intelligence IBERAMIA 2014 14th Ibero-American Conference on AI Santiago de Chile, Chile, November 24 27, 2014 Proceedings 123

Editors Ana L.C. Bazzan Universidade Federal do Rio Grande do Sul Porto Alegre Karim Pichara Pontifica Universidad Católica (PUC) Santiago de Chile Chile ISSN 0302-9743 ISSN 1611-3349 (electronic) ISBN 978-3-319-12026-3 ISBN 978-3-319-12027-0 (ebook) DOI 10.1007/978-3-319-12027-0 Library of Congress Control Number: 2014952189 LNCS Sublibrary: SL7 Artificial Intelligence Springer Cham Heidelberg New York Dordrecht London Springer International Publishing Switzerland 2014 This work is subject to copyright. All rights are reserved by the Publisher, whether the whole or part of the material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storage and retrieval, electronic adaptation, computer software, or by similar or dissimilar methodology now known or hereafter developed. Exempted from this legal reservation are brief excerpts in connection with reviews or scholarly analysis or material supplied specifically for the purpose of being entered and executed on a computer system, for exclusive use by the purchaser of the work. Duplication of this publication or parts thereof is permitted only under the provisions of the Copyright Law of the Publisher s location, in its current version, and permission for use must always be obtained from Springer. Permissions for use may be obtained through RightsLink at the Copyright Clearance Center. Violations are liable to prosecution under the respective Copyright Law. The use of general descriptive names, registered names, trademarks, service marks, etc. in this publication does not imply, even in the absence of a specific statement, that such names are exempt from the relevant protective laws and regulations and therefore free for general use. While the advice and information in this book are believed to be true and accurate at the date of publication, neither the authors nor the editors nor the publisher can accept any legal responsibility for any errors or omissions that may be made. The publisher makes no warranty, express or implied, with respect to the material contained herein. Printed on acid-free paper Springer is part of Springer Science+Business Media (www.springer.com)

Preface IBERAMIA is the biennial Ibero-American Conference on Artificial Intelligence (AI). In 2014, IBERAMIA was held in Santiago (Chile), from November 24 to 27. This conference is supported by the main Ibero-American societies of artificial intelligence, and provides researchers from Portugal, Spain, and countries in Latin America the opportunity to meet AI researchers from all over the world. Since its first edition (Barcelona, 1988), IBERAMIA has expanded its scope to become a well-recognized international conference in the AI field, with papers published in English by Springer in the LNCS/LNAI series since the sixth edition (Lisbon, 1998). The technical structure of the conference is composed of the main technical sessions, keynote talks, and workshops. The organizational structure of the scientific program of IBERAMIA is as follows: the conference is organized along several areas of AI and computational intelligence, each coordinated by two or three Area Chairs (ACs) who are experts in a particular area. ACs are responsible to select the Program Committee (PC) members. In total, IBERAMIA has involved 34 ACs, almost 300 PC members (from 30 countries, including 19 that are outside the Ibero-American geographical area), and an extra number of additional reviewers. Their names appear on pages VII, IX, and XVII respectively. This year we have introduced one innovation, which is to try to provide as much feedback as possible to authors by doing our best to have each paper reviewed by more than four reviewers. We have succeeded in this task in more than 50% of the papers, as shown in Table 1. Table 1. Number of reviews per paper Number of reviews Number of papers per paper 2 1 3 56 4 41 5 35 6 3 IBERAMIA 2014 received 136 submissions from 27 countries (among these, 16 are not within the Ibero-American area). From the total, 64 were accepted for presentation and publication in this volume. Statistics per area are shown in Table 2. We believe that this volume represents a fine contribution to the current research on several areas of AI.

VI Preface Table 2. Papers by area Area Submissions Accepted Acceptance Rate Agent-based modeling and simulation 6 2 0.33 AI in education, affective computing, and human-computer interaction 7 4 0.57 Ambient intelligence 3 3 1.00 Applications of AI 14 6 0.43 Bio-inspired computing 12 7 0.58 Computer vision 2-0.00 Fuzzy systems 3 2 0.67 Information and knowledge processing/ knowledge discovery and data mining 11 5 0.45 Knowledge engineering, knowledge representation and probabilistic reasoning 8 3 0.38 Machine learning 11 6 0.55 Multi-agent systems 12 4 0.33 Natural language processing 19 5 0.26 Papers from area chairs 16 11 0.69 Planning and scheduling 3 1 0.33 Robotics 9 5 0.56 The editors would like to thank: the authors for submitting their work to IBERAMIA; the Area Chairs, Program Committee members, and additional reviewers for their hard work and valuable time; the sponsors; and Springer Verlag for agreeing to print this volume. We also thank our keynote speakers: Professor Guillermo Simari (Universidad Nacional del Sur in Bahia Blanca, Argentina), Professor Blai Bonet (Universidad Simón Bolívar, Venezuela), and Pavlos Protopapas (University of Pennsylvania, USA). Thanks also to the IBERAMIA executive committee and to the secretariat for its guidance and support, the team responsible for maintaining the website, and the local organizers as well as the Pontifica Universidad Católica, Chile. Ana L.C. Bazzan Karim Pichara

Organization IBERAMIA 204 was organized by the Pontifica Universidad Católica, Chile. The conference was sponsored by the main Ibero-American artificial intelligence and computer science societies: Associação Portuguesa para Inteligência Artificial Asociación Española de Inteligencia Artificial Sociedad Argentina de Informática Sociedad Colombiana de Computacion Sociedad Cubana de Matemática y Computación Sociedad Iberoamericana de Inteligencia Artificial Sociedad Mexicana de Inteligencia Artificial Sociedade Brasileira de Computação Sociedad Peruana de Inteligencia Artificial APPIA AEPIA SADIO SCC SCMC IBERAMIA SMIA SBC SPIA Organizing Committee Program Chair Ana L.C. Bazzan Organization Chair Karim Pichara Instituto de Informática, Universidade Federal do Rio Grande do Sul, Pontifica Universidad Católica, Chile Area Chairs Ambient Intelligence Juan Botía Paulo Novais Universidad de Murcia, Spain Universidade do Minho, Portugal AI in Education, Affective Computing and Human-Computer Interaction Silvana Aciar Instituto de Informática, Universidad Nacional de San Juan, Argentina Silvia Schiaffino Universidad Nacional del Centro de la Provincia de Buenos Aires, Argentina Rosa Vicari Universidade Federal do Rio Grande do Sul,

VIII Organization Computer Vision Luis Enrique Sucar José Manuel Menéndez Instituto Nacional de Astrofísica, Óptica y Electrónica, Mexico Universidad Politécnica de Madrid, Spain Bio-inspired Computing Camelia Chira Luis Correia Marcilio Souto Technical University of Cluj-Napoca, Romania Universidade de Lisboa, Portugal University of Orléans, France Information and Knowledge Processing Knowledge Discovery and Data Mining Ana Gabriela Maguitman Universidad Nacional del Sur, Argentina Gisele Pappa Universidade Federal de Minas Gerais, Applications of AI Ana Cristina Bicharra García Fernando Koch Universidade Federal Fluminense, Samsung Research Institute, Knowledge Engineering, Knowledge Representation, and Probabilistic Reasoning Fabio Cozman Guillermo Simari Universidad Nacional del Sur, Argentina Renata Wassermann Machine Learning Paulo Cortez Joao Gama Estevam Rafael Hruschka Junior Universidade do Minho, Portugal University of Porto, Portugal Federal University of São Carlos, Agent-Based Modeling and Simulation Jaime Sichman Giuseppe Vizzari University of Milano-Bicocca, Italy Multi-Agent Systems Juan Carlos Burguillo Valérie Camps Jomi Fred Hubner Carles Sierra University of Vigo, Spain University of Toulouse IRIT, France Universidade Federal de Santa Catarina, IIIA-CSIC, Spain

Organization IX Natural Language Processing Manuel Montes-y-Gómez Instituto Nacional de Astrofísica, Óptica y Electrónica, Mexico Aline Villavicencio Universidade Federal do Rio Grande do Sul, Planning and Scheduling Felipe Meneguzzi Eva Onaindia Fuzzy Systems Andrea Tettamanzi Andrés Soto Robotics Luiz Chaimowicz Luis Paulo Reis Pontifícia Universidade Católica do Rio Grande do Sul, Universitat Politècnica de València, Spain University of Nice Sophia Antipolis, France Bityvip Technology, Spain Universidade Federal de Minas Gerais, Universidade do Minho, Portugal Program Committee Silvana Aciar Emmanuel Adam Nuria Agell Eneko Agirre Tayseer Al-Shanableh Igor Alexander Vania Almeida Laura Alonso Alemany Sandra Aluisio Fred Amblard Anca Andreica Luis Antunes Manuel Armada Marcelo Gabriel Armentano Priscilla Avegliano Asier Aztiria Javier Bajo Javier Bajo Pérez Silvia Baldiris Tiago Baptista Instituto de Informática, Universidad Nacional de San Juan, Argentina Université de Valenciennes, France ESADE, URL, Spain University of the Basque Country, Spain Near East University, Cyprus Imperial College London, UK INESC Porto, Portugal Universidad Nacional de Córdoba, Argentina CNRS IRIT Université des Sciences Sociales Toulouse 1, France UBB, Romania GUESS/Universidade de Lisboa, Portugal Spanish Council for Scientific Research, Spain ISISTAN, Facultad de Ciencias Exactas, UNICEN/CONICET, Argentina IBM Research, University of Mondragón, Spain Universidad Politécnica de Madrid, Spain Universidad Politécnica de Madrid, Spain Universitat de Girona, Spain Universidade de Coimbra, Portugal

X Organization Guilherme Barreto Leliane Barros Ana L.C. Bazzan Carlos Bento Magda Bercht Flavia Bernardini Albert Bifet Fernando Bobillo Olivier Boissier Blai Bonet Sergio Borger Juan Botía Rodrigo Braga Agnès Braud Ramón Brena Sofia Brenes Facundo Bromberg Alberto Bugarín Juan Carlos Burguillo Davide Buscaldi Dídac Busquets Aleksander Byrski Daniel Cabrera-Paniagua Heloisa Camargo Valérie Camps Carlos Cardonha Jaime Cardoso Luis Carriço Alexandre Carvalho Andre Carvalho Ana Casali Jose Cascalho Luis Fernando Castillo Rita María Castillo Ortega Rocío Luján Cecchini Loic Cerf Mario Chacon Luiz Chaimowicz Chee Seng Chan Carlos Chesñevar Universidade Federal do Ceará, Universidade Federal do Rio Grande do Sul, Universidade de Coimbra, Portugal Universidade Federal do Rio Grande do Sul, Universidade Federal Fluminense Polo Rio das Ostras, University of Waikato, New Zealand University of Zaragoza, Spain ENS Mines Saint-Etienne, France Universidad Simón Bolívar, Venezuela IBM Research, Universidad de Murcia, Spain Universidade Federal de Santa Catarina, University of Strasbourg, France Tecnológico de Monterrey, Mexico Google, USA Universidad Tecnológica Nacional, Argentina University of Santiago de Compostela, Spain University of Vigo, Spain Université Paris 13, France Imperial College London, UK AGH University of Science and Technology, Poland Universidad de Valparaíso, Chile University of Toulouse IRIT, France IBM Research, INESC Porto, Portugal Universidade de Lisboa, Portugal LIAAD INESC Porto, Portugal Universidad Nacional de Rosario CIFASIS, Argentina Universidade dos Açores, Portugal Universidad de Caldas, Colombia Universidad de Granada, Spain Universidad Nacional del Sur, Argentina Universidade Federal de Minas Gerais, New York University Abu Dhabi, UAE Universidade Federal de Minas Gerais, University of Malaya, Malaysia Universidad Nacional del Sur, Argentina

Organization XI Camelia Chira Davide Ciucci Guillaume Cleuziou Juan Corchado Flavio S. Correa Da Silva Luis Correia Paulo Cortez Anna Costa Mayela Coto Alexessander Couto Alves Fabio Cozman Claudio Cubillos Célia Da Costa Pereira AntonioCarlosDaRocha Costa Petros Daras Paul Davidsson Massimo De Gregorio Pablo de La Fuente Redondo Antonio de Padua Braga Javier Ruiz Del Solar Yves Demazeau Lavindra Desilva Graçaliz Dimuro Adrião Duarte Dória-Neto Marcelo L. Errecalde Hugo Jair Escalante Ramon Fabregat Gesa João Fabro Katti Faceli Moser Fagundes Brígida Mónica Faria Elaine Faria Florentino Fdez-Riverola Jose Luis Fernandez-Marquez Antonio Fernández-Caballero Inhauma Ferraz Carlos Ferreira Technical University Cluj-Napoca, Romania University of Milano-Bicocca, Italy University of Orléans, France University of Salamanca, Spain Universidade de Lisboa, Portugal Universidade do Minho, Portugal Universidad Nacional de Costa Rica, Costa Rica Imperial College London, UK Pontificia Universidad Católica de Valparaíso, Chile University of Nice Sophia Antipolis, France Universidade Federal de Rio Grande, Visual Computing Lab, Information Technologies Institute, Centre for Research and Technology Hellas, Greece Malmö University, Sweden CNR, Italy Universidad de Valladolid, Spain Universidade Federal de Minas Gerais, Universidad de Chile, Chile CNRS, LIG, France University of Nottingham, UK Universidade Federal do Rio Grande, Universidade Federal do Rio Grande do Norte, Universidad Nacional de San Luis, Argentina Instituto Nacional de Astrofísica, Óptica y Electrónica, Mexico Universitat de Girona, Spain Universidade Tecnológica Federal do Paraná, Federal University of São Carlos, FACIN/PUC-RS, Instituto Politécnico do Porto (ESTSP-IPP), Portugal Universidade Federal de Uberlândia, University of Vigo, Spain University of Geneva, Switzerland Universidad de Castilla-La Mancha, Spain Universidade Federal Fluminense, LIAAD INESC Porto, Portugal

XII Organization Nuno Fonseca Valdinei Freire Da Silva Fred Freitas Joao Gama Artur Garcez Roberto Garcia Maria Matilde Garcia Lorenzo Ana Cristina Bicharra García Leonardo Garrido Alfredo Garro Alexander Gelbukh Armando Geller Carlos Gershenson Daniela Godoy Jorge Gomez-Sanz Fernando Gomide Carina Gonzalez Juan Carlos González Moreno Luiz Marcos Gonçalves José Luis Gordillo Simon Goss Pablo Granitto Pablo Granitto Toni Granollers Agustin Gravano Alejandro Guerra-Hernández Francisco Luis Gutiérrez Vela Christian Guttmann Michael Hoedlmoser Jesse Hoey Estevam Rafael Hruschka Junior Jomi Fred Hubner Jaime Ide Bianca Innocenti Franziska Klügl EMBL-EBI, UK Universidade Federal de Pernambuco, University of Porto, Portugal City University London, UK Universitat de Lleida, Spain Universidad Central de Las Villas, Cuba Universidade Federal Fluminense, Tecnológico de Monterrey, Mexico University of Calabria, Italy Centro de Investigación en Computación, Mexico Scensei, USA Universidad Nacional Autónoma de México, Mexico Universidad Nacional del Centro de la Provincia de Buenos Aires, Argentina Universidad Complutense de Madrid, Spain UNICAMP, ULL, USA University of Vigo, Spain Universidade Federal do Rio Grande do Norte, Tecnológico de Monterrey, Mexico Defense Science and Technology Organisation, Australia Centro Internacional Franco-Argentino de Ciencias de la Información y de Sistemas, CONICET, Argentina CIFASI, Argentina Universitat de Lleida, Spain Universidad de Buenos Aires, Argentina Universidad Veracruzana, Mexico Universidad de Granada, Spain IBM Research, Australia TU WIEN, Austria University of Waterloo, Canada Federal University of São Carlos, Universidade Federal de Santa Catarina, Stony Brook University, USA Universitat de Girona, Spain Örebro University, Sweden

Organization XIII Fernando Koch Andrew Koster Jaroslaw Kozlak Salvador Landeros Nuno Lau João Leite Jim Little Fernando Lobo Magalí Teresinha Longhi Ana Carolina Lorena Carlos Martín Lorenzetti Michael Luck Teresa Ludermir Beatriz López ItzamáLópez Yáñez Ana Gabriela Maguitman Benedita Malheiro Nuno Mamede Nuno Marques Sarajane Marques Peres Goreti Marreiros Luis Marti María Vanina Martínez Vicente Matellan Luis Matias Jorge Maturana Wagner Meira Jr. Felipe Meneguzzi José ManuelMenéndez Juan Julián Merelo Luiz Merschmann Domingo Mery Pedro Meseguer Fabien Michel Diego Milone Maria-Carolina Monard Samsung Research Institute, Samsung Research Institute, AGH University of Science and Technology, Poland Universidad Nacional Autónoma de México, Mexico University of Aveiro, Portugal Universidade Nova de Lisboa, Portugal UBC, Canada University of the Algarve, Portugal Universidade Federal do Rio Grande do Sul, Federal University of São Paulo, Universidad Nacional del Sur, Argentina King s College London, UK Universidade Federal de Pernambuco, Universitat de Girona, Spain Instituto Politécnico Nacional, Mexico Universidad Nacional del Sur, Argentina Instituto Superior de Engenharia do Porto, Portugal Spoken Language Systems Laboratory, Portugal Universidade Nova de Lisboa, Portugal Instituto Superior de Engenharia do Porto, Portugal PUC-Rio, University of Oxford, UK Universidad de León, Spain University of Porto, Portugal UACH, Chile Universidade Federal de Minas Gerais, Pontifícia Universidade Católica do Rio Grande do Sul, Universidad Politécnica de Madrid, Spain Universidad de Granada, Spain UFOP, Pontificia Universidad Católica, Chile IIIA-CSIC, Spain LIRMM Université Montpellier II, France Universidad Nacional del Litoral, Argentina

XIV Organization Manuel Montes-Y-Gómez Eduardo Morales António Paulo Moreira Carlos Morell Julian Moreno Plinio Moreno Rafael Murrieta Andres Muñoz Susana Nascimento Roberto Navigli José Neira Adolfo Neto M.C. Nicoletti Pablo Noriega Paulo Novais Luís Nunes Pedro Nuñez Colm O Riordan José Ángel Olivas Varela Elaine H.T. Oliveira José Luis Oliveira Márcia Oliveira Eva Onaindia Manuel Ortega Cantero Fernando Osório Patricia Paderewski Muntsa Padró Aline Paes Carvalho Luis Paes Leme Gisele Pappa Thiago Pardo Gabriella Pasi Juan Pavón Max Pereira Ted Petersen Marcelo Pimenta David Pinto Instituto Nacional de Astrofísica, Óptica y Electrónica, Mexico Instituto Nacional de Astrofísica, Óptica y Electrónica, Mexico University of Porto, Portugal Universidad Central de Las Villas, Cuba Universidad Nacional de Colombia, Colombia Instituto de Sistemas e Robótica, Instituto Superior Técnico, Portugal UIUC, USA UCAM, Spain Universidade Nova de Lisboa, Portugal Sapienza University of Rome, Italy University of Zaragoza, Spain Universidade Tecnológica Federal do Paraná, Federal University of Sao Cãrlos, IIIA-CSIC, Spain Universidade do Minho, Portugal Instituto Universitário de Lisboa (ISCTE-IUL), Instituto de Telecomunicações, Portugal Universidad de Extremadura, Spain GALWAY Universidad de Castilla-La Mancha, Spain Universidade Federal do Amazonas, University of Aveiro, Portugal LIAAD INESC Porto, Portugal Universitat Politécnica de València, Spain Universidad de Castilla-La Mancha, Spain Universidad de Granada, Spain Universidade Federal do Rio Grande do Sul, Universidade Federal Fluminense, Universidade Federal Fluminense, Universidade Federal de Minas Gerais, University of Milano-Bicocca, Italy Universidad Complutense de Madrid, Spain University of Porto, Portugal University of Minnesota in Duluth, USA Universidade Federal do Rio Grande do Sul, Universidad Autónoma de Puebla, Mexico

Organization XV Fabio Piva Alexandre Plastino Aurora Pozo Ronaldo Prati Edson Prestes Carlos Ramisch Carlos Ramos Thomas Reichherzer Luis Paulo Reis Solange Rezende Fernando Ribeiro Márcio Ribeiro Rita Ribeiro Jan Richter Mariano Rivera Luís Rocha Rui Rocha Josemar Rodrigues de Souza Ricardo O. Rodriguez Oswaldo Rojas Roseli Romero Agostinho Rosa Alejandro Rosete Suárez Rosaldo Rossetti Paolo Rosso Cristian Rusu Luis Salgado Nayat Sanchez-Pi João Sarraipa Silvia Schiaffino Klamer Schutte Ivan Serina Emilio Serrano Jaime Sichman Carles Sierra Sara Silva Moser Silva Fagundes Samsung Research Institute, Universidade Federal Fluminense, UFPR, UFABC, Universidade Federal do Rio Grande do Sul, Aix Marseille Université, France Instituto Superior de Engenharia do Porto, Portugal University of West Florida, USA Universidade do Minho, Portugal Universidade do Minho, Portugal University of Porto, Portugal IBM Research, Australia CIMAT, Mexico Indiana University, USA Universidade de Coimbra, Portugal Universidade do Estado da Bahia, Universidad de Buenos Aires, Argentina Universidad Nacional de Colombia, Colombia IST, Portugal CUJAE, Cuba University of Porto, Portugal Universitat Politècnica de València, Spain Pontificia Universidad Católica de Valparaíso, Chile Universidad Autónoma de Madrid, Spain ADDLabs, Universidade Federal Fluminense, UNINOVA, Portugal Universidad Nacional del Centro de la Provincia de Buenos Aires, Argentina Netherlands Organisation for Applied Scientific Research TNO, Netherlands University of Brescia, Italy Universidad Politécnica de Madrid, Spain IIIA-CSIC, Spain Universidade Nova de Lisboa, Portugal Pontifícia Universidade Católica do Rio Grande do Sul,

XVI Organization Guillermo Simari Marco Simões Carlos Soares Thamar Solorio Humberto Sossa Miguel Angel Sotelo Alvaro Soto Andrés Soto Axel Soto Rogelio Soto Armando Sousa Elaine Sousa Marcilio Souto Efstathios Stamatatos Kent Steer Vera Strube Luis Enrique Sucar Antonio Teixeira Murat Caner Testik Andrea Tettamanzi Renato Tinos Vicente Ramón Tomás López Flavio Tonidandel Luz-Abril Torres Viviane Torres Da Silva Felipe Trevizan Leonardo Trujillo Angelica Urrutia Sepulveda Flavio Varejao Wamberto Vasconcelos Marley Vellasco Rosa Vicari JoséRamón Villar Esaú Villatoro-Tello Aline Villavicencio Giuseppe Vizzari Renata Wassermann Rodrigo Wilkens Leandro Krug Wives Universidad Nacional del Sur, Argentina Universidade do Estado da Bahia, University of Porto, Portugal University of Alabama at Birmingham, USA IPN, Mexico Universidad de Alcalá de Henares, Spain Pontificia Universidad Católica, Chile Bityvip Technology, Spain Dalhousie University, Canada Tecnológico de Monterrey, Mexico University of Porto, Portugal ICMC USP University of Orléans, France University of the Aegean, Greece IBM Research, Australia Pontifícia Universidade Católica do Rio Grande do Sul, Instituto Nacional de Astrofísica, Óptica y Electrónica, Mexico University of Aveiro, Portugal Hacettepe University, Turkey University of Nice Sophia Antipolis, France Universitat Jaume I, Spain Centro Universitário da FEI, CINVESTAV, Mexico Universidade Federal Fluminense, ITT, Mexico UCM, Chile Universidade Federal do Espírito Santo, University of Aberdeen, UK PUC-Rio, Universidade Federal do Rio Grande do Sul, UNIOVI, Spain Universidad Autónoma Metropolitana, Mexico Universidade Federal do Rio Grande do Sul, University of Milano-Bicocca, Italy Universidade Federal do Rio Grande do Sul,

Organization XVII Denis Wolf Dina Wonsever Cornelio Yannez Marquez Neil Yorke-Smith Bianca Zadrozny Daniela Zaharie Victor Zamudio Cleber Zanchettin Gerson Zaverucha Universidad de la República, Uruguay Instituto Politécnico Nacional, Mexico American University of Beirut, Lebanon IBM Research, UVT, Romania Instituto Tecnológico de León, Mexico Universidade Federal de Pernambuco, UFRJ, Additional Reviewers Alvares Cherman, Everton Alvares, Luis Otavio Armentano, Marcelo Gabriel Baldiris Navarro, Silvia Margarita Beloglazov, Anton Bifet, Albert Borges, Henrique Bugarín, Alberto Carvalho, Veronica Casali, Ana Castro, Pablo Cecchini, Rocío Luján Cobe, Raphael Coelho, Frederico Correa Da Silva, Flavio S. Croitoru, Madalina De Bona, Glauber Delgado, Myriam Dias De Assuncao, Marcos Dias, Douglas Mota Eyharabide, Victoria Ferraz, Inhauma Ferreira, Liliana Fillottrani, Pablo Finger, Marcelo Flores, Enrique Godo, Lluis Goldbarg, Elizabeth Goldbarg, Marco Gomez, Sergio Alejandro Gonzalez, Carina Gonçalves, Eder Mateus Grinblat, Guillermo Luis Hoedlmoser, Michael Hoey, Jesse Iruskieta, Mikel Jubertie, Sylvain Koshiyama, Adriano Soares Landeros, Salvador Lopez De Lacalle, Oier Lopez-Monroy, Adrián Pastor Lorenzetti, Carlos Martín Loula, Angelo Maciel, Cristiano Marchi, Jerusa Mery, Domingo Moncecchi, Guillermo Mucientes, Manuel Neto, Adolfo Nicoletti, M.C. Oliveira, Allysson Oliveira, Eugénio Olivetti De França, Fabrício Osborne, John P. Rocha, Honovan Patrão, Diogo Pilehvar, Mohammad Taher Pintea, Camelia Pinto, Fábio Pitangui, Cristiano Poria, Soujanya Prado, Adriana Primo, Tiago Ralha, Célia Ghedini Rangel, Francisco Rodrigues, Mário

XVIII Organization Rodriguez, Alejandro Rodríguez-Fdez, Ismael Rosá, Aiala Salgado, Luis Santos, António-Paulo Santos, Elder Sapkota, Upendra Silva, Alexandre Silva, Filipe Soto, Axel Sousa, Armando Spolaôr, Newton Stegmayer, Georgina Sánchez, Fernando Tohmé, Fernando Tomassi, Diego Torres-Méndez, Luz Abril Trigueiros, Paulo Uriarte, Abril Valverde-Rebaza, Jorge Carlos Vianna, Luis G.R. Villatoro-Tello, Esau Vinyals, Meritxell Viterbo, Jose Wanderley, Maria Fernanda

Contents Knowledge Engineering, Knowledge Representation and Probabilistic Reasoning A Parsing Approach to SAT.................................. 3 José M. Castaño Inconsistency-Tolerant Reasoning in Datalog ± Ontologies via an Argumentative Semantics..................................... 15 Maria Vanina Martinez, Cristhian Ariel David Deagustini, Marcelo A. Falappa, and Guillermo Ricardo Simari A Labeled Abstract Bipolar Argumentation Framework................ 28 Maximiliano Celmo David Budán, Ignacio Viglizzo, and Guillermo Ricardo Simari On Supporting Strong and Default Negation in Answer-Set Program Updates... 41 Martin Slota, Martin Baláž, and João Leite On the Use of Agreement Technologies for Multi-criteria Decision Making within a BDI Agent........................................ 54 Cecilia Sosa Toranzo, Marcelo Errecalde, and Edgardo Ferretti Planning and Scheduling Real-Time Pathfinding in Unknown Terrain via Reconnection with an Ideal Tree......................................... 69 Nicolás Rivera, León Illanes, and Jorge A. Baier Natural Language Processing The Influence of Syntactic Information on Hedge Scope Detection........ 83 Guillermo Moncecchi, Jean-Luc Minel, and Dina Wonsever A Straightforward Author Profiling Approach in MapReduce............ 95 Suraj Maharjan, Prasha Shrestha, Thamar Solorio, and Ragib Hasan Extraction of Relation Descriptors for Portuguese Using Conditional Random Fields............................................ 108 Sandra Collovini, Lucas Pugens, Aline A. Vanin, and Renata Vieira

XX Contents Content and Style Features for Automatic Detection of Users Intentions in Tweets........................................ 120 Helena Gómez-Adorno, David Pinto, Manuel Montes, Grigori Sidorov, and Rodrigo Alfaro Size Does Not Matter. Frequency Does. A Study of Features for Measuring Lexical Complexity......................................... 129 Rodrigo Wilkens, Alessandro Dalla Vecchia, Marcely Zanon Boito, Muntsa Padró, and Aline Villavicencio A Dempster-Shafer Theoretic Approach to Understanding Indirect Speech Acts........................................ 141 Tom Williams, Rafael C. Núñez, Gordon Briggs, Matthias Scheutz, Kamal Premaratne, and Manohar N. Murthi Identification of Bilingual Suffix Classes for Classification and Translation Generation................................... 154 Karimbi Mahesh Kavitha, Luís Gomes, and José Gabriel Pereira Lopes Machine Learning Association Rules to Help Populating a Never-Ending Growing Knowledge Base........................................... 169 Rafael Garcia Leonel Miani, Saulo D. de S. Pedro, and Estevam R. Hruschla Likelihood Function for Multi-target Color Tracking Using Discrete Finite Mixtures................................. 182 Sergio Hernandez and Matias Hernandez Evaluating ReliefF-Based Multi-Label Feature Selection Algorithm....... 194 Newton Spolaôr and Maria Carolina Monard Recursive Dependent Binary Relevance Model for Multi-label Classification... 206 Thomas W. Rauber, Lucas H. Mello, Victor F. Rocha, Diego Luchi, and Flávio Miguel Varejão An Experimental Evaluation of Sentiment Analysis on Financial News Using Prior Polarity Words................................... 218 Eduardo Campos and Edson Matsubara A Language Model for Improving the Graph-Based Transcription Approach for Historical Documents............................. 229 Graciela Lecireth Meza-Lovón Dynamically Adaptive Genetic Algorithm to Select Training Data for SVMs... 242 Michal Kawulok and Jakub Nalepa

Contents XXI Fuzzy Systems Forecasting in Fuzzy Time Series by an Extension of Simple Exponential Smoothing...................................... 257 Fábio José Justo dos Santos and Heloisa de Arruda Camargo Online Evolving Fuzzy Clustering Algorithm Based on Maximum Likelihood Similarity Distance................................. 269 Orlando Donato Rocha Filho and Ginalber Luiz de Oliveira Serra Knowledge Discovery and Data Mining The Grow-Shrink Strategy for Learning Markov Network Structures Constrained by Context-Specific Independences..................... 283 Alejandro Edera, Yanela Strappa, and Facundo Bromberg An Evolutionary Methodology for Handling Data Scarcity and Noise in Monitoring Real Events from Social Media Data.................. 295 Roberto C.S.N.P. Souza, Denise E.F de Brito, Rodrigo L. Cardoso, Derick M. de Oliveira, Wagner Meira, and Gisele L. Pappa Opinion Search in Spanish Written Press.......................... 307 Rodrigo Stecanella, Jairo Bonanata, Dina Wonsever, and Aiala Rosá Serendipitous Recommendation Based on Big Context................ 319 Andrew Koster, Fernando Koch, and Yeun Bae Kim An Algorithm to Condense Social Networks and Identify Brokers........ 331 Luís Cavique, Nuno C. Marques, and Jorge M.A. Santos Relevance Measures for Multivalued Attributes in Multiclass Datasets..... 344 Mariana Tasca, Bianca Zadrozny, and Alexandre Plastino Bio-inspired Computing Understanding the Treatment of Outliers in Multi-Objective Estimation of Distribution Algorithms.................................... 359 Luis Martí, Nayat Sanchez-Pi, and Marley Vellasco A More Efficient Selection Scheme in isms-emoa................. 371 Adriana Menchaca-Mendez, Elizabeth Montero, María-Cristina Riff, and Carlos A. Coello Coello Continuous Optimization Based on a Hybridization of Differential Evolution with K-means............................................. 381 Luz-Marina Sierra, Carlos Cobos, and Juan-Carlos Corrales