ICTAI 2015 ORGANIZING Committees ICTAI Steering Committee Nikolaos Bourbakis, WSU, USA (Chair)

BAIF Steering Committee Despina Kavraki, BAIF, USA (Chair)

General Chairs Lefteris Tsoukalas, Greece/USA George Papadopoulos, Cyprus

Program Chair Anna Esposito, Italy

Financial Chair Nikolaos Bourbakis, WSU, USA (Chair)

Local Arrangement Chairs Gennaro Cordasco, Italy Alda Troncone, Italy

Web Chair Gennaro Cordasco, Italy

Publicity and Paper Submission Chair Andrea Orlandini, Italy

ICTAI Program Areas Chairs                           

C.P. Lim, Australia M. Reformat, Canada Z-H. Zhou, China J. Tao, China S. Andreou, Cyprus E. Grégoire, France R. Brause, Germany B. Schuller, Germany I. Hatziligeroudis, Greece A. Potaminos, Greece G. Tsihrintzis, Greece M. Virvou, Greece C. Vogel, Ireland A. Cesta, Italy M. Cristiani, Italy L. Portinale, Italy G. Riccardi, Italy V. E. Balas, Romania M. Faundez Zanuy, Spain T. Pun, Switzerland A. Salah, Turkey A. Cangelosi, United Kingdom V. Palade, United Kingdom A. Vinciarelli, United Kingdom S. Ziavras, USA A. Mali, USA X. Zhu, USA

ICTAI 2015 Program Committee                                  

Myriam Abramson, Naval Research Laboratory, USA Malak Al-Nory, Effat University, Saudi Arabia George Anastassakis, University of Piraeus, Greece Charles Anderson, Colorado State University, USA Iman Attarzadeh, University Malaya, Malaysia Andreas Andreou, University of Cyprus, Cyprus Soumya Banerjee, Bits Mesra, INDIA Nick Bassiliades, Aristotle University of Thessaloniki, Greece Philippe Besnard, CNRS / IRIT, France Ateet Bhalla, Oriental Institute of Science & Technology, India Raj Bhatnagar, University of Cincinnati, USA Wei Bian, University of Technology, Sydney, Australia Mihai Boicu, George Mason University, USA Nizar Bouguila, Concordia University, Canada Krysia Broda, Imperial College, UK Alexander Brodsky, George Mason University, USA James Brusey, Coventry University, UK Ivo Bukovsky, Czech Tech. University in Prague, Czech Republic Angelo Cangelosi, University of Plymouth, UK Longbing Cao, University of Technology Sydney, Australia Amedeo Cesta, CNR - National Research Council of Italy Philip Chan, Florida Institute of Technology, USA Philippe Chatalic, Univ. Paris-Sud, L.R.I. CNRS/INRIA, France Keke Chen, Wright State University, USA Shyi-Ming Chen, Nat. University of Science and Tech., Taiwan Gennaro Cordasco, Seconda Università di Napoli, Italy Marco Cristani, University of Verona, Italy Nigel Crook, Oxford Brookes University, UK Belen Diaz-Agudo, Universidad Complutense de Madrid, Spain Scott Dick, University of Alberta, Canada Georgios Dounias, Professor, University of the Aegean, Greece Anna Esposito, Seconda Universita' di Napoli, Italy Meng Fang, University of Technology, Sydney, Australia Marcos Faundez-Zanuy, Eupmt, Matarò, Barcelona, Spain

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Germain Forestier, Université de Haute Alsace, France Claude Frasson, University of Montreal, Canada Matjaz Gams, Jozef Stefan Institute, Slovenia Miguel García Torres, Universidad Pablo de Olavide, Spain Xin Geng, Monash University, Australia François Goasdoué, Univ. Rennes 1, France Chen Gong, Shanghai Jiao Tong University, China Hao Han, Kanagawa University, Japan Jin-Kao Hao, University of Angers, France Ioannis Hatzilygeroudis, University of Patras, Greece Jun Huan, University of Kansas, USA Nobuhiro Inuzuka, Nagoya Institute of Technology, Japan Naohiro Ishii, Aichi Institute of Technology, Japan Yuji Iwahori, Chubu University, Japan Shen Jialie, Singapore Management University, Singapore Darsana Josyula, Bowie State University, Bowie, USA Jose M. Juarez, University of Murcia, Spain Panagiotis Kanellopoulos, Computer Technology Institute & Press "Diophantus" and University of Patras, Greece Nikos Karacapilidis, University of Patras, Greece Petros Kefalas, The University of Sheffield International Faculty, CITY College, Greece Latifur Khan, UTD, USA Taghi Khoshgoftaar, Florida Atlantic University, USA Stefanos Kollias, National Technical University of Athens, Greece Manolis Koubarakis, National and Kapodistrian University of Athens, Greece Jean-Charles Lamirel, INRIA Project TALARIS – LORIA, France Alina Lazar, Youngstown State University, USA Giorgio Leonardi, Università di Pavia, Italy Carson K. Leung, University of Manitoba, Canada Bin Li, NICTA -University of Technology Sydney, Australia Jun Li, University of Technology, Sydney, Australia Sanjiang Li, University of Technology, Sydney, Australia Yanjun Li, Fordham University, USA

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Xiaoyan Li, Southwest Jiaotong University, China Aristidis Likas, University of Ioannina, Greece C P Lim, Deakin University, Australia Tongliang Liu, University of Technology, Sydney, Australia Weifeng Liu, China University of Petroleum, China Daniel Lopresti, Lehigh University, USA Chang-Tien Lu, Virginia Tech, USA Feng Luo, Clemson University, USA Judy Luo, George Mason University, USA Ilias Maglogiannis, University of Piraeus, Greece George Magoulas, Birkbeck College, UK Christos Makris, University of Patras, Greece Amol Mali, Univeristy of Wisconsin, USA Gerasimos Marketos, University of Piraeus, Greece Tony Martinez, Brigham Young University, USA Bertrand Mazure, CRIL - Université d'Artois, France Loizos Michael, Open University of Cyprus, Cyprus Kostas Michalopoulos, Wright State University, USa Stefania Montani, University Piemonte Orientale, Italy Yang Mu, University of Massachusetts Boston, USA Radhakrishnan Nagarajan, University of Kentucky, USA Daniel C. Neagu, School of Engineering and Informatics, University of Bradford, UK Cam-Tu Nguyen, Nanjing University, China Leo Obrst, MITRE, USA Mitsunori Ogihara, University of Miami, USA Andrea Orlandini, National Research Council (ISTC-CNR), Italy Vasile Palade, Coventry University, UK Shirui Pan, University of Technology Sydney, Australia Weike Pan, Shenzhen University, China Cédric Piette, CRIL – CNRS, France Selwyn Piramuthu, University of Florida, USA Luigi Portinale, Università del Piemonte Orientale, Italy Alexandros Potamianos, Technical University of Crete, Greece George Potamias, FORTH-ICS, Greece

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Radu-Emil Precup, Politehnica University of Timisoara, Romania Guangzhi Qu, Oakland University, USA Parisa Rashidi, University of Florida, USA Marek Reformat, University of Alberta, Canada Giuseppe Riccardi, University of Trento, Italy Goce Ristanoski, National ICT Australia Lakhdar Sais, CRIL, Université d'Artois, France Albert Salah, Bogazici University, Turkey Ganesh Ram Santhanam, Iowa State University, USA Andrea Schaerf, University of Udine, Italy Björn Schuller, University of Passau / Imperial College London, Germany Donald Sofge, Naval Research Laboratory, USA Marina Sokolova, University of Ottawa and Institute for Big Data Analytics, Canada Yangqiu Song, University of Illinois at Urbana-Champaign, USA Andreas Stafylopatis, National Technical University of Athens, Greece Kostas Stergiou, University of Western Macedonia, Greece Thomas Stützle, Université Libre de Bruxelles (ULB), Belgium Jun Suzuki, University of Massachusetts, Boston, USA Dacheng Tao, University of Technology, Sydney, Australia Dapeng Tao, South China University of Technology, China Jianhua Tao, Chinese Academy of Sciences, China Dan Tecuci, IBM Watson, USA Xinmei Tian, USTC, China Stefan Trausan-Matu, University Politehnica of Bucharest, Romania Vincent S. Tseng, National Cheng Kung University, Taiwan George A. Tsihrintzis, University of Piraeus, Greece Yichen Tu, University of South Florida, USA Jason Van Hulse, Florida Atlantic University, USA Miroslav N. Velev, Aries Design Automation/University of Illinois at Chicago, USA Vassilios Verykios, Hellenic Open University, Greece

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Douglas Vieira, ENACOM - Handcrafted technologies, Brazil Alessandro Vinciarelli, University of Glasgow, UK Maria Virvou, Department of Informatics, University of Piraeus, Greece Carl Vogel, Trinity College Dublin, Ireland George Vouros, University of Piraeus, Greece Michael Vrahatis, University of Patras, Greece Toby Walsh, NICTA/UNSW, Australia Huanjing Wang, Western Kentucky University, USA Nannan Wang, University of Technology, Sydney, Australia Peng Wang, Southeast University, China Jia Wu, University of Technology Sydney, Australia Lei Xu, University at Buffalo, USA Liu Yong, Zhejiang University, China Kui Yu, Hefei University of Technology Jun Yu, Xiamen University, China Yang Yu, Nanjing University, China Chengcui Zhang, The University of Alabama at Birmingham, USA Daoqiang Zhang, Nanjing University of Aeronautics & Astronautics, China Junping Zhang, Fudan University, China Min-Ling Zhang, School of Computer Science and Engineering, Southeast University, China Tianhao Zhang, University of Pennsylvania, USA Yanchang Zhao, RDataMining, Australia Bin Zhou, University of Maryland, Baltimore County, USA Huiyu Zhou, Queen's University Belfast, UK Xingquan Zhu, Florida Atlantic University, USA Zhemin Zhu, CTIT DB Group, University of Twente, Netherlands Zhigang Zhu, City College of New York, USA Sotirios Ziavras, New Jersey Institute of Technology, USA Djamel A. Zighed, ERIC, University of Lyon 2, France

Message from the ICTAI 2015 General Chairs

Message from the ICTAI 2015 Program Chair

On behalf of the organizing committees, we welcome you to the 27th IEEE International

Dear ICTAI 2015 participants on the behalf of the organizing and program committees, I welcome you to the 27th IEEE International Conference on Tools with Artificial Intelligence (ICTAI 2015) held in Vietri sul Mare, Salerno, Italy. The ICTAI series is a very special high quality forum where researchers share knowledge in the field of Tools with Artificial Intelligence presenting their scientific achievements and the tools (architectures, languages and algorithms) they have developed for solving scientific and engineering problems. As for any year, submissions have been solicited and received in the areas of AI Foundations; AI Domain-Specific Applications; AI Computer Systems; Machine Learning; Data Mining; Semantic Web, Reasoning; Learning Agents; Cognitive Modeling; and AI Decision in Artificial Intelligence, as well as, Constraint Solving Programming (CSP) and SAT-based technologies, the now traditional ICTAI special track organized by Professor Éric Grégoire. In addition, the ICTAI topics have been extended, including contributes on Behavioral and Algorithmic Issues of Multimodal Communicative Signals, allowing the participation of psychologists and broadening the interdisciplinary exchanges. A total number of 278 submissions were received around of the world, all high quality papers. To this aims I want to thank contributors of both accepted and rejected papers. All strong and scientifically interesting projects were submitted. However, the acceptance threshold was set very high and therefore, only 55% of the submitted papers was included in the ICTAI 2015 proceedings. More specifically, there are two categories of accepted papers, full and short. The acceptance of the full papers was 30%. Furthermore, in conjunction with the ICTAI, it will be held the 5th International Workshop on Combinations of Intelligent Methods and Applications (CIMA-15) sponsored by the University of Patras (Greece). I want to thank the Workshop Organizers, Professors Ioannis Hatzilygeroudis, Vasile Palade and Jim Prentzas for their exceptional and dedicated work.

Conference on Tools with Artificial Intelligence (ICTAI 2015) held in Vetri sul Mare, Italy. First of all, we really appreciate the authors who submitted their papers and participated in the conference activities. We also appreciate the time and effort of the area chairs, program committee members, the reviewers for advertising the conference and evaluating the papers. Most of all we would like to express our great appreciation to this year’s Program Chair, Professor Anna Esposito, for her time and effort in every aspect of the conference: inviting area chairs and program committee members; creating and managing the conference Web site; managing the review process of submitted papers; inviting special tracks; communicating with the authors and committee members; and editing the proceedings. We would also recognize and appreciate the sponsorship provided by the IEEE Computer Society and the Biological and Artificial Intelligence Foundation (BAIF). Thank you for your participation, and hope that you will enjoy ICTAI 2015. Best regards Professor Lefteris Tsoukalas Professor George Papadopoulos ICTAI 2015 General Chairs

The successful journey of ICTAI 2015 was due to the hard and voluntary work of many people. I am not reporting all of them, but I must mention some, because without their support and contribute I would have been lost. First, I want to thanks the financial and Steering committee chair, Professor Nikolaos Bourbakis, who was with me all the time, helping, providing precious suggestions and sharing with me his long time experience in running ICTAI as founder. I would have not made the conference without his practical and emotional support. I owe gratitude to BAIF Steering Committee Chair, Mrs. Despina Kavraki, who is always present in ICTAI, working behind the scenes and providing great help. Following the ICTAI practice in supporting and granting students’ participation in the conference, I am pleased to announce that ICTAI 2015 will acknowledge 5 best student paper awards based on the scores from the review process and their presentations in the conference. In addition, the CV Ramamoorthy Best Conference paper Award will given during the gala dinner. The ICTAI Series build up its success on the work of people that year by year had contribute to made it a worldwide event. To this aim, I would like to express my deep appreciation to the two ICTAI general chairs, Professors Lefteris Tsoukalas, and George Papadopoulos, for the support received in initiating this year event I would like to thank the local organizing committee, Gennaro Cordasco and Alda Troncone. Gennaro as web chair of the conference settled the webpage and took care of it with great professionalism. I owe him for his dedication, care, and for being so reassuring in the difficulties. I owe gratitude to Andrea Orlandini, the publicity and submission chair, which was with me during a very hot August helping in the revision’s process. Andrea and myself succeeded in handling it since we received the wonderful and bright help of Amedeo Cesta, the president of the Italian Association on Artificial Intelligence (AI*IA). The revision process would have been not possible without the dedication of the ICTAI Area Chairs and the ICTAI Program Committee

members, which are listed in the previous pages. I owe them for taking in charge the revisions during a deserved vacation period, for their accurate review work, and their valuable selection process. Special thanks goes to Professor Éric Grégoire Program Committee Chair of the special track on SAT and CSP Technologies, and their Program Committee Members. In the next pages Éric will honor them. My deepest thanks are also for Becky Boresen, the IEEE administrative and Randy Bilof the IEEE proceedings production editor assigned to ICTAI 2015. They both were supportive, flexible, and helpful. Finally, I want to thanks the Italian institutional sponsors: a) la Seconda Università di Napoli in the person of the Rector, Professor Giuseppe Paolisso, and the director of the Department of Psychology, Professor Dario Grossi; b) the International Institute for Advanced Scientific Studies (IIASS), in the person of the President, Professor Ferdinando Mancini, and the Vice-President, Professor Gaetano Scarpetta; c) la Società Italiana di Reti Neuroniche (SIREN) in the person of the President, Professor Eros Pasero, and the VicePresident, Professor Francesco Carlo Morabito; and d) l’Associazione Italiana per l’Intelligenza Artificiale (AI*IA) in the person of the Professor Amedeo Cesta. Most importantly, I am extremely grateful to the ICTAI 2015 contributors and keynote speakers whose work I hope will stimulate an interesting interaction among the ICTAI attendees, in order to make this event a scientifically stimulating gathering and a memorable personal experience. I wish you an exciting and productive conference time. Professor Anna Esposito ICTAI 2015 Program Chair

Day-0: Sunday, Nov. 8, 2015 17:00 - 19:00

PRE-REGISTRATION

Day-1: Monday, Nov. 9, 2015 07:30 -

REGISTRATION

08:30 - 09:30

KEYNOTE SPEECH: Developmental Robotics for Embodied Language Learning Angelo Cangelosi, Centre for Robotics and Neural Systems, Plymouth University, UK.

09:30 - 12:00

Track-1

Sessions

CPT-SAT-1 Session Chair: Éric Grégoire An Algorithmic Framework for Decomposing Constraint Networks, Philippe Jégou, Hanan Kanso and Cyril Terrioux. On the Decomposition of nonBinary Constraint into Equivalent Binary Constraints, Achref El Mouelhi. Using Parallel Singleton Arc Consistency to enhance Constraint Solving, Nebras Gharbi. Feature Selection for SUNNY: a Study on the Algorithm Selection Library, Roberto Amadini, Fabio Biselli, Maurizio Gabbrielli, Tong Liu and Jacopo Mauro. Modeling and Mining Optimal Patterns using Dynamic CSP, Willy Ugarte, Patrice Boizumault, Samir Loudni and Bruno Crémilleux.

Track-2

Track-3

Track-4

SEARCHING & SCHEDULING-1 Session Chairs: Anthony Ventresque, Damian Lyons

REASONING & CONSTRAINTS Session Chairs: Abdul Razak, Leila Amgoud

CLUSTERING Session Chairs: Feng Liu, Gianni Costa

MILP for the Multi-objective VM Reassignment Problem, Takfarinas Saber, Anthony Ventresque, Joao Marques Silva, James Thorburn and Liam Murphy.

A Platform-independent Approach for Parallel Reasoning with OWL EL Ontologies using Graph Representation, Zhangquan Zhou, Guilin Qi, Zimian Wu and Jun Shi.

PCFBPI: A Point Clustering Feature Based Policy Iteration Algorithm, Feng Liu, Chongjun Wang and Bin Luo.

Adaptive Traffic Signal Control for Multi-intersection Based on Microscopic Model, Biao Yin, Mahjoub Dridi and Abdellah El Moudni.

The Comparison of Multi-Objective Preference Inference Based on Lexicographic and Weighted Average models, Anne-Marie George, Abdul Razak and Nic Wilson.

A Clustering-Based Approach to the Mining of Analogical Proportions, William Correa, Hélène Jaudoin and Olivier Pivert.

Probabilistic Verification of MultiRobot Missions in Uncertain Environments, Damian Lyons, Ronald Arkin, Shu Jiang, Dagan Harrington, Feng Tang and Peng Tang. A Scheduling Tool for Conditionally Independent Temporal Preferences, Roberto Micalizio and Gianluca Torta. Joint Model Choice and Hyperparameter Optimization with Factorized Multilayer Perceptrons, Nicolas Schilling, Martin Wistuba, Lucas Drumond and Lars SchmidtThieme

Testing massive modularity hypothesis through the selection task: content of rules, forms of reasoning, or pragmatic expectations? Olimpia Matarazzo, Claudia Greco, Fabrizio Ferrara and Michele Carpentieri. Logical Representation and Analysis for RCArguments, Leila Amgoud, Philippe Besnard and Anthony Hunter. Axiomatic Characterization of Wishes and Constraints: An Empirical Analysis of Human Endorsement, Souhila Kaci and Eric Raufaste.

Using hierarchical clustering algorithm to detect community structure in Traditional Chinese Medicine Formula network, Qian Wang, Hong Li and Wang Chongjun. Constructing Topological Map from Metric Map Using Spectral Clustering, Burak Kaleci, Çağrı Mete Şenler, Osman Parlaktuna and Uğur Gürel. Fully-Automatic XML Clustering by Structure-Constrained Phrases, Gianni Costa and Riccardo Ortale.

12:00 - 13:30

LUNCH

13:30 - 15:30

Track-1

Track-2

Sessions

LEARNING - 1 Session Chairs: Gilbert Lim, Shuhua You

DOCUMENT & NL PROCESSING - 1 Session Chairs: Hossein Fani, Vincent Letard

SEMANTICS & KNOWLEDGE Session Chairs: Ming Li, Henry Soldano

CLASSIFICATION METHODS - 1 Session Chairs: Salima Hassairi, M Shahriar Sazzad

Deep learning for Textual Entailment Recognition, Chen Lyu, Yanan Lu, Donghong Ji and Bo Chen.

Relation Extraction from Texts with Symbolic Rules Induced by Inductive Logic Programming, Rinaldo Lima, Bernard Espinasse, Fred Freitas and Hilário Oliveira.

Compound Concept Semantic Similarity Calculation based on Ontology and Concept Constitution Features, Ming Li, Bo Lang and Jinmiao Wang.

Dyadic Multi-Resolution Analysisbased Deep Learning for Arabic Handwritten Character Classification, Asma Eladel, Ridha Ejbali, Mourad Zaied and Chokri Ben Amar.

Deep Semantic Mapping for CrossModal Retrieval, Cheng Wang, Haojin Yang and Christoph Meinel.

Supervised image classification using Deep Convolutional Wavelets Network, Salima Hassairi, Ridha Ejbali and Mourad Zaied.

Integrated Optic Disc and Cup Segmentation with Deep Learning, Gilbert Lim, Yuan Cheng, Wynne Hsu and Mong Li Lee. Intelligent Model Learning Based on Variance for Bayesian Reinforcement Learning, Shuhua You, Quan Liu, Zongzhang Zhang, Hui Wang and Xiaofang Zhang. Active Learning for Multivariate Time Series Classification with Positive Unlabeled Data, Guoliang He, Yong Duan, Yifei Li, Tieyun Qian and Xiangyang Jia. Using Feature Selection in Combination with Ensemble Learning Techniques to Improve Tweet Sentiment Classification Performance, Joseph Prusa, Taghi Khoshgoftaar and Amri Napolitano. 15:30 - 16:00

COFFEE BREAK

Lexical Semantic Relatedness for Twitter Analytics, Yue Feng, Hossein Fani, Ebrahim Bagheri and Jelena Jovanovic. Analogical Reasoning for Natural to Formal Language Transfer, Vincent Letard, Sophie Rosset and Gabriel Illouz. A Synthesis of Stochastic Petri Nets (SPNs) Graphs for Natural Language Understanding (NLU)Event Action Association, Adamantia Psarologou, Nikolaos Bourbakis and Anna Esposito.

Track-3

Some Supplementaries to the Counting Semantics for Abstract Argumentation, Fuan Pu and G.M Luo. Local Knowledge Discovery in Attributed Graphs, Henry Soldano, Guillaume Santini and Dominique Bouthinon.

Track-4

Dirichlet - based Concentric Circle Feature Transform for Breast Mass Classification, Min Pang, Ying Wang and Jie Li. An Automated Detection Process To Detect Ovarian Tissues Using Type P63 Digitized Color Images, T M Shahriar Sazzad, Leisa Armstrong and Amiya Kumar Tripathy.

16:00 - 18:00

Sessions

Track-1

Track-2

DATA ANALYTICS & DATA MINING - 1 Session Chairs: Fabio Fabris, Takahiro Kawamura

DOCUMENT & NL PROCESSING - 2 Session Chairs: Wiem Lahbib, Georgios Stratogiannis

AI TOOLS & MODELS - 1 Session Chairs: Cheng Zhu, Firat Ismailoglu,

CLASSIFICATION METHODS - 2 Session Chairs: Alexandre Aussem, Zhiwei Tao

Targeted Mutation: A Novel Mutation Strategy for Differential Evolution, Weijie Zheng, Haohuan Fu and Guangwen Yang. Targeted Mutation:

A Combined Approach for Filter Feature Selection in Document Classification, Le Nguyen Hoai Nam and Ho Bao Quoc.

A 3D frontier-based exploration tool for MAVs, Cheng Zhu, Rong Ding, Mengxiang Lin and Yuanyuan Wu.

Ensemble Multi-label Classification: A Comparative Study on Threshold Selection and Voting Methods, Ouadie Gharroudi, Haytham Elghazel and Alex Aussem.

Entropy-based Term Weighting Schemes for Text Categorization in VSM, Tao Wang, Yi Cai, Ho-Fung Leung, Zhiwei Cai and Huaqing Min.

Behaviors and Profit based Sales Campaign Design, Shukai Li, Xiao-Li Li, Whye Loon Tung and Kelvin Sim.

A Novel Extended Hierarchical Dependence Network Method Based on non-Hierarchical Predictive Classes and Applications to Ageing Related Data, Fabio Fabris and Alex Freitas. An Approach to Construct Semantic Networks with Confidence Scores Based on Data Analysis - Case Study in Osaka Wholesale Market, Takahiro Kawamura and Takahiro Kawamura. Mining the log-tree of process traces: current approach and future perspectives, Luca Canensi, Giorgio Leonardi, Stefania Montani and Paolo Terenziani.

19:00 – 21:00

WELCOME RECEPTION

Advancing the terminological classification of semi-structured documents, Georgios Stratogiannis, Georgios Siolas, Andreas Stafylopatis, Georgios Stamou, Alexandros Chortaras and Athanasios Tagaris Arabic Terminology Extraction and Enrichment based on Domain-Specific Text Mining, Wiem Lahbib, Ibrahim Bounhas and Slimani Yahya.

Track-3

Conformal ECOC Machines, Firat Ismailoglu, Evgueni Smirnov and Ralf Peeters. ACIS: An Improved Actor-Critic Method for POMDPs with Internal State, Dan Xu and Quan Liu.

Track-4

Time Series Classification based on Multi-Codebook Piecewise Vector Quantized Approximation, Li Zhang and Zhiwei Tao. Multiobjective Unfolding of Shared Power Consumption Pattern using Genetic Algorithm for Estimating Individual Usage in Smart Cities, Miltiadis Alamaniotis, Lefteri H. Tsoukalas, Athanasios Fevgas, Panayota Tsompanopoulou, Panayiotis Bozanis L1-Norm Driven Semi-Supervised Local Discriminant Projection for Robust Image Representation, Xiaoyu Wang, Zhao Zhang, Yu Tang, Weiming Jiang and Jiazhen Zhai.

Day-2: Tuesday, Nov. 10, 2015 07:30 -

REGISTRATION

08:30 - 09:30

KEYNOTE SPEECH: Optimization in Deterministic and Stochastic Graphical Models. Thomas Schiex, Institut National de la Recherche Agronomique, Mathématiques et Informatique (INRA), Toulouse, France

09:30 - 12:00

Track-1

Track-2

Track-3

Track-4

Sessions

CPT-SAT - 2

SEARCHING & SCHEDULING - 2 Session Chairs: Amedeo Cesta, Thiago Naves

PLANNING

STATE & CHANGE

Session Chair: Jean-Marie Lagniez Mining to Compress Table Constraints, Said Jabbour, Stéphanie Roussel, Lakhdar Sais and Yakoub Salhi. Detecting Types of Variables for Generalization in Constraint Acquisition, Abderrazak Daoudi, Nadjib Lazaar, Younes Mechqrane, Christian Bessiere, El Houssine Bouyakhf and Blank. A Hybrid Encoding of CSP to SAT Integrating Order and Log Encodings, Takehide Soh, Mutsunori Banbara and Naoyuki Tamura. Temporal Constraint Satisfaction Problems and Difference Decision Diagrams: a Compilation Map, Vincent Roger, Hélène Fargier and Frédéric Maris. Temporal landmarks for overconstrained planning problems with deadlines, Eliseo Marzal, Laura Sebastia and Eva Onaindia. A Practical Approach for Maximizing Satisfiability in Qualitative Spatial and Temporal Constraint Networks, Jean-François Condotta, Ali Mensi, Issam Nouaouri, Michael Sioutis and Lamjed Ben Saïd.

A Multi-Objective Large Neighborhood Search Methodology for Scheduling Problems with Energy Costs, Angelo Oddi, Riccardo Rasconi and Amedeo Cesta. A Comparison of Decomposition Methods for the Maximum Common Subgraph Problem, Maël Minot, Samba Ndojh Ndiaye and Christine Solnon. One Approach to Determine Goals in RTS Games Using Maximization of Resource Production with Local Search and Scheduling, Thiago Naves and Carlos Lopes. A Stable Matching-Based Selection and Memory Enhanced MOEA/D for Evolutionary Dynamic Multiobjective Optimization, Xiaofeng Chen, Defu Zhang and Xiangxiang Zeng.

Session Chairs: Mauro Vallati, Stefano Togniazzi

Session Chairs: Nic Wilson, Martin Nyolt

A Multi-Population Genetic Algorithm for UAV Path RePlanning under Critical Situation, Jesimar Arantes, Márcio Arantes, Claudio Toledo and Brian Williams.

On Resampling for Bayesian Filters in Discrete State Spaces, Martin Nyolt and Thomas Kirste.

Portfolio Methods for Optimal Planning: an Empirical Analysis, Mattia Rizzini, Chris Fawcett, Mauro Vallati, Alfonso Emilio Gerevini and Holger Hoos.

Toward a Robust DiversityBased Model to Detect Changes of Context, Sylvain Castagnos, Amaury L'Huillier and Anne Boyer.

Exploring the use of BDDs in Conformant Planning, Stefano Tognazzi, Agostino Dovier, Enrico Pontelli and Tran Cao Son.

Policies for Contextual Bandit Problems with Count Payoffs, Thibault Gisselbrecht, Sylvain Lamprier and Patrick Gallinari.

Rule-Based Door Detection Using Laser Range Data in Indoor Environments, Burak Kaleci, Cagri Mete Senler, Helin Dutagaci and Osman Parlaktuna. A Multi-objective Memetic Algorithm for Network-wide Flights Planning Optimization, Su Yan, Kaiquan Cai and Yanbo Zhu.

Inferring Context and Goals for Online Human-Aware Planning, Uwe Köckemann, Federico Pecora and Lars Karlsson. Approaches and Properties for Aggregating Occupant Preferences, Nic Wilson.

12:00 - 13:30

LUNCH

13:30 - 15:30

Track-1

Sessions

DATA ANALYTICS & DATA MINING - 2 Session Chairs: Schahrazed Fennouh, Andreas Kanavos

AI TOOLS & MODELS - 2 Session Chairs: Aseel B. Kmail, Gennaro Cordasco

DECISION SUPPORT - 1 Session Chairs: Shuang Zhou; Ernani Melo

RECOGNITION & SEMANTICS Session Chairs: Meili Wei, Tingting Zhang

On the Assessment of Concept Relevance in FCA-based Ontology Restructuring, Schahrazed Fennouh, Roger Nkambou, Petko Valtchev and Mohamed RouaneHacene.

A Novel Approach for Identification of Users with Access Restrictions, Simin Naghavi and Sattar Hashemi

A Non-parametric Conformity-based Test for Transfer Decisions, Shuang Zhou, Evgueni Smirnov, Gijs Schoenmakers, Ralf Peeters and Kurt Driessens.

On the Amount of Semantic Information Conveyed by Gestures, Anna Esposito, Jessica Vassallo, Antonietta M. Esposito and Nikolaos Bourbakis.

Exploiting Vector Map Properties for GIS Data Copyright Protection, Ahmed Abubahia and Mihaela Cocea.

Hypervolume-Based Surrogate Model for MO-CMA-ES, Martin Pilat and Roman Neruda.

Induced Subgraph Game for Ensemble Selection, Hadjer Ykhlef and Djamel Bouchaffra.

Face Recognition Based On Randomized Subspace Feature, Meili Wei and Bo Ma.

Predict the emergence: application to competencies in job offers, Yacine Abboud, Anne Boyer and Armelle Brun.

Content-based Filtering Enhanced by Human Visual Attention Applied to Clothing Recommendation, Ernani Melo, Emília Nogueira and Denise Guliato.

An Automatic Online Recruitment System based on Multiple Semantic Resources, Aseel B. Kmail, Mohammed Maree and Mohammed Belkhatir.

A Greedy Approach for Dynamic Control of Diffusion Processes in Networks, Kevin Scaman, Argyris Kalogeratos and Nicolas Vayatis.

Acquisition of generic problem solving knowledge through information extraction and pattern mining, Ahmed Halioui, Petko Valtchev and Abdoulaye Banire Diallo. Real Time Analytics for Measuring User Influence on Twitter, Andreas Kanavos, Velissarios Zamparas and Christos Makris.

15:30 - 16:00

COFFEE BREAK

Track-2

Track-3

Track-4

A Novel Data Mining Method on Falling Detection and Daily Activities Recognition, Yingli Peng, Tingting Zhang, Li Sun and Jie Chen. A Multi-scale Evaluation Method for Motion Filtering in Digital Image Stabilization, Bo Zhai, Jin Zheng, Yue Wang and Chi Zhang.

16:00 - 18:00

Sessions

Track-1

Track-2

Track-4

DATA ANALYTICS & DATA MINING - 3 Session Chairs: Alessia Amelio; Nikhil Muralidhar;

COGNITIVE Session Chairs: Karima Sedki; Gang Ma;

DECISION SUPPORT - 2 Session Chairs: Evelina Lamma, Valquiria Duarte

RECOGNITION & CLASSIFICATION Session Chairs: Hui Wei, Nicolas Lachiche

Recommending Temporally Relevant News Content From Implicit Feedback Data, Nikhil Muralidhar, Huzefa Rangwala and Sam Han.

Constructing Weighted Argumentation Framework with Cognitive Maps, Karima Sedki and Louis Bonneau de Beaufort.

Reducing Laboratory Examinations by a Computeraided Clinical Decision Support System, Massimo Gallerani, Marcello Pivanti, Dario Pelizzola, Michela Boni, Evelina Lamma, Giovanni Guerra and Elena Bellodi.

A Shape Recognition Method Based on Syntax-Automaton, Hui Wei and Wenzhang Cheng.

Single Sequence Fast Feature Selection for High-Dimensional Data, Francisco De Assis Boldt, Thomas Rauber and Flávio Varejão. Ensemble vs. Data Sampling: Which Option Is Best Suited to Improve Classification Performance of Imbalanced Bioinformatics Data, Taghi Khoshgoftaar, Ali Fazelpour, David Dittman and Amri Napolitano Analysis of the Italian Tweet Political Sentiment in 2014 European Elections, Alessia Amelio and Clara Pizzuti.

MOMDP-based target search mission taking into account the human operator's cognitive state, Paulo Eduardo Ubaldino de Souza, Caroline Ponzoni, Carvalho Chanel and Frédéric Dehais. Effects of cognitive feedback, emotional induction and social pressure on decisions related to cognitive performance with economic reward. Cognitive feedback, emotional induction, and social pressure on decision making, Michele Carpentieri, Antonio Cerrato, Ivana Baldassarre and Olimpia Matarazzo. An Environment Visual Awareness Approach in Cognitive Model ABGP, Gang Ma, Xi Yang, Bo Zhang, Baoyuan Qi and Zhongzhi Shi.

19:00 – 21:00

Track-3

SOCIAL DINNER AND BEST PAPER AWARDS

Melanoma Detection Using Delaunay Triangulation, Andrea Pennisi, Domenico Daniele Bloisi, Daniele Nardi, Anna Rita Giampetruzzi, Chiara Mondino and Antonio Facchiano.

Multi-Round Vote Elicitation for Manipulation under Candidate Uncertainty, Manel Ayadi and Nahla Ben Amor.

Reframing in Frequent Pattern Mining, Chowdhury Farhan Ahmed, Md. Samiullah, Nicolas Lachiche, Meelis Kull and Peter Flach.

A density-based approach for instance selection, Joel Luis Carbonera. Valquiria Duarte, Rita Julia, Marcelo Albertini and Henrique Neto.

CSWN: a cascaded architecture of separator wavelet networks for image classification, Tahani Bouchrika, Olfa Jemai, Mourad Zaied and Chokri Ben Amar.

Genetic Programming for a Wearable Approach to Estimate Blood Pressure embedded in a Mobile-based Health System, Giovanna Sannino, Ivanoe De Falco and Giuseppe De Pietro

Day-3: Wednesday, Nov. 11, 2015 07:30 -

REGISTRATION

08:30 - 09:30

KEYNOTE SPEECH: Learner Analytics in E-Learning: Fuzzy Logic, Affective, Cognitive and Decision Maria Virvou, Department of Informatics, University of Piraeus, Greece.

09:30 - 12:00

Sessions

Track-1 CPT-SAT - 3 Session Chair: Lakhdar Saïs Re-using Auxiliary Variables for MaxSAT Preprocessing, Jeremias Berg, Paul Saikko and Matti Järvisalo. Local Search Algorithm for the Partial Minimum Satisfiability Problem, André Abramé and Djamal Habet. Large Neighbourhood Search for EnergyEfficient Train Timetabling, Diarmuid Grimes, Barry Hurley, Deepak Mehta and Barry O'Sullivan. Maximising the number of participants in a ride sharing scheme MIP versus CP formulations, Vincent Armant, Nahid Mahbub and Ken Brown. Verifying a Real-Time Language with Constraints, Anicet Bart, Charlotte Truchet and Eric Monfroy. Improving a Constraint Programming Approach for Inverse Problems, Bertrand Neveu, Martin de La Gorce and Gilles Trombettoni.

12:00 - 13:30

LUNCH

Track-2

Track-3

Track-4

SEARCHING & SCHEDULING - 3 Session Chairs: Daeseong Jong, Zhaoxia Guo

AGENTS & NETOTIATION Session Chairs: Heriberto Cuayahuitl, Henrique Castro Neto

LEARNING - 2 Session Chairs: Fadi Badra; Jonathan Gaudreault;

Safe Pathfinding using Abstract Hierarchical Graph and Influence Map, Daeseong Jong, Ickhwan Kwon, Donghyun Goo and Dohoon Lee.

Toward Efficient Agreements in Realtime Multilateral Agent-based Negotiations, Siqi Chen, Jianye Hao, Gerhard Weiss, Shuang Zhou and Zili Zhang.

Estimating the Difficulty of Exercises on Search Algorithms using a NeuroFuzzy Approach, Foteini Grivokostopoulou, Isidoros Perikos and Ioannis Hatzilygeroudis.

Learning Trading Negotiations Using Manually and Automatically Labelled Data, Heriberto Cuayahuitl, Simon Keizer and Oliver Lemon.

RLBS: An Adaptive Backtracking Strategy Based on Reinforcement Learning for Combinatorial Optimization, Ilyess Bachiri, Jonathan Gaudreault, Brahim ChaibDraa and Claude-Guy Quimper.

Tackling the Bi-criteria Facet of Multiple Traveling Salesman Problem with Ant Colony Systems, Raluca Necula, Mihaela Breaban and Madalina Raschip.

Improving the Accuracy of the Cases in the Automatic Case Elicitation-based Hybrid Agents for Checkers, Henrique Castro Neto, Rita Maria Silva Julia, Valquiria Aparecida Rosa Duarte.

Truthful Incentive Mechanisms for Dynamic and Heterogeneous Tasks in Mobile Crowdsourcing, Yue Fan, Hailong Sun and Xudong Liu.

MP-Draughts: Unsupervised Learning Multi-Agent System based on MLP and Adaptive Neural Networks, Valquiria Aparecida Rosa Duarte, Rita Maria Silva Julia, Marcelo Keese Albertini, Henrique Castro Neto

A Bilevel Optimization Model for supply chain scheduling using evolutionary algorithms, Z.X. Guo, Zhengxiang He and Haitao Liu.

CoQuiAAS: A Constraint-based Quick Abstract Argumentation Solver, Jean-Marie Lagniez, Emmanuel Lonca and Jean-Guy Mailly.

Pruning Nearest Neighbor Competence Preservation Learners, Fabrizio Angiulli and Estela Narvaez. Representing and Learning Variations, Fadi Badra. A New equilibrium criterion for learning the cardinality of latent variables, Hasna Njah, Salma Jamoussi, Walid Mahdi and Afif Masmoudi.

13:30 - 15:30

Sessions

Track-2

Track-3

SOCIAL NETS & GAMES Session Chairs: Giannis Giannakopoulos, Aaron Richter

Track-1

INTERACTION & MULTITASKING Session Chairs: Guillaume Dubuisson Duplessis, Sabrine Mallek;

AI TOOLS & MODELS - 3 Session Chairs: Arthur Chambon, Arthur, Fabrício Henrique Rodrigues

CIMA - 1 Session Chair: Ioannis Hatzilygeroudis

Reciprocal Social Strategy in Social Repeated Games, Chi-Kong Chan, Jianye Hao and Ho-Fung Leung

A Conventional Dialogue Model based on Empirically Specified Dialogue Games, Guillaume Dubuisson Duplessis, Alexandre Pauchet, Nathalie Chaignaud and Jean-Philippe Kotowicz.

Characterization of Multiple Groups of Data, Arthur Chambon, Frederic Lardeux, Frederic Saubion, Tristan Boureau and Marion Le Saux.

Nonlinear Mapping and Embedding of Reducts-Nearest Neighbor Classification Naohiro Ishii, Ippei Torii, Kazunori Iwata and Toyoshiro Nakashima

An Effective Recommendation Model Based on Communities and Trust Network, Cen Cao, Qingjian Ni and Yuqing Zhai.

Machine Learning Based Number Plate Detection and Recognition Zuhaib Ahmed Shaikh, Umair Ali Khan and Awais Ahmed Rajput

Hybrid Swarm Based Method for Link Prediction in Social Networks, Aouay Saoussen, Jamoussi Salma and Faiez Gargouri. Efficient Modeling of User-Entity Preference in Big Social Networks, Aaron Richter, Michael Crawford, Brian Heredia and Taghi Khoshgoftaar. An Equitable Solution to the Stable Marriage Problem, Ioannis Giannakopoulos, Panagiotis Karras, Dimitrios Tsoumakos, Katerina Doka and Nectarios Koziris.

15:30 - 16:00

COFFEE BREAK

Interactive Preference Incorporation in Evolutionary Multi-objective Engineering Design, Sufian Sudeng and Naruemon Wattanapongsakorn. The Link Prediction Problem Under a Belief Function Framework, Sabrine Mallek, Imen Boukhris, Zied Elouedi and Eric Lefevre.

An Ontological Model for Urinary Profiles, Fabrício H. Rodrigues, José Antônio Tesser Poloni, Cecilia Flores and Liane Nanci Rotta. Twitter-Based Recommender System to Address Cold-Start: a Genetic Algorithm Based Trust Modelling and Probabilistic Sentiment Analysis, Dimah Alahmadi and Xaio-Jun Zeng.

Track-4

New quality indexes for optimal clustering model identification based on cross-domain approach Jean-Charles Lamirel Towards discovering communities in large fuzzy graphs Georgios Drakopoulos, Andreas Kanavos, Christos Makris and Vasilis Megalooikonomou

16:00 - 18:00

Sessions

Track-1

Track-3

DRIFT Session Chairs: Roberto Souto Maior De Barros, Fabrício Enembreck

DETECTION & PRIVACY Session Chairs: Luciano Argento, Mercedes Rodriguez-Garcia

FUZZY & EVOLUTIONARY Session chairs: Katja Poikselkä, Miltiadis Alamaniotis

A Survey on Feature Drift Adaptation, Jean Paul Barddal, Heitor Murilo Gomes and Fabrício Enembreck.

An Adaptive Markov Strategy for Effective Network Intrusion Detection, Jianye Hao, Yinxing Xue, Mahinthan Chandramohan, Yang Liu and Jun Sun.

Developing Intelligent Radiation Analysis Systems: A Hybrid Wave-Fuzzy Methodology for Analysis of Radiation Spectra, Miltiadis Alamaniotis and Lefteri Tsoukalas.

A Lightweight Concept Drift Detection Ensemble, Bruno I. F. Maciel, Silas G. T. C. Santos and Roberto Souto Maior De Barros. A Dissimilarity-based Drift Detection Method, Felipe Pinage and Eulanda Santos. Optimizing the Parameters of Drift Detection Methods using a Genetic Algorithm, Silas G. T. C. Santos, Roberto Souto Maior De Barros and Paulo M. Gonçalves Jr.

19:00

Track-2

Exploiting n-gram location for intrusion detection, Fabrizio Angiulli, Luciano Argento and Angelo Furfaro. Never Ignore The Significance Of Different Anomalies: A Cost-sensitive Algorithm Based On Loss Function For Anomaly Detection, Heng-Yang Lu, Fei-Yu Chen, Ming Xu, Chong-Jun Wang and Jun-Yuan Xie. Semantic Noise: Privacy-protection of Nominal Microdata through Uncorrelated Noise Addition, Mercedes Rodriguez-Garcia, Montserrat Batet and David Sánchez.

A Fuzzy Based Model Coordination for Two-Level Optimal Control of Robot Manipulators, Mohammad Mollaie Emamzadeh and Nasser Sadati. A Novel Fuzzy Based Home Occupant Monitoring System Using Kinect Cameras, Hossein Pazhoumand-Dar, Chiou Peng Lam and Martin Masek. Evolutionary Robotics on Lego NXT Platform, Katja Poikselkä, Ilari Vallivaara and Juha Röning

STUDENT’S BEST PAPER AWARDS AND CLOSING REMARKS

Track-4 CIMA - 2 Session Chair: Ioannis Hatzilygeroudis Towards Employing Model-based Diagnosis to the Smart Meeting Room Domain Daniel Moos Supply Chain Risk Calculation with a Knowledge Graph Bill Karakostas A new item-based recommendation approach under a possibilistic framework Manel Slokom and Raouia Ayachi Categorical Clustering Algorithms in the Production of Symbolic-Neural Rule Bases from Empirical Data Jim Prentzas and Ioannis Hatzilygeroudis