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COGNITIVE 2014 The Sixth International Conference on Advanced Cognitive Technologies and Applications

May 25 - 29, 2014 Venice, Italy

COGNITIVE 2014 Editors Hakim Lounis, UQAM, Canada Darsana Josyula, Bowie State University; University of Maryland, College Park, USA

Printed from e-media with permission by: Curran Associates, Inc. 57 Morehouse Lane Red Hook, NY 12571

Some format issues inherent in the e-media version may also appear in this print version.

Copyright© (2014) by International Academy, Research, and Industry Association (IARIA) Please refer to the Copyright Information page. Printed by Curran Associates, Inc. (2014)

International Academy, Research, and Industry Association (IARIA) 412 Derby Way Wilmington, DE 19810 Phone: (408) 893-6407 Fax: (408) 527-6351 [email protected]

Additional copies of this publication are available from: Curran Associates, Inc. 57 Morehouse Lane Red Hook, NY 12571 USA Phone: 845-758-0400 Fax: 845-758-2634 Email: [email protected] Web: www.proceedings.com

TABLE OF CONTENTS

COGNITIVE 1: AGENT-BASED ADAPTIVE SYSTEMS Modeling Interaction in Automated E-Coaching - A Case from Insomnia Therapy ....................................................... 1 Robbert Jan Beun, Fiemke Griffioen-Both, René Ahn, Siska Fitrianie, Jaap Lancee

Towards Agent-based Data Privacy Engineering ............................................................................................................... 5 Kato Mivule

Improving Skills Management using Objectives within a Multi-Agent System ............................................................. 13 Olivier Chator, Jean-Marc Salotti

Discriminative Learning of Relevant Percepts for a Bayesian Autonomous Driver Model .......................................... 19 Mark Eilers, Claus Möbus

Human-Agents Interaction for Understanding Human Intention (POSTER) ............................................................ N/A Sangwook Kim, Amitash Ojha, Minho Lee

COGNITIVE 2: AUTONOMOUS SYSTEMS AND AUTONOMY-ORIENTED COMPUTING Modelling Spatial Understanding: Using Knowledge Representation to Enable Spatial Awareness in a Robotics Platform ................................................................................................................................................................ 26 Martin Lochner, Charlotte Sennersten, Ahsan Morshed, Craig Lindley

Consensus Making Algorithms based on Invariants Perception for Cognitive Sharing in Multi-Robot ..................... 32 Shodai Tomita, Kosuke Sekiyama, Toshio Fukuda

The Role of of Expert Judgement in Optimising Preventive Maintenance and System Architecture.......................... 38 Shawulu Nggada, Yiannis Papadopoulos

Two Approaches to Implementing Metacognition ............................................................................................................ 45 Emily Hand, Darsana Josyula, Matthew Paisner, Elizabeth McNany, Donald Perlis, Michael Cox

COGNITIVE 3: APPLICATIONS I Recognition of Unspoken Words Using Electrode Electroencephalograhic Signals ...................................................... 51 May Salama, Loa'Ay Elsherif, Haytham Lashin, Tarek Gamal

Motorsport Driver Workload Estimation in Dual Task Scenario: A Methodology for Assessing Driver Workload in a Racing Simulator........................................................................................................................................ 56 Luca Baldisserri, Riccardo Bonetti, Francesco Pon, Leandro Guidotti, Maria Giulia Losi, Roberto Montanari, Francesco Tesauri, Simona Collina

ACT-R Meets Usability ....................................................................................................................................................... 62 Nele Russwinkel, Sabine Prezenski

HORUS: A Configurable Reasoner for Dynamic Ontology Management...................................................................... 66 Giovanni Lorenzo Napoleoni, Maria Teresa Pazienza, Andrea Turbati

COGNITIVE 4: APPLICATIONS II An Ontology and Brain Model-based Semantic Discovery and Visualization System................................................... 72 Xia Lin, Mi Zhang, Yue Shang, Yuan An

Linked Closed Data Using PKI: A Case Study on Publishing and Consuming Data in a Forensic Process .................................................................................................................................................................................. 77 Tamer Fares Gayed, Hakim Lounis, Moncef Bari

Using Resevoir Computing for Wind Ramp Events Classification and Prediction........................................................ 87 Tatyana Mendonça Pio Dos Santos, Mêuser Jorge Silva Valença

Missing Categorical Data Imputation for FCM Clusterings of Mixed Incomplete Data............................................... 94 Takashi Furukawa, Shin-Ichi Ohnishi, Takahiro Yamanoi

Evaluating AOU e-Learning Platform Based on Khan's Framework............................................................................. 99 Bayan Abu-Shawar

COGNITIVE 5: ARTIFICIAL INTELLIGENCE AND COGNITION I Emotion Classification Based on Bio-Signals Using Machine Learning Algorithms ................................................... 104 Eun-Hye Jang, Byoung-Jun Park, Sang-Hyeob Kim, Myung-Ae Chung, Yeongji Eum, Jin-Hun Sohn

Cognitive Robotics: For Never Was a Story of More Owe Than This .......................................................................... 110 Emanuel Diamant

Mechanical Cognitivization .............................................................................................................................................. 116 Gideon Avigad, Avi Weiss

A Design of Memory-based Learning Classifier Using Genteic Strategy for Emotion Classification ........................ 120 Byoung-Jun Park, Eun-Hye Jang, Sang-Hyeob Kim, Chul Huh, Myung-Ae Chung

COGNITIVE 6: ARTIFICIAL INTELLIGENCE AND COGNITION II A HMM Model Based on Perceptual Codes for On-line Handwriting Generation...................................................... 126 Hala Bezine, Wafa Ghanmi, Adel Alimi

How to Make Robots Feel and Social as Humans ........................................................................................................... 133 Aleksandar Rodic, Miloš Jovanovic

A Study of Retrieval Algorithms of Sparse Messages in Networks of Neural Cliques................................................. 140 Ala Aboudib, Vincent Gripon, Xiaoran Jiang

Cognitive Linguistic Representation of Legal Events: Towards a Semantic-based Legal Information Retrieval ............................................................................................................................................................................. 147 Anderson Bertoldi, Rove Luiza De Oliveira Chishman, Sandro José Rigo, Thaís Domênica Minghelli

COGNITIVE 7: ARTIFICIAL INTELLIGENCE AND COGNITION III Automatic Classification of Cells Patterns for Triple Negative Breast Cancer Identification .................................... 151 Juan Luis Fernandez-Martinez, Ana Cernea, Enrique J. De Andres-Galiana, Primitiva Menendez-Rodriguez, Jose A. Galvan, Carmen Garcia-Pravia

An Interval Type-2 Fuzzy Neural Network for Cognitive Decisions ............................................................................. 159 Gang Leng, Anjan Kumar Ray, Thomas Martin McGinnity, Sonya Coleman, Liam Maguire, Philip Vance

Robust Detection and Tracking of Regions of Interest for Autonomous Underwater Robotic Exploration......................................................................................................................................................................... 165 Ángel Alejandro Maldonado Ramírez, Luz Abril Torres Méndez, Edgar Alonso Martínez García

Creating Confidence Intervals for Reservoir Computing’s Wind Power Forecast Using the Maximum Likelihood Method and the Distribution Based Method ................................................................................................ 172 Breno Menezes, Mêuser Valença

COGNITIVE 8: ARTIFICIAL INTELLIGENCE AND COGNITION IV A Comparative Study of Neural Network Techniques to Perform Early Diagnosis of Alzheimer's Disease ................................................................................................................................................................................ 178 Lara Dantas, Mêuser Valença

Using Reservoir Computing for Forecasting of Wind Power Generated by a Wind Farm......................................... 184 Bruna Aguiar, Mêuser Valença

Training a Cognitive Agent to Acquire and Represent Knowledge from RSS Feeds onto Conceptual Graphs ................................................................................................................................................................................ 189 Alexandros Gkiokas, Alexandra I. Cristea

Cognitive Social Simulation and Collective Sensemaking: An Approach Using the ACT-R Cognitive Architecture ....................................................................................................................................................................... 195 Paul R Smart, Katia Sycara

COGNITIVE 9: ARTIFICIAL INTELLIGENCE AND COGNITION V Handling Seasonality Using Metacognition ..................................................................................................................... 205 Kenneth M'Bale, Darsana Josyula

Toward Modeling Task Difficulty: The Case of Chess ................................................................................................... 211 Dayana Hristova, Matej Guid, Ivan Bratko

The GATM Computer Assisted Reasoning Framework in a Security Policy Reasoning Context .............................. 215 Johan Garcia

CAT-A Semiformal Concept Building Procedure for Teaching Mathematics (POSTER)......................................... N/A Hans M. Dietz

COGNITIVE 10: BRAIN INFORMATION PROCESSING AND INFORMATICS I Towards a Cloud-Based Architecture for 3D Object Comprehension in Cognitive Robotics..................................... 220 Charlotte Sennersten, Ahsan Morshed, Martin Lochner, Craig Lindley

The Behavioural Motivation Model in Open Distance Learning................................................................................... 226 Oleg Zaikin, Magdalena Malinowska, Lise Busk Kofoed, Ryszard Tadeusiewicz, Andrzej Zylawski

The Virtual Patient Simulator of Deep Brain Stimulation in the Obsessive Compulsive Disorder Based on Connectome and 7 Tesla MRI Data ................................................................................................................. 235 Giorgio Bonmassar, Nikos Makris

Combining Formalized Cognitive Theory (ACT-R) And EEG-Data Is A Milestone Towards A Comprehensive Understanding Of Human Information Processing (PRESENTATION) ......................................... N/A Sabine Prezenski, Nele Russwinkel

COGNITIVE 11: BRAIN INFORMATION PROCESSING AND INFORMATICS II System for Evaluation of Cognitive Performance under the Emotional Stressors....................................................... 239 Kresimir Cosic, Sinisa Popovic, Bernard Kovac, Davor Kukolja, Dragutin Ivanec, Tanja Jovanovic

Altered Resting-State Functional Connectivity in Internet Addicts.............................................................................. 246 Jin-Hun Sohn, Ji-Woo Seok, Suk-Hee Kim, Sunju Sohn

Evaluating Data Storytelling Strategies: A Case Study on Urban Changes ................................................................. 250 Flavia De Simone, Federica Protti, Roberta Presta

A Brain-Computer Interface Speller with a Reduced Matrix: A Case Study in a Patient with Amyotrophic Lateral Sclerosis ......................................................................................................................................... 256 Ricardo Ron-Angevin, Sergio Varona-Moya, Leandro Da Silva-Sauer, Trinidad Carrión-Robles

COGNITIVE 12: BRAIN INFORMATION PROCESSING AND INFORMATICS III Visual Awareness in Mind Model CAM .......................................................................................................................... 262 Zhongzhi Shi, Jinpeng Yue, Gang Ma

How the Relationship Between Information Theory and Thermodynamics Can Contribute to Explaining Brain and Cognitive Activity: An Integrative Approach ............................................................................ 269 Guillem Collell, Jordi Fauquet

Is Word Generalization for Novel Concepts Modelled by Similarity or by Formal Concepts? .................................. 274 Sujith Thomas, Harish Karnick Author Index

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