Studies in Computational Intelligence 591 Kohei Arai Supriya Kapoor Rahul Bhatia Editors Intelligent Systems in Science and Information 2014 Studies in Computational Intelligence Volume 591 Series editor Janusz Kacprzyk, Polish Academy of Sciences, Warsaw, Poland e-mail: [email protected] About this Series The series “Studies in Computational Intelligence” (SCI) publishes new develop- ments and advances in the various areas of computational intelligence—quickly and with a high quality. The intent is to cover the theory, applications, and design methods of computational intelligence, as embedded in the fields of engineering, computer science, physics and life sciences, as well as the methodologies behind them. The series contains monographs, lecture notes and edited volumes in computational intelligence spanning the areas of neural networks, c onnectionist systems, genetic algorithms, evolutionary computation, artificial intelligence, cellular automata, self-organizing systems, soft computing, fuzzy systems, and hybrid intelligent systems. Of particular value to both the contributors and the readership are the short publication timeframe and the world-wide distribution, which enable both wide and rapid dissemination of research output. More information about this series at http://www.springer.com/series/7092 Kohei Arai · Supriya Kapoor · Rahul Bhatia Editors Intelligent Systems in Science and Information 2014 Extended and Selected Results from the Science and Information Conference 2014 1 3 Editors Kohei Arai Rahul Bhatia Graduate School of Science The Science and Information (SAI) and Engineering Organization Saga University London Saga UK Japan Supriya Kapoor The Science and Information (SAI) Organization London UK ISSN 1860-949X ISSN 1860-9503 (electronic) Studies in Computational Intelligence ISBN 978-3-319-14653-9 ISBN 978-3-319-14654-6 (eBook) DOI 10.1007/978-3-319-14654-6 Library of Congress Control Number: 2014960230 Springer Cham Heidelberg New York Dordrecht London © Springer International Publishing Switzerland 2015 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. 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. The publisher, the authors and the editors are safe to assume that the advice and information in this book are believed to be true and accurate at the date of publication. Neither the publisher nor the authors or the editors give a warranty, express or implied, with respect to the material contained herein or for any errors or omissions that may have been made. Printed on acid-free paper Springer International Publishing AG Switzerland is part of Springer Science+Business Media (www.springer.com) Preface The Science and Information (SAI) Organization (www.thesai.org) is an international professional organization dedicated to promoting research, technology, and develop- ment by providing multiple platforms for collaboration of professionals and researchers to share existing and generate new knowledge. Each year, SAI is responsible for organizing its annual conference, Science and Information Conference. The conference brings together some of the most devoted minds in the industry to share ideas and showcase achievements. These confer- ences are a place for researchers to promote and defend their work based on its merits. In addition to giving researchers a place to present their findings and data, these conferences are also used to help increase public engagement with science and community. The keynote talks are published on YouTube for the general popu- lous to view in order to gain understanding of some of the advancements that are taking place. SAI Conference 2014 was an overwhelming success, attracting 190 delegates, + speakers, and sponsors from 50 countries and provided great intellectual and social interaction for the participants. The inspiring keynote speeches and the state-of- the-art lectures have deeply motivated attendees and envisioned future research directions. The conference was held in London from August 27–29 in 2014. In this book, we have invited 25 of the main contributors to this conference in the domain of Intelligent Systems and Artificial Intelligence to expand on their presentations and represent their work as a book chapter. Selected papers were invited to extend and submit them for a complete new review process for consideration. The final deci- sion for the inclusion in the special issue has been strictly based on the outcome of the review process. The objective of the special issue is to make available recent results and report in-progress research in the field of computational intelligence. We hope the reader interested in the field will find this book stimulating, leading to even more contributions to the next conference. v vi Preface We take this opportunity to thank authors, presenters, participants, keynote speakers, session chairs, organizing committee members, student volunteers, program committee members, steering committee members, and people in other various roles for their very valuable activity performed with great dedication and competence, adapting to several innovative procedures and reacting swiftly. Kohei Arai Supriya Kapoor Rahul Bhatia Contents Computer Input by Human Eyes Only and It’s Applications ........... 1 Kohei Arai New Ideas for Brain Modelling 2 .................................. 23 Kieran Greer Neural-like Growing Networks the Artificial Intelligence Basic Structure ................................................ 41 Vitaliy Yashchenko Detection of Privilege Abuse in RBAC Administered Database ......... 57 Udai Pratap Rao and Nikhil Kumar Singh Learning-Based Leaf Image Recognition Frameworks ................ 77 Jou-Ken Hsiao, Li-Wei Kang, Ching-Long Chang and Chih-Yang Lin Massively Parallel Feature Selection Based on Ensemble of Filters and Multiple Robust Consensus Functions for Cancer Gene Identification ................................... 93 Anouar Boucheham and Mohamed Batouche Relationship Discovery and Navigation in Big Graphs ................ 109 Ján Mojžiš and Michal Laclavík A Fuzzy System for Three-Factor, Non-textual Authentication ......... 125 James Stockdale, Alex Vakaloudis, Juan Manuel Escaño, Jian Liang and Brian Cahill Efficient Graph-Based Volumetric Segmentation .................... 139 Dumitru Dan Burdescu, Marius Brezovan, Liana Stanescu and Cosmin Stoica Spahiu vii viii Contents A Hybrid Intelligent System in Cultural Intelligence ................. 163 Zhao Xin Wu and Li Zhou Semantic-Based Recommender System with Human Feeling Relevance Measure ............................................. 177 David Werner, Thomas Hassan, Aurelie Bertaux, Christophe Cruz and Nuno Silva Alignment of Time Series for Subsequence-to-Subsequence Time Series Matching ........................................... 193 Vineetha Bettaiah and Heggere S. Ranganath The Effects of Typing Demand on Emotional Stress, Mouse and Keystroke Behaviours ................................. 209 Yee Mei Lim, Aladdin Ayesh and Martin Stacey Friend Recommendation in a Social Bookmarking System: Design and Architecture Guidelines ............................... 227 Matteo Manca, Ludovico Boratto and Salvatore Carta Quantum Behaved Genetic Algorithm: Constraints-Handling and GPU Computing ........................................... 243 Amgad M. Mohammed, N.A. Elhefnawy, Mahmoud M. El-Sherbiny and Mohiy M. Hadhoud A Genetic Algorithm Approach for Optimizing a Single-Finger Arabic Keyboard Layout ........................................ 261 Nourah Alswaidan, Manar I. Hosny and Abir Benabid Najjar Dynamic Well Bottom-Hole Flowing Pressure Prediction Based on Radial Basis Neural Network .................................. 279 Paras Q. Memon, Suet-Peng Yong, William Pao and Jion Sean Pau Modeling Energy Consumption in a Educational Building: Comparative Study Between Linear Regression, Fuzzy Set Theory and Neural Networks ................................. 293 Henrique Pombeiro and Carlos Silva Delivering Faster Results Through Parallelisation and GPU Acceleration .......................................... 309 Matthew Newall, Violeta Holmes, Colin Venters and Paul Lunn Probabilistic Roadmaps and Hierarchical Genetic Algorithms for Optimal Motion Planning. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 321 Abdelhalim Lakhdari and Nouara Achour Contents ix Using Mouse and Keyboard Dynamics to Detect Cognitive Stress During Mental Arithmetic. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 335 Yee Mei Lim, Aladdin Ayesh and Martin Stacey Towards Using Games Theory to Detect New U2R Attacks ............ 351 Mokrane Kemiche and Rachid Beghdad Development and Evaluation of Virtual Reality Medical Training System for Anatomy Education ................................... 369 Jannat Falah, Vassilis Charissis, Soheeb Khan, Warren Chan, Salsabeel F.M. Alfalah and David K. Harrison Compression of ECG Signal Using Hybrid Technique ................ 385 K.S. Surekha and B.P. Patil Performance Analysis of MATLAB Parallel Computing Approaches to Implement Genetic Algorithm for Image Compression ............. 397 Omaima N. Ahmad AL-Allaf