Case Studies in Intelligent Computing: Achievements and Trends PDF
Preview Case Studies in Intelligent Computing: Achievements and Trends
Information Technology / Intelligent Systems I I Case Studies in s s r s Although the field of intelligent systems has grown rapidly in recent years, there has been a a r c a need for a book that supplies a timely and accessible understanding of this important Intelligent Computing technology. Filling this need, Case Studies in Intelligent Computing: Achievements and Trends provides an up-to-date introduction to intelligent systems. C a This edited book captures the state of the art in intelligent computing research through s case studies that examine recent developments, developmental tools, programming, and Achievements and Trends e approaches related to artificial intelligence (AI). The case studies illustrate successful machine learning and AI-based applications across various industries, including S t • A noninvasive and instant disease detection technique based upon machine u vision through the image scanning of the eyes of subjects with conjunctivitis d and jaundice i e • Semantic orientation-based approaches for sentiment analysis s • An efficient and autonomous method for distinguishing application protocols through the use of a dynamic protocol classification system i n • Nonwavelet and wavelet image denoising methods using fuzzy logic • Using remote sensing inputs based on swarm intelligence for strategic I n decision making in modern warfare t • Rainfall runoff modeling using a wavelet-based artificial neural network e (WANN) model l l i Illustrating the challenges currently facing practitioners, the book presents powerful g solutions recently proposed by leading researchers. The examination of the various case e studies will help you develop the practical understanding required to participate in the n advancement of intelligent computing applications. t The book will help budding researchers understand how and where intelligent computing C can be applied. It will also help more established researchers update their skills and fine- o tune their approach to intelligent computing. m p u t i n 6000 Broken Sound Parkway, NW K21539 g Edited by Biju Issac and Nauman Israr Suite 300, Boca Raton, FL 33487 ISBN: 978-1-4822-0703-3 711 Third Avenue 90000 New York, NY 10017 an informa business 2 Park Square, Milton Park www.crcpress.com Abingdon, Oxon OX14 4RN, UK 9 781482 207033 www.auerbach-publications.com K21539 cvr mech.indd 1 7/24/14 11:19 AM Case Studies in Intelligent Computing Achievements and Trends OTHER INFORMATION SECURITY BOOKS FROM AUERBACH Advances in Biometrics for Secure Human Intrusion Detection Networks: Case Studies in Authentication and Recognition A Key to Collaborative Security Dakshina Ranjan Kisku, Phalguni Gupta, Carol Fung and Raouf Boutaba and Jamuna Kanta Sing (Editors) ISBN 978-1-4665-6412-1 ISBN 978-1-4665-8242-2 Iris Biometric Model for Secured Anonymous Communication Networks: Intelligent Computing Network Access Protecting Privacy on the Web Franjieh El Khoury Kun Peng ISBN 978-1-4398-8157-6 ISBN 978-1-4665-0213-0 Automatic Defense Against Zero-day Managing Risk and Security in Outsourcing Polymorphic Worms in Communication IT Services: Onshore, Offshore and the Cloud Networks Frank Siepmann Mohssen Mohammed and Al-Sakib Khan Pathan ISBN 978-1-4398-7909-2 ISBN 978-1-4665-5727-7 PCI Compliance: The Definitive Guide Conflict and Cooperation in Cyberspace: Achievements and Trends Abhay Bhargav The Challenge to National Security ISBN 978-1-4398-8740-0 Panayotis A. Yannakogeorgos and Adam B. Lowther ISBN 978-1-4665-9201-8 Responsive Security: Be Ready to Be Secure Conducting Network Penetration and Meng-Chow Kang Espionage in a Global Environment ISBN 978-1-4665-8430-3 Bruce Middleton Security and Privacy in Smart Grids ISBN 978-1-4822-0647-0 Yang Xiao Core Software Security: ISBN 978-1-4398-7783-8 Security at the Source Security for Service Oriented Architectures James Ransome and Anmol Misra ISBN 978-1-4665-6095-6 Walter Williams ISBN 978-1-4665-8402-0 Data Governance: Creating Value from Information Assets Security without Obscurity: A Guide to Neera Bhansali Confidentiality, Authentication, and Integrity ISBN 978-1-4398-7913-9 J.J. Stapleton Developing and Securing the Cloud ISBN 978-1-4665-9214-8 Bhavani Thuraisingham Edited by Biju Issac and Nauman Israr The Complete Book of Data Anonymization: ISBN 978-1-4398-6291-9 From Planning to Implementation Effective Surveillance for Homeland Security: Balaji Raghunathan Balancing Technology and Social Issues ISBN 978-1-4398-7730-2 Francesco Flammini, Roberto Setola, and Giorgio Franceschetti The Frugal CISO: Using Innovation and ISBN 978-1-4398-8324-2 Smart Approaches to Maximize Your Enterprise Architecture and Information Security Posture Assurance: Developing a Secure Foundation Kerry Ann Anderson James A. Scholz ISBN 978-1-4822-2007-0 ISBN 978-1-4398-4159-4 The State of the Art in Intrusion Prevention Information Security Fundamentals, and Detection Second Edition Al-Sakib Khan Pathan Thomas R. Peltier ISBN 978-1-4822-0351-6 ISBN 978-1-4398-1062-0 Trade Secret Theft, Industrial Espionage, Intrusion Detection in Wireless Ad-Hoc Networks and the China Threat Nabendu Chaki and Rituparna Chakiv Carl Roper ISBN 978-1-4665-1565-9 ISBN 978-1-4398-9938-0 AUERBACH PUBLICATIONS www.auerbach-publications.com • To Order Call: 1-800-272-7737 • E-mail: [email protected] Case Studies in Intelligent Computing Achievements and Trends Edited by Biju Issac and Nauman Israr MATLAB® is a trademark of The MathWorks, Inc. and is used with permission. The MathWorks does not warrant the accuracy of the text or exercises in this book. This book’s use or discussion of MATLAB® software or related products does not constitute endorsement or sponsorship by The MathWorks of a particular pedagogical approach or particular use of the MATLAB® software. CRC Press Taylor & Francis Group 6000 Broken Sound Parkway NW, Suite 300 Boca Raton, FL 33487-2742 © 2015 by Taylor & Francis Group, LLC CRC Press is an imprint of Taylor & Francis Group, an Informa business No claim to original U.S. Government works Version Date: 20140508 International Standard Book Number-13: 978-1-4822-0704-0 (eBook - PDF) This book contains information obtained from authentic and highly regarded sources. Reasonable efforts have been made to publish reliable data and information, but the author and publisher cannot assume responsibility for the valid- ity of all materials or the consequences of their use. The authors and publishers have attempted to trace the copyright holders of all material reproduced in this publication and apologize to copyright holders if permission to publish in this form has not been obtained. If any copyright material has not been acknowledged please write and let us know so we may rectify in any future reprint. 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Visit the Taylor & Francis Web site at http://www.taylorandfrancis.com and the CRC Press Web site at http://www.crcpress.com Contents Preface .......................................................................................................................................ix Editors ....................................................................................................................................xiii Contributors .............................................................................................................................xv 1 Survey of Intelligent Computing ..................................................................................1 KURUVILLA MATHEW AND BIJU ISSAC 2 Intelligent Machine Vision Technique for Disease Detection through Eye Scanning.....................................................................................................................17 AMIT LADDI AND AMOD KUMAR 3 Laser Promotes Proliferation of Stem Cells: A Comprehensive Case Study Consolidated by Intelligent Agent–Based Model Predictions ....................................31 AYA SEDKY ADLY, MOHAMED HASSAN HAGGAG, AND MOSTAFA-SAMI M. MOSTAFA 4 Semantic Orientation–Based Approaches for Sentiment Analysis .............................61 BASANT AGARWAL, NAMITA MITTAL, AND VIJAY KUMAR SHARMA 5 Rough Set on Two Universal Sets and Knowledge Representation ............................79 DEBI P. ACHARJYA 6 Automating Network Protocol Identification ..........................................................109 RYAN G. GOSS AND GEOFF S. NITSCHKE 7 Intelligent and Non-Intelligent Approaches in Image Denoising: A Comparative Study ........................................................................................................................125 MANTOSH BISWAS AND HARI OM 8 Fuzzy Relevance Vector Machines with Application to Surface Electromyographic Signal Classification ..................................................................161 HONG-BO XIE, HU HUANG, AND SOCRATES DOKOS 9 Intelligent Remote Operating System Detection......................................................177 JOÃO P. SOUZA MEDEIROS, JOÃO B. BORGES NETO, GUTTO S. DANTAS QUEIROZ, AND PAULO S. MOTTA PIRES v vi ◾ Contents 10 An Automated Surveillance System for Public Places ..............................................197 KUMAR S. RAY, DEBAYAN GANGULY, AND KINGSHUK CHATTERJEE 11 Nature-Inspired Intelligence: A Modern Tool for Warfare Strategic Decision Making .....................................................................................................................227 LAVIKA GOEL 12 High-Utility Patterns Discovery in Data Mining: A Case Study .............................247 CHIRANJEEVI MANIKE AND HARI OM 13 Bag of Riemannian Words for Virus Classification .................................................271 MASOUD FARAKI AND MEHRTASH HARANDI 14 Normalized Ordinal Distance: A Performance Metric for Ordinal, Probabilistic-Ordinal, or Partial-Ordinal Classification Problems .........................285 MOHAMMAD HASAN BAHARI AND HUGO VAN HAMME 15 Predictive Data Mining for Oral Cancer Treatment ................................................303 NEHA SHARMA AND HARI OM 16 Human Identification Using Individual Dental Radiograph Records .....................329 OMAIMA NOMIR AND MOHAMED ABDEL-MOTTALEB 17 A Novel Hybrid Bayesian-Based Reasoning: Multinomial Logistic Regression Classification and Regression Tree for Medical Knowledge-Based Systems and Knowledge-Based Systems .......................................................................................363 PATCHARAPORN PAOKANTA 18 Application of Backpropagation Neural Networks in Calculation of Robot Kinematics ................................................................................................................379 R. R. SRIKANT AND CH. SRINIVASA RAO 19 Conceptual Modeling of Networked Organizations: The Case of Aum Shinrikyo .............................................................................................................391 SAAD ALQITHAMI, JENNIFER HAEGELE, AND HENRY HEXMOOR 20 Energy-Efficient Wireless Sensor Networks Using Learning Techniques ...............407 SUMIT TOKLE, SHAMANTHA RAI BELLIPADY, RAJEEV RANJAN, AND SHIRSHU VARMA 21 Knowledge on Routing Nodes in MANET: A Soft Computing Approach ..............427 SENTHILKUMAR K AND ARUNKUMAR THANGAVELU 22 Implication of Feature Extraction Methods to Improve Performance of Hybrid Wavelet-ANN Rainfall–Runoff Model .....................................................................457 VAHID NOURANI, TOHID REZAPOUR KHANGHAH, AND AIDA HOSSEINI BAGHANAM 23 Artificial Intelligence: A Tool for Better Understanding Complex Problems in Long-Term Care ........................................................................................................499 VIJAY K. MAGO, RYAN WOOLRYCH, VAHID DABBAGHIAN, AND ANDREW SIXSMITH Contents ◾ vii 24 Combining Feature Selection and Data Classification Using Ensemble Approaches: Application to Cancer Diagnosis and Credit Scoring ..........................517 AFEF BEN BRAHIM, WAAD BOUAGUEL, AND MOHAMED LIMAM 25 Intelligent Grade Estimation Technique for Indian Black Tea ................................535 AMIT LADDI AND NEELAM RUP PRAKASH
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