Computational Intelligence in Healthcare 4: Advanced Methodologies PDF
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IsabelleBichindaritz,SachinVaidya,AshleshaJain,andLakhmiC.Jain(Eds.) ComputationalIntelligenceinHealthcare4 StudiesinComputationalIntelligence,Volume309 Editor-in-Chief Prof.JanuszKacprzyk SystemsResearchInstitute PolishAcademyofSciences ul.Newelska6 01-447Warsaw Poland E-mail:[email protected] Furthervolumesofthisseriescanbefoundonourhomepage: springer.com Vol.297.TaniaTronco(Ed.) NewNetworkArchitectures,2010 Vol.286.ZeevVolkovich,AlexanderBolshoy,ValeryKirzhner, ISBN978-3-642-13246-9 andZeevBarzily GenomeClustering,2010 Vol.298.AdamWierzbicki ISBN978-3-642-12951-3 TrustandFairnessinOpen,DistributedSystems,2010 ISBN978-3-642-13450-0 Vol.287.DanSchonfeld,CaifengShan,DachengTao,and LiangWang(Eds.) Vol.299.VassilSgurev,MinchoHadjiski,and VideoSearchandMining,2010 JanuszKacprzyk(Eds.) ISBN978-3-642-12899-8 IntelligentSystems:FromTheorytoPractice,2010 ISBN978-3-642-13427-2 Vol.288.I-HsienTing,Hui-JuWu,Tien-HwaHo(Eds.) MiningandAnalyzingSocialNetworks,2010 Vol.300.BaodingLiu(Ed.) 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Computational Intelligence in Healthcare 4 Advanced Methodologies 123 Prof.IsabelleBichindaritz Dr.AshleshaJain InstituteofTechnology/Computingand RoyalAdelaideHospital SoftwareSystems Adelaide,SouthAustralia UniversityofWashington,Tacoma Australia 1900CommerceStreet CampusBox358426 Prof.LakhmiC.Jain Tacoma,WA98402 SchoolofElectricalandInformation USA Engineering UniversityofSouthAustralia Dr.SachinVaidya SouthAustraliaSA5095 FlindersMedicalCentre Australia Adelaide,SouthAustralia E-mail:[email protected] Australia ISBN 978-3-642-14463-9 e-ISBN 978-3-642-14464-6 DOI 10.1007/978-3-642-14464-6 Studiesin Computational Intelligence ISSN1860-949X Library of Congress Control Number:2010930916 (cid:2)c 2010 Springer-Verlag Berlin Heidelberg This work is subject to copyright. All rights are reserved, whether the whole or part of the material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilm or in any other way, andstorageindatabanks.Duplicationofthispublicationorpartsthereofispermitted only under the provisions of the German Copyright Law of September 9, 1965, in its current version, and permission for use must always be obtained from Springer. Violations are liable to prosecution undertheGerman Copyright Law. Theuseofgeneral descriptivenames,registered names,trademarks,etc.inthispubli- cationdoesnotimply,evenintheabsenceofaspecificstatement,thatsuchnamesare exemptfromtherelevantprotectivelawsandregulationsandthereforefreeforgeneral use. Typeset&CoverDesign:ScientificPublishing Services Pvt. Ltd., Chennai, India. Printed on acid-free paper 9 8 7 6 5 4 3 2 1 springer.com Preface Computational Intelligence is comparatively a new field but it has made a tremendous progress in virtually every discipline right from engineering, science, business, man- agement, aviation to healthcare. Computational intelligence already has a solid track-record of applications to healthcare, of which this book is a continuation. We would like to refer the reader to the excellent previous volumes in this series on computational intelligence in health- care [1-3]. This book is aimed at providing the most recent advances and state of the art in the practical applications of computational intelligence paradigms in healthcare. It in- cludes nineteen chapters on using various computational intelligence methods in healthcare such as intelligent agents and case-based reasoning. A number of fielded applications and case studies are presented. Highlighted are in particular novel com- putational approaches to the semantic management of health information such as in the Web 2.0, mobile agents such as in portable devices, learning agents capable of adapting to diverse clinical settings through case-based reasoning, and statistical ap- proaches in computational intelligence. This book is targeted towards scientists, application engineers, professors, health professionals, professors, and students. Background information on computational intelligence has been provided whenever necessary to facilitate the comprehension of a broad audience including healthcare practitioners. We are grateful to the authors and reviewers for their contributions. Obviously, this book would not have existed without the excellent contributions of the authors or without the careful comments of the reviewers. Finally, the excellent editorial assis- tance by the Springer-Verlag is acknowledged. Isabelle Bichindaritz USA Sachin Vaidya Australia Ashlesha Jain Australia Lakhmi C. Jain Australia VI Preface References [1] H. Yoshida, A. Jain, A. Ichalkaranje, L.C. Jain and N. Ichalkaranje (Editors) Advanced Computational Intelligence Paradigms in Healthcare 1, Springer-Verlag, 2007. [2] S. Vaidya, L.C. Jain and H. Yoshida (Editors) Advanced Computational Intelligence Paradigms in Healthcare 2, Springer-Verlag, 2008 [3] M. Sardo, S. Vaidya and L.C. Jain (Editors) Advanced Computational Intelligence Para- digms in Healthcare 3, Springer-Verlag, 2008. Table of Contents Part I: Introduction Chapter 1: Advances in Computational Intelligence in Healthcare ...... 3 Isabelle Bichindaritz and Lakhmi C. Jain Part II: Artificial Agents in Healthcare Chapter 2: Clinical Semantics ..................................... 11 Jari Yli-Hietanen and Samuli Niiranen Chapter 3: Agent Technology and Healthcare: Possibilities, Challenges and Examples of Application ...................................... 25 David S´anchez, David Isern, and Antonio Moreno Chapter 4: Mobile Agents in Healthcare, a Distributed Intelligence Approach ....................................................... 49 Abraham Mart´ın-Campillo, Carles Mart´ınez-Garc´ıa, Jordi Cucurull, Ramon Mart´ı, Sergi Robles, and Joan Borrell Chapter 5:A JointBayesianFramework for MR BrainScan Tissue and Structure Segmentation Based on Distributed MarkovianAgents....... 81 Benoit Scherrer, Florence Forbes, Catherine Garbay, and Michel Dojat Chapter 6: The i-Walker: An Intelligent Pedestrian Mobility Aid ....... 103 C. Barru´e, R. Annicchiarico, U. Cort´es, A. Mart´ınez-Velasco, E.X. Mart´ın, F. Campana, and C. Caltagirone Part III: Case-Based Reasoning in Healthcare Chapter 7: Case-Based Reasoning in the Health Sciences: Foundations and Research Directions .......................................... 127 Isabelle Bichindaritz and Cindy Marling Chapter 8: Intelligent Signal Analysis Using Case-Based Reasoning for Decision Support in Stress Management ............................ 159 Shahina Begum, Mobyen Uddin Ahmed, Peter Funk, and Ning Xiong Chapter 9: Case-Based Reasoning in a Travel Medicine Application .... 191 Kerstin Bach, Meike Reichle, and Klaus-Dieter Althoff Chapter 10: Providing Case-Based Retrieval as a Decision Support Strategy in Time Dependent Medical Domains....................... 211 Stefania Montani VIII Table of Contents Chapter 11: Meta-learning for Image Processing Based on Case-Based Reasoning....................................................... 229 Anja Attig and Petra Perner Chapter 12: Explaining Medical Model Exceptions ................... 265 Rainer Schmidt and Olga Vorobieva Chapter 13: Computational Intelligence Techniques for Classificationin MicroarrayAnalysis.............................................. 289 Juan F. De Paz, Javier Bajo, Sara Rodr´ıguez, and Juan M. Corchado Part IV: Sample Applications and Case Studies Chapter 14: The Evolution of Healthcare Applications in the Web 2.0 Era 315 Iraklis Varlamis and Ioannis Apostolakis Chapter 15: Intelligent Adaptive Monitoring for Cardiac Surveillance ... 329 Ren´e Quiniou, Lucie Callens, Guy Carrault, Marie-Odile Cordier, Elisa Fromont, Philippe Mabo, and Fran¸cois Portet Chapter 16: Computational Intelligence in Cognitive Healthcare Information Systems ............................................. 347 Lidia Ogiela Chapter 17: An Advanced Probabilistic Framework for Assisting Screening Mammogram Interpretation .............................. 371 Marina Velikova, Nivea Ferreira, Maurice Samulski, Peter J.F. Lucas, and Nico Karssemeijer Chapter 18: Pattern Classification Techniques for Lung Cancer Diagnosis by an Electronic Nose ................................... 397 Rossella Blatt, Andrea Bonarini, and Matteo Matteucci Chapter19:APortableWirelessSolutionforBackPainTelemonitoring: A 3D-Based, Virtual Reality Approach ............................. 425 Fotios Spyridonis and Gheorghita Ghinea Author Index.................................................. 463 Part I Introduction Part II Artificial Agents in Healthcare
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