Advances in Computational Intelligence Systems: Contributions Presented at the 18th UK Workshop on Computational Intelligence, September 5-7, 2018, Nottingham, UK PDF
Preview Advances in Computational Intelligence Systems: Contributions Presented at the 18th UK Workshop on Computational Intelligence, September 5-7, 2018, Nottingham, UK
Advances in Intelligent Systems and Computing 840 Ahmad Lotfi · Hamid Bouchachia Alexander Gegov Caroline Langensiepen Editors Martin McGinnity Advances in Computational Intelligence Systems Contributions Presented at the 18th UK Workshop on Computational Intelligence, September 5–7, 2018, Nottingham, UK Advances in Intelligent Systems and Computing Volume 840 Series editor Janusz Kacprzyk, Polish Academy of Sciences, Warsaw, Poland e-mail: [email protected] The series “Advances in Intelligent Systems and Computing” contains publications on theory, applications, and design methods of Intelligent Systems and Intelligent Computing. Virtually all disciplines such as engineering, natural sciences, computer and information science, ICT, economics, business,e-commerce,environment,healthcare,lifesciencearecovered.Thelistoftopicsspansallthe areasofmodernintelligentsystemsandcomputingsuchas:computationalintelligence,softcomputing includingneuralnetworks,fuzzysystems,evolutionarycomputingandthefusionoftheseparadigms, social intelligence, ambient intelligence, computational neuroscience, artificial life, virtual worlds and society, cognitive science and systems, Perception and Vision, DNA and immune based systems, self-organizing and adaptive systems, e-Learning and teaching, human-centered and human-centric computing, recommender systems, intelligent control, robotics and mechatronics including human-machine teaming,knowledge-based paradigms,learning paradigms,machineethics,intelligent data analysis, knowledge management, intelligent agents, intelligent decision making and support, intelligentnetworksecurity,trustmanagement,interactiveentertainment,Webintelligenceandmultimedia. Thepublicationswithin“AdvancesinIntelligentSystemsandComputing”areprimarilyproceedings ofimportantconferences,symposiaandcongresses.Theycoversignificantrecentdevelopmentsinthe field,bothofafoundationalandapplicablecharacter.Animportantcharacteristicfeatureoftheseriesis theshortpublicationtimeandworld-widedistribution.Thispermitsarapidandbroaddisseminationof researchresults. AdvisoryBoard Chairman NikhilR.Pal,IndianStatisticalInstitute,Kolkata,India e-mail:[email protected] Members RafaelBelloPerez,UniversidadCentral“MartaAbreu”deLasVillas,SantaClara,Cuba e-mail:[email protected] EmilioS.Corchado,UniversityofSalamanca,Salamanca,Spain e-mail:[email protected] HaniHagras,UniversityofEssex,Colchester,UK e-mail:[email protected] LászlóT.Kóczy,SzéchenyiIstvánUniversity,Győr,Hungary e-mail:[email protected] VladikKreinovich,UniversityofTexasatElPaso,ElPaso,USA e-mail:[email protected] Chin-TengLin,NationalChiaoTungUniversity,Hsinchu,Taiwan e-mail:[email protected] JieLu,UniversityofTechnology,Sydney,Australia e-mail:[email protected] PatriciaMelin,TijuanaInstituteofTechnology,Tijuana,Mexico e-mail:[email protected] NadiaNedjah,StateUniversityofRiodeJaneiro,RiodeJaneiro,Brazil e-mail:[email protected] NgocThanhNguyen,WroclawUniversityofTechnology,Wroclaw,Poland e-mail:[email protected] JunWang,TheChineseUniversityofHongKong,Shatin,HongKong e-mail:[email protected] Moreinformationaboutthisseriesathttp://www.springer.com/series/11156 fi Ahmad Lot Hamid Bouchachia (cid:129) Alexander Gegov Caroline Langensiepen (cid:129) Martin McGinnity Editors Advances in Computational Intelligence Systems Contributions Presented at the 18th UK Workshop on Computational Intelligence, – September 5 7, 2018, Nottingham, UK 123 Editors Ahmad Lotfi Caroline Langensiepen Schoolof Science andTechnology Schoolof Science andTechnology Nottingham Trent University Nottingham Trent University Nottingham, UK Nottingham, UK HamidBouchachia Martin McGinnity Faculty of Science andTechnology Collegeof Science andTechnology BournemouthUniversity Nottingham Trent University Poole, Dorset Nottingham, UK UK Alexander Gegov Schoolof Computing University of Portsmouth Portsmouth,Hampshire UK ISSN 2194-5357 ISSN 2194-5365 (electronic) Advances in Intelligent Systems andComputing ISBN978-3-319-97981-6 ISBN978-3-319-97982-3 (eBook) https://doi.org/10.1007/978-3-319-97982-3 LibraryofCongressControlNumber:2018950434 ©SpringerNatureSwitzerlandAG2019 Thisworkissubjecttocopyright.AllrightsarereservedbythePublisher,whetherthewholeorpart 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 orinformationstorageandretrieval,electronicadaptation,computersoftware,orbysimilarordissimilar methodologynowknownorhereafterdeveloped. The use of general descriptive names, registered names, trademarks, service marks, etc. in this publicationdoesnotimply,evenintheabsenceofaspecificstatement,thatsuchnamesareexemptfrom therelevantprotectivelawsandregulationsandthereforefreeforgeneraluse. 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 authorsortheeditorsgiveawarranty,expressorimplied,withrespecttothematerialcontainedhereinor for any errors or omissions that may have been made. The publisher remains neutral with regard to jurisdictionalclaimsinpublishedmapsandinstitutionalaffiliations. ThisSpringerimprintispublishedbytheregisteredcompanySpringerNatureSwitzerlandAG Theregisteredcompanyaddressis:Gewerbestrasse11,6330Cham,Switzerland Preface This volume contains the papers presented at the 18th UK Workshop on Computational Intelligence (UKCI 2018) which was held in Nottingham, UK, on 5–7 September 2018.UKCIhas beenthe premier UK event for presentingleading research on all aspects on computational intelligence since 2001. The overall objectiveofUKCIistoprovideaforumfortheacademiccommunityandindustry to share and exchange recent ideas about the theoretical and practical aspects of computational intelligence techniques. Computational intelligence is a rapidly expanding research field, attracting a large number of scientists, engineers and practitioners working in areas such as fuzzy systems, neural networks, evolutionary computation, evolving systems and machine learning. A growing number of companies are employing computational intelligence techniques to improve previous solutions and to deal with new prob- lems. These include evolving systems that allow high performance in spite of changes which are either external or internal to the system, thereby increasing the reusability of developed systems. This also includes smart, intelligent and auton- omous systems, self-learning, self-adapting, self-calibrating and self-tuning. UKCI2018hasattracted41submissions,onareassuchasfuzzysystems,neural networks, evolutionary computation, clustering and classification, machine learn- ing, data mining, cognition and robotics, and deep learning. Each paper was reviewed by at least three members of the programme committee and additional reviewers. Based on their recommendations, 32 papers have been accepted for publication in this volume and presentation during the workshop. The presented papers in this volume are organised into five parts: (1) Search and Optimisation, (2)ModellingandRepresentation,(3)LearningandAdaptation,(4)Clusteringand Regression and (5) Analysis and Detection. While organised primarily as a national event, UKCI 2018 has attracted papers and participants from other countries including Japan, India, Italy, Switzerland, PortugalandMalaysia.TheUKCI2018programmefeaturedkeynotetalksbythree established researchers in the field of computational intelligence—Prof. Plamen Angelov, Prof. Jon Garibaldi and Prof. Qiang Shen. v vi Preface Finally, we would like to thank everyone who contributed to the success of UKCI 2018 and publication of this volume. Our special thanks to the members of the programme and organising committees, additional reviewers, the keynote speakers,theauthorsandthepresentersofpapers.Wearealsogratefulforsupport received from Nottingham Trent University to host the event and for help and support received from Springer to prepare this volume. Ahmad Lotfi Hamid Bouchachia Alexander Gegov Caroline Langensiepen Martin McGinnity Organization Programme Committee Giovanni Acampora University of Naples Federico II, Italy Peter Andras Keele University, UK Plamen Angelov Lancaster University, UK Atta Badi University of Reading, UK Abdelhamid Bouchachia Bournemouth University, UK Fei Chao Xiamen University, China Tianhua Chen University of Huddersfield, UK George Coghill University of Aberdeen, UK Sonya Coleman Ulster University, UK Simon Coupland De Montfort University, UK Keeley Crockett Manchester Metropolitan University, UK Jon Garibaldi University of Nottingham, UK Alexander Gegov University of Portsmouth, UK Hani Hagras University of Essex, UK Hongnmei He Cranfield University, UK Chris Hide Loughborough University, UK Xia Hong University of Reading, UK Thomas Jansen Aberystwyth University, UK Robert John University of Nottingham, UK Dermot Kerr Ulster University, UK Ahmed Kheiri Lancaster University, UK Caroline Langensiepen Nottingham Trent University, UK Miqing Li University of Birmingham, UK Ahmad Lotfi Nottingham Trent University, UK Trevor Martin University of Bristol, UK Martin McGinnity Nottingham Trent University, UK Daniel Neagu University of Bradford, UK George Panoutsos The University of Sheffield, UK vii viii Organization Amir Pourabdollah Nottingham Trent University, UK Girijesh Prasad Ulster University, UK Chris Price Aberystwyth University, UK Shahin Rostami Bournemouth University, UK Steven Schockaert Cardiff University, UK Qiang Shen Aberystwyth University, UK Longzhi Yang Northumbria University, UK Shengxiang Yang De Montfort University, UK Shufan Yang University of Glasgow, UK Yingjie Yang De Montfort University, UK Additional Reviewers Georgina Cosma Nottingham Trent University, UK Omprakash Kaiwartya Nottingham Trent University, UK Pedro Machado Nottingham Trent University, UK Mufti Mahmud Nottingham Trent University, UK Aboozar Taherkhani Nottingham Trent University, UK Contents Search and Optimisation On the Integrity of Performance Comparison for Evolutionary Multi-objective Optimisation Algorithms . . . . . . . . . . . . . . . . . . . . . . . . 3 Kevin Wilson and Shahin Rostami The Influence of Age Assignments on the Performance of Immune Algorithms. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 16 Alessandro Vitale, Antonino Di Stefano, Vincenzo Cutello, and Mario Pavone Evolutionary Constraint in Artificial Gene Regulatory Networks. . . . . . 29 Alexander P. Turner, George Lacey, Annika Schoene, and Nina Dethlefs Exploiting Tournament Selection for Efficient Parallel Genetic Programming . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 41 Darren M. Chitty Modelling and Representation Solving Partial Differential Equations with Bernstein Neural Networks . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 57 Sina Razvarz, Raheleh Jafari, and Alexander Gegov Daily Energy Price Forecasting Using a Polynomial NARMAX Model . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 71 Catherine McHugh, Sonya Coleman, Dermot Kerr, and Daniel McGlynn Model Selection in Online Learning for Times Series Forecasting . . . . . 83 Waqas Jamil and Abdelhamid Bouchachia Fuzzy Modeling for Uncertain Nonlinear Systems Using Fuzzy Equations and Z-Numbers . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 96 Raheleh Jafari, Sina Razvarz, Alexander Gegov, and Satyam Paul ix
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