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Soft Computing in Data Science: 4th International Conference, SCDS 2018, Bangkok, Thailand, August 15-16, 2018, Proceedings PDF

414 Pages·2019·47.038 MB·English
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Preview Soft Computing in Data Science: 4th International Conference, SCDS 2018, Bangkok, Thailand, August 15-16, 2018, Proceedings

Bee Wah Yap · Azlinah Hj Mohamed Michael W. Berry (Eds.) Communications in Computer and Information Science 937 Soft Computing in Data Science 4th International Conference, SCDS 2018 Bangkok, Thailand, August 15–16, 2018 Proceedings 123 Communications in Computer and Information Science 937 Commenced Publication in 2007 Founding and Former Series Editors: Phoebe Chen, Alfredo Cuzzocrea, Xiaoyong Du, Orhun Kara, Ting Liu, Dominik Ślęzak, and Xiaokang Yang Editorial Board Simone Diniz Junqueira Barbosa Pontifical Catholic University of Rio de Janeiro (PUC-Rio), Rio de Janeiro, Brazil Joaquim Filipe Polytechnic Institute of Setúbal, Setúbal, Portugal Ashish Ghosh Indian Statistical Institute, Kolkata, India Igor Kotenko St. Petersburg Institute for Informatics and Automation of the Russian Academy of Sciences, St. Petersburg, Russia Krishna M. Sivalingam Indian Institute of Technology Madras, Chennai, India Takashi Washio Osaka University, Osaka, Japan Junsong Yuan University at Buffalo, The State University of New York, Buffalo, USA Lizhu Zhou Tsinghua University, Beijing, China More information about this series at http://www.springer.com/series/7899 Bee Wah Yap Azlinah Hj Mohamed (cid:129) Michael W. Berry (Eds.) Soft Computing in Data Science 4th International Conference, SCDS 2018 – Bangkok, Thailand, August 15 16, 2018 Proceedings 123 Editors BeeWah Yap Michael W.Berry Faculty of Computer andMathematical Department ofElectrical Engineering Sciences andComputer Science Universiti TeknologiMARA University of Tennessee at Knoxville ShahAlam, Selangor, Malaysia Knoxville, TN,USA Azlinah HjMohamed Faculty of Computer andMathematical Sciences Universiti TeknologiMARA ShahAlam, Selangor, Malaysia ISSN 1865-0929 ISSN 1865-0937 (electronic) Communications inComputer andInformationScience ISBN 978-981-13-3440-5 ISBN978-981-13-3441-2 (eBook) https://doi.org/10.1007/978-981-13-3441-2 LibraryofCongressControlNumber:2018962152 ©SpringerNatureSingaporePteLtd.2019 Thisworkissubjecttocopyright.AllrightsarereservedbythePublisher,whetherthewholeorpartofthe 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 storageandretrieval,electronicadaptation,computersoftware,orbysimilarordissimilarmethodologynow knownorhereafterdeveloped. Theuseofgeneraldescriptivenames,registerednames,trademarks,servicemarks,etc.inthispublication doesnotimply,evenintheabsenceofaspecificstatement,thatsuchnamesareexemptfromtherelevant protectivelawsandregulationsandthereforefreeforgeneraluse. Thepublisher,theauthors,andtheeditorsaresafetoassumethattheadviceandinformationinthisbookare believedtobetrueandaccurateatthedateofpublication.Neitherthepublishernortheauthorsortheeditors give a warranty, express or implied, with respect to the material contained herein or for any errors or omissionsthatmayhavebeenmade.Thepublisherremainsneutralwithregardtojurisdictionalclaimsin publishedmapsandinstitutionalaffiliations. ThisSpringerimprintispublishedbytheregisteredcompanySpringerNatureSingaporePteLtd. Theregisteredcompanyaddressis:152BeachRoad,#21-01/04GatewayEast,Singapore189721, Singapore Preface We are pleased to present the proceeding of the 4th International Conference on Soft Computing in Data Science 2018 (SCDS 2018). SCDS 2018 was held in Chula- longkorn University, in Bangkok, Thailand, during August 15–16, 2018. The theme of the conference was “Science in Analytics: Harnessing Data and Simplifying Solu- tions.” SCDS 2018 aimed to provide a platform for highlighting the challenges faced by organizations to harness their enormous data, and for putting forward the avail- ability of advanced technologies and techniques for big data analytics (BDA). SCDS 2018 provided a platform for discussions on innovative methods and also addressed challenges, problems, and issues in harnessing data to provide useful insights, which results in more impactful decisions and solutions. The role of data science and analytics is significantly increasing in every field from engineering to life sciences, and with advanced computer algorithms, solutions for complex real-life problemscanbesimplified.Fortheadvancementofsocietyinthetwenty-firstcentury, thereisaneedtotransferknowledgeandtechnologytoindustrialapplicationstosolve real-world problems that benefit the global community. Research collaborations between academia and industry can lead to the advancement of useful analytics and computing applications to facilitate real-time insights and solutions. We were delighted to collaborate with the esteemed Chulalongkorn University this year, and this increased the submissions from a diverse group of national and inter- national researchers. We received 75 paper submissions, among which 30 were accepted. SCDS 2018 utilized a double-blind review procedure. All accepted sub- missions were assigned to at least three independent reviewers (at least one interna- tional reviewer) in order to ensure a rigorous, thorough, and convincing evaluation process.Atotalof36internationaland65localreviewerswereinvolvedinthereview process. The conference proceeding volume editors and Springer’s CCIS Editorial Board made the final decisions on acceptance with 30 of the 75 submisssions (40%) published in the conference proceedings. Machine learning using LDA (Latent Dirichlet Allocation) was used on the abstracts to define the track sessions. WewouldliketothanktheauthorswhosubmittedmanuscriptstoSCDS2018.We thank the reviewers for voluntarily spending time to review the papers. We thank all conference committee members for their tremendous time, ideas, and efforts in ensuringthesuccessofSCDS2018.WealsowishtothanktheSpringerCCISEditorial Board and the various organizations and sponsors for their continuous support. We sincerelyhopethatSCDS2018providedavenueforknowledgesharing,publicationof good research findings, and new research collaborations. Last but not least, we hope VI Preface everyone benefited from the keynote and parallel sessions, and had an enjoyable and memorable experience at SCDS 2018 in Bangkok, Thailand. August 2018 Bee Wah Yap Azlinah Hj. Mohamed Michael W. Berry Organization Patron Hassan Said Universiti Teknologi MARA, Malaysia (Vice-chancellor) Honorary Chairs Azlinah Mohamed Universiti Teknologi MARA, Malaysia Kritsana Neammanee Chulalongkorn University, Thailand Michael W. Berry University of Tennessee, USA Yasmin Mahmood Malaysia Digital Economy Corporation, Malaysia Fazel Famili University of Ottawa, Canada Mario Koppen Kyushu Institute of Technology, Japan Conference Chairs Yap Bee Wah Universiti Teknologi MARA, Malaysia Chidchanok Lursinsap Chulalongkorn University, Thailand Secretary Siti Shaliza Mohd Khairy Universiti Teknologi MARA, Malaysia Secretariat Shahrul Aina Abu Bakar Universiti Teknologi MARA, Malaysia Amirahudin Jamaludin Universiti Teknologi MARA, Malaysia Norkhalidah Mohd Aini Universiti Teknologi MARA, Malaysia Finance Committee Sharifah Aliman (Chair) Universiti Teknologi MARA, Malaysia Nur Huda Nabihan Shaari Universiti Teknologi MARA, Malaysia Azizah Samsudin Universiti Teknologi MARA, Malaysia Technical Program Committee Dhiya Al-Jumeily Liverpool John Moores University, UK Marina Yusoff (Chair) Universiti Teknologi MARA, Malaysia Muthukkaruppan Universiti Teknologi MARA, Malaysia Annamalai VIII Organization Peraphon Sophatsathit Chulalongkorn University, Thailand Maryam Khanian Universiti Teknologi MARA, Malaysia Registration Committee Monnat Pongpanich (Chair) Chulalongkorn University, Thailand Somjai Boonsiri Chulalongkorn University, Thailand Athipat Thamrongthanyalak Chulalongkorn University, Thailand Darunee Sawangdee Chulalongkorn University, Thailand Azlin Ahmad Universiti Teknologi MARA, Malaysia Ezzatul Akmal Kamaru Universiti Teknologi MARA, Malaysia Zaman Nur Aziean Mohd Idris Universiti Teknologi MARA, Malaysia Sponsorship Committee Nuru’l-‘Izzah Othman Universiti Teknologi MARA, Malaysia (Chair) Haryani Haron Universiti Teknologi MARA, Malaysia Norhayati Shuja’ Jabatan Perangkaan Malaysia Saiful Farik Mat Yatin Universiti Teknologi MARA, Malaysia Vasana Sukkrasanti Chulalongkorn University, Thailand Sasipa Panthuwadeethorn Chulalongkorn University, Thailand Publication Committee (Program Book) Nur Atiqah Sia Abdullah Universiti Teknologi MARA, Malaysia (Chair) Marshima Mohd Rosli Universiti Teknologi MARA, Malaysia Zainura Idrus Universiti Teknologi MARA, Malaysia Muhamad Khairil Rosli Universiti Teknologi MARA, Malaysia Thap Panitanarak Chulalongkorn University, Thailand Dittaya Wanvarie Chulalongkorn University, Thailand Website Committee Mohamad Asyraf Abdul Universiti Teknologi MARA, Malaysia Latif Muhamad Ridwan Mansor Universiti Teknologi MARA, Malaysia Publicity and Corporate Committee Azlin Ahmad (Chair) Universiti Teknologi MARA, Malaysia Ezzatul Akmal Kamaru Universiti Teknologi MARA, Malaysia Zaman Nur Aziean Mohd Idris Universiti Teknologi MARA, Malaysia Organization IX Chew XinYing Universiti Sains Malaysia Saranya Maneeroj Chulalongkorn University, Thailand Suphakant Phimoltares Chulalongkorn University, Thailand Jaruloj Chongstitvatana Chulalongkorn University, Thailand Arthorn Luangsodsai Chulalongkorn University, Thailand Pakawan Pugsee Chulalongkorn University, Thailand Media/Photography/Montage Committee Marina Ismail (Chair) Universiti Teknologi MARA, Malaysia Norizan Mat Diah Universiti Teknologi MARA, Malaysia Sahifulhamri Sahdi Universiti Teknologi MARA, Malaysia Nagul Cooharojananone Chulalongkorn University, Thailand Boonyarit Intiyot Chulalongkorn University, Thailand Chatchawit Aporntewan Chulalongkorn University, Thailand Logistics Committee Hamdan Abdul Maad Universiti Teknologi MARA, Malaysia (Chair) Abdul Jamal Mat Nasir Universiti Teknologi MARA, Malaysia Ratinan Boonklurb Chulalongkorn University, Thailand Monnat Pongpanich Chulalongkorn University, Thailand Sajee Pianskool Chulalongkorn University, Thailand Arporntip Sombatboriboon Chulalongkorn University, Thailand Conference Workshop Committee Norhaslinda Kamaruddin Universiti Teknologi MARA, Malaysia (Chair) Saidatul Rahah Hamidi Universiti Teknologi MARA, Malaysia Sayang Mohd Deni Universiti Teknologi MARA, Malaysia Norshahida Shaadan Universiti Teknologi MARA, Malaysia Khairul Anuar Mohd Isa Universiti Teknologi MARA, Malaysia Richard Millham Durban University of Technology, South Africa Simon Fong University of Macau, SAR China Jaruloj Chongstitvatana Chulalongkorn University, Thailand Chatchawit Aporntewan Chulalongkorn University, Thailand International Scientific Committee Adel Al-Jumaily University of Technology Sydney, Australia Chidchanok Lursinsap Chulalongkorn University, Thailand Rajalida Lipikorn Chulalongkorn University, Thailand Siti Zaleha Zainal Abidin Universiti Teknologi MARA, Malaysia Agus Harjoko Universitas Gadjah Mada, Indonesia

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