Soft Computing in Data Science: Third International Conference, SCDS 2017, Yogyakarta, Indonesia, November 27–28, 2017, Proceedings PDF
Preview Soft Computing in Data Science: Third International Conference, SCDS 2017, Yogyakarta, Indonesia, November 27–28, 2017, Proceedings
Azlinah Mohamed Michael W. Berry Bee Wah Yap (Eds.) Communications in Computer and Information Science 788 Soft Computing in Data Science Third International Conference, SCDS 2017 Yogyakarta, Indonesia, November 27–28, 2017 Proceedings 123 Communications in Computer and Information Science 788 Commenced Publication in 2007 Founding and Former Series Editors: 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 Phoebe Chen La Trobe University, Melbourne, Australia Joaquim Filipe Polytechnic Institute of Setúbal, Setúbal, Portugal 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 Nanyang Technological University, Singapore, Singapore Lizhu Zhou Tsinghua University, Beijing, China More information about this series at http://www.springer.com/series/7899 Azlinah Mohamed Michael W. Berry (cid:129) Bee Wah Yap (Eds.) Soft Computing in Data Science Third International Conference, SCDS 2017 – Yogyakarta, Indonesia, November 27 28, 2017 Proceedings 123 Editors Azlinah Mohamed BeeWah Yap Universiti TeknologiMARA Universiti TeknologiMARA ShahAlam, Selangor ShahAlam, Selangor Malaysia Malaysia Michael W.Berry University of Tennessee at Knoxville Knoxville, TN USA ISSN 1865-0929 ISSN 1865-0937 (electronic) Communications in Computer andInformation Science ISBN 978-981-10-7241-3 ISBN978-981-10-7242-0 (eBook) https://doi.org/10.1007/978-981-10-7242-0 LibraryofCongressControlNumber:2017959596 ©SpringerNatureSingaporePteLtd.2017 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,theauthorsandtheeditorsaresafetoassumethattheadviceandinformationinthisbookare believedtobetrueandaccurateatthedateofpublication.Neitherthepublishernortheauthorsortheeditors give a warranty, express or implied, with respect to the material contained herein or for any errors or omissionsthatmayhavebeenmade.Thepublisherremainsneutralwithregardtojurisdictionalclaimsin publishedmapsandinstitutionalaffiliations. Printedonacid-freepaper ThisSpringerimprintispublishedbySpringerNature TheregisteredcompanyisSpringerNatureSingaporePteLtd. Theregisteredcompanyaddressis:152BeachRoad,#21-01/04GatewayEast,Singapore189721,Singapore Preface We are pleased to present the proceedings of the Third International Conference on SoftComputinginDataScience2017(SCDS2017).SCDS2017washeldintheRoyal Ambarrukmo Hotel in Yogyakarta, Indonesia, during November 27–28, 2017. The theme of the conference was “Science in Analytics: Harnessing Data and Simplifying Solutions.” Data science can improve corporate decision-making and performance, personalize medicine and health-care services, and improve the efficiency and perfor- mance of organizations. Data science and analytics play an important role in various disciplines including business, medical and health informatics, social sciences, man- ufacturing, economics, accounting, and finance. SCDS 2017 provided a platform for discussions on leading-edge methods and also addressed challenges, problems, and issues in machine learning in data science and analytics. The role of machine learning in data science and analytics is significantly increasingineveryfieldfromengineeringtolifesciencesandwithadvancedcomputer algorithms, solutions for complex real problems can be simplified. For the advance- ment of society in the twenty-first century, there is a need to transfer knowledge and technology to industrial applications to solve real-world problems. Research collabo- rationsbetweenacademiaandindustrycanleadtotheadvancementofusefulanalytics and computing applications to facilitate real-time insights and solutions. We were delighted this year to collaborate with Universitas Gadjah Mada, and this has increased the submissions from a diverse group of national and international researchers.Wereceived68submissions,amongwhich26wereaccepted.SCDS2017 utilizedadouble-blindreviewprocedure.Allacceptedsubmissionswereassignedtoat leastthreeindependentreviewers(atleastoneinternationalreviewers)inordertohave a rigorous and convincing evaluation process. A total of 49 international and 65 local reviewers were involved in the review process. The conference proceeding volume editors and Springer’s CCIS Editorial Board made the final decisions on acceptance, with 26 of the 68 submissions (38%) being published in the conference proceedings. WewouldliketothanktheauthorswhosubmittedmanuscriptstoSCDS2017.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 ensuringthesuccessofSCDS2017.WealsowishtothanktheSpringerCCISEditorial Board, organizations, and sponsors for their continuous support. We sincerely hope that SCDS 2017 provided a venue for knowledge sharing, publication of good research findings, and new research collaborations. Last but not least,wehopeeveryonebenefitedfromthekeynote,special,andparallelsessions,and had an enjoyable and memorable experience at SCDS 2017 and in Yogyakarta, Indonesia. November 2017 Azlinah Mohamed Michael W. Berry Bee Wah Yap Organization Patron Hassan Said Universiti Teknologi MARA, Malaysia Honorary Chairs Azlinah Mohamed Universiti Teknologi MARA, Malaysia Agus Harjoko Universitas Gadjah Mada, Indonesia Michael W. Berry University of Tennessee, USA Yasmin Mahmood Malaysia Digital Economy Corporation, Malaysia Lotfi A. Zadeh University of California, Berkeley, USA (posthumous) Fazel Famili University of Ottawa, Canada Conference Chairs Bee Wah Yap Universiti Teknologi MARA, Malaysia Sri Hartati Universitas Gadjah Mada, Indonesia Program Committee Sharifah Aliman Universiti Teknologi MARA, Malaysia Shuzlina Abdul Rahman Universiti Teknologi MARA, Malaysia Mohamad Asyraf Abdul Universiti Teknologi MARA, Malaysia Latif Nur Atiqah Sia Abdullah Universiti Teknologi MARA, Malaysia Isna Alfi Bustoni Universitas Gadjah Mada, Indonesia Andi Dharmawan Universitas Gadjah Mada, Indonesia Aufaclav Z. K. Frisky Universitas Gadjah Mada, Indonesia Nurzeatul Hamimah Universiti Teknologi MARA, Malaysia Abdul Hamid Guntur Budi Herwanto Universitas Gadjah Mada, Indonesia Roghib M. Hujja Universitas Gadjah Mada, Indonesia Zainura Idrus Universiti Teknologi MARA, Malaysia Venoruton Budi Irawan Universitas Gadjah Mada, Indonesia Faizal Makhruz Universitas Gadjah Mada, Indonesia Norizan Mat Diah Universiti Teknologi MARA, Malaysia Nur Huda Nabihan Universiti Teknologi MARA, Malaysia Md Shahri Nur Aziean Mohd Idris Universiti Teknologi MARA, Malaysia Siti Shaliza Mohd Khairy Universiti Teknologi MARA, Malaysia VIII Organization Aina Musdholifah Universitas Gadjah Mada, Indonesia Sofianita Mutalib Universiti Teknologi MARA, Malaysia Nuru’l-’Izzah Othman Universiti Teknologi MARA, Malaysia Paholo Iman Prakoso Universitas Gadjah Mada, Indonesia Sugeng Rahardjaa Universitas Gadjah Mada, Indonesia Mardhani Riasetiawan Universitas Gadjah Mada, Indonesia Marshima Mohd Rosli Universiti Teknologi MARA, Malaysia Azhari S. N. Universitas Gadjah Mada, Indonesia Faisal Saeed Universiti Teknologi Malaysia, Malaysia Anny Kartika Sari Universitas Gadjah Mada, Indonesia Nazrul Azha Universiti Teknologi MARA, Malaysia Mohamed Shaari Shuhaida Shuhidan Universiti Teknologi MARA, Malaysia Suhartono Institut Teknologi Sepuluh Nopember, Indonesia Shanti Sukmajaya Universitas Gadjah Mada, Indonesia Triyogatama Wahyu Universitas Gadjah Mada, Indonesia Widodo’ Ezzatul Akmal Universiti Teknologi MARA, Malaysia Kamaru Zaman International Scientific Committee Adel Al-Jumaily University of Technology Sydney, Australia Azlinah Mohamed Universiti Teknologi MARA, Malaysia Siti Zaleha Zainal Abidin Universiti Teknologi MARA, Malaysia Afiahayati Universitas Gadjah Mada, Indonesia Tahir Ahmad Universiti Teknologi Malaysia, Malaysia Dhiya Al-Jumeily Liverpool John Moores University, UK Khairul Anam University of Jember, Indonesia Nordin Abu Bakar Universiti Teknologi MARA, Malaysia Mohammed Bennamoun University of Western Australia, Australia Min Chen Oxford University, UK Simon Fong University of Macau, Macau, SAR China Sumanta Guha Asian University of Technology, Thailand Sri Hartati Universitas Gadjah Mada, Indonesia Dariusz Krol University of Wroclaw, Poland Siddhivinayak Kulkarni Universiti of Ballarat, Australia Mazani Manaf Universiti Teknologi MARA, Malaysia Yasue Mitsukura Keio University, Japan Daud Mohamed Universiti Teknologi MARA, Malaysia Yusuke Nojima Osaka Perfecture University, Japan Ashraf Osman Alzaiem Alazhari University, Sudan Jose Maria Pena Technical University of Madrid, Spain Sigit Priyanta Universitas Gadjah Mada, Indonesia MHD. Reza M. I. Pulungan Universitas Gadjah Mada, Indonesia Agus Sihabuddin Universitas Gadjah Mada, Indonesia Organization IX Retantyo Wardoyo Universitas Gadjah Mada, Indonesia Richard Weber University of Chile, Santiago, Chile Wahyu Wibowo Insititut Teknologi Sepuluh Nopember, Indonesia Moh. Edi Wibowo Universitas Gadjah Mada, Indonesia Edi Winarko Universitas Gadjah Mada, Indonesia Jasni Mohamad Zain Universiti Teknologi MARA, Malaysia International Reviewers Moulay Akhloufi University of Moncton, Canada Anas AL-Badareen Aqaba University of Technology, Jordan Hanaa Ali Zagazig University, Egypt Samaher Al-Janabi Babylon University, Iraq Alaa Aljanaby Aspire2 International, New Zealand Dhiya Al-Jumeily Liverpool John Moores University, UK Karim Al-Saedi University of Mustansiriyah, Iraq Khairul Anam University of Jember, Indonesia Mohammadali Behrang FARAB Co., Iran Michael Berry University of Tennessee, USA Neelanjan Bhowmik University Paris-Est, France Rodrigo Campos Bortoletto São Paulo Federal Institute of Education, S&T, Brazil Ranjan Dash College of Engineering and Technology, India Diego De Abreu Universidade Federal do Pará, Brazil Ashutosh Dubey Trinity Inst. Technology and Research Bhopal, India Noriko Etani Kyoto University, Japan Ensar Gul Istanbul Sehir University, Turkey Rohit Gupta Thapar University, India Albert Guvenis Bogazici University, Turkey Ali Hakam UAE University, United Arab Emirates Sri Hartati Gadjah Mada University, Indonesia Nikisha Jariwala VNSGU, India Harihar Kalia Seemanta Engineering College, India S. Kannadhasan Tamilnadu Polytechnic College, India Shadi Khalifa Queen’s University, Canada Harish Kumar King Khalid University, India Raghvendra Kumar LNCT Group of College, India Bidyut Mahato ISM Dhanbad, India Amitkumar Manekar KL University, India Norian Marranghello São Paulo State University – UNESP, Brazil Somya Mohanty University of North Carolina at Greensboro, USA Ayan Mondal Indian Institute of Technology, Kharagpur, India Arif Muntasa Trunojoyo University, Indonesia Gowrishankar Nath Ambedkar Institute of Technology, India Tousif Khan Nizami Indian Institute of Technology Guwahati, India Tri Priyambodo Universitas Gadjah Mada, Indonesia Sigit Priyanta Universitas Gadjah Mada, Indonesia X Organization Pakawan Pugsee Chulalongkorn University, Thailand Ali Qusay Al-Faris University of the People, USA Pramod K. B. Rangaiah Jain University, India Vinay Sardana Abu Dhabi Transmission and Despatch Company, UAE Krung Sinapiromsaran Chulalongkorn University, Thailand Siripurapu Sridhar LENDIInstituteofEngineeringandTechnology,India Suhartono Suhartono Institut Teknologi Sepuluh Nopember, Indonesia Deepti Theng G.H. Raisoni College of Engineering, India J. Vimala Jayakumar Alagappa University, India Yashwanth Sai Reddy Vyza TU Delft, The Netherlands Wahyu Wibowo Institut Teknologi Sepuluh Nopember, Indonesia Ke Xu AT&T Labs, USA Local Reviewers Rafikha Aliana A. Raof Universiti Malaysia Perlis, Malaysia Ahmad Shahrizan Universiti Malaysia Pahang, Malaysia Abdul Ghani Nur Atiqah Sia Abdullah Universiti Teknologi MARA, Malaysia Shuzlina Abdul-Rahman Universiti Teknologi MARA, Malaysia Asmala Ahmad Universiti Teknikal Malaysia Melaka, Malaysia Azlin Ahmad Universiti Teknologi MARA, Malaysia Suzana Ahmad Universiti Teknologi MARA, Malaysia Tahir Ahmad Universiti Teknologi Malaysia, Malaysia Nor Azizah Ali Universiti Teknologi Malaysia, Malaysia Sharifah Aliman Universiti Teknologi MARA, Malaysia Muthukkaruppan Universiti Teknologi MARA, Malaysia Annamalai Zalilah Abd Aziz Universiti Teknologi MARA, Malaysia Azilawati Azizan Universiti Teknologi MARA, Malaysia Nordin Abu Bakar Universiti Teknologi MARA, Malaysia Sumarni Abu Bakar Universiti Teknologi MARA, Malaysia Bee Wah Yap Universiti Teknologi MARA, Malaysia Muhammad Hafidz Fazli Universiti Teknikal Malaysia Melaka, Malaysia Bin Md Fauadi Bong Chih How Universiti Malaysia Sarawak, Malaysia Yun Huoy Choo Universiti Teknikal Malaysia Melaka, Malaysia Bhagwan Das Universiti Tun Hussein Onn Malaysia, Malaysia Norizan Mat Diah Universiti Teknologi MARA, Malaysia Soo Fen Fam Universiti Teknikal Malaysia Melaka, Malaysia Nurzeatul Hamimah Universiti Teknologi MARA, Malaysia Abdul Hamid Mashitoh Hashim Universiti Pendidikan Sultan Idris, Malaysia Zaidah Ibrahim Universiti Teknologi MARA, Malaysia Zainura Idrus Universiti Teknologi MARA, Malaysia
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