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Big Data, Machine Learning, and Applications: First International Conference, BigDML 2019, Silchar, India, December 16–19, 2019, Revised Selected Papers PDF

113 Pages·2020·7.508 MB·English
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Ripon Patgiri Sivaji Bandyopadhyay Malaya Dutta Borah Dalton Meitei Thounaojam (Eds.) Communications in Computer and Information Science 1317 Big Data, Machine Learning, and Applications First International Conference, BigDML 2019 Silchar, India, December 16–19, 2019 Revised Selected Papers Communications in Computer and Information Science 1317 Editorial Board Members Joaquim Filipe Polytechnic Institute of Setúbal, Setúbal, Portugal Ashish Ghosh Indian Statistical Institute, Kolkata, India Raquel Oliveira Prates Federal University of Minas Gerais (UFMG), Belo Horizonte, Brazil Lizhu Zhou Tsinghua University, Beijing, China More information about this series at http://www.springer.com/series/7899 Ripon Patgiri Sivaji Bandyopadhyay (cid:129) (cid:129) Malaya Dutta Borah (cid:129) Dalton Meitei Thounaojam (Eds.) Big Data, Machine Learning, and Applications First International Conference, BigDML 2019 – Silchar, India, December 16 19, 2019 Revised Selected Papers 123 Editors RiponPatgiri Sivaji Bandyopadhyay National Institute ofTechnology Silchar National Institute ofTechnology Silchar Silchar, India Silchar, India Malaya DuttaBorah DaltonMeitei Thounaojam National Institute ofTechnology Silchar National Institute ofTechnology Silchar Silchar, India Silchar, India ISSN 1865-0929 ISSN 1865-0937 (electronic) Communications in Computer andInformation Science ISBN 978-3-030-62624-2 ISBN978-3-030-62625-9 (eBook) https://doi.org/10.1007/978-3-030-62625-9 ©SpringerNatureSwitzerlandAG2020 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, expressed or implied, with respect to the material contained herein or for any errors or omissionsthatmayhavebeenmade.Thepublisherremainsneutralwithregardtojurisdictionalclaimsin publishedmapsandinstitutionalaffiliations. ThisSpringerimprintispublishedbytheregisteredcompanySpringerNatureSwitzerlandAG Theregisteredcompanyaddressis:Gewerbestrasse11,6330Cham,Switzerland Preface The National Institute of Technology, Silchar, India, organized the International ConferenceonBigData,MachineLearning,andApplications(BigDML2019)during December16–19,2019.BigDML2019isapremierannualinternationalforumforbig dataandmachinelearningresearchers,scientists,practitioners,applicationdevelopers, and users. The BigDML conference aims to bring together researchers around the world to exchange research results and address open issues in all aspects of big data and machine learning. BigDML 2019 is an outstanding platform to discuss the key findings, exchange novel ideas, listening to worldclass leaders,and share experiences with peer groups. The conference provides the opportunities for collaboration with nationalandinternationalorganizationsofreputetotheresearchcommunity.BigDML 2019witnessedalargenumberofparticipantsandsubmissionsfromaroundtheworld. BigDML 2019 was organized in order to consider unpublished original research worksinbigdataandmachinelearning.Therewere152paperssubmittedofwhich32 were accepted. These conference proceedings contain 9 papers out of 32 accepted papers. Apart from the 32 accepted and presented papers, 6 internationally renowned speakers like Padma Shri Prof. Ajay Kumar Ray, Prof. Alexander Gelbukh, Prof. Punam Kumar Saha, Prof. Paolo Rosso, Prof. Jossef Van Genabith, and Prof. Alain Tremeau shared their experience with the participants. These conference proceedings are able to disseminate high-quality research results in the relevant fields. October 2020 Ripon Patgiri Sivaji Bandyopadhyay Malaya Dutta Borah Dalton Meitei Thounaojam Organization Advisory Committee Rajkumar Buyya The University of Melbourne, Australia Padma Shri Ajay Kumar Indian Institute of Technology Kharagpur, India Ray Pushpak Bhattacharyya Indian Institute of Technology Bombay, India Kalyanmoy Deb Michigan State University, USA Narasimhan Sundarajan Nanyang Technological University, Singapore Francisco Herrera University of Granada, Spain V. Ramachandran Anna University, India Marina L. Gavrilova University of Calgary, Canada Vincenzo Piuri University of Milan, Italy Janusz Kacprzyk Polish Academy of Sciences, Poland Alexander Gelbukh Instituto Politécnico Nacional, Mexico Rainer Malaka Universität Bremen, Germany Monojit Choudhury Microsoft Research Lab, India Alain Tremeau Université Jean Monnet, France Timothy A. Gonsalves Indian Institute of Technology Mandi, India Organizing Committee Chief Patron Sivaji Bandyopadhyay NIT Silchar, India Patron Samir Kumar Borgohain NIT Silchar, India General Chairs Sivaji Bandyopadhyay NIT Silchar, India Ripon Patgiri NIT Silchar, India Organizing Chairs Dalton Meitei Thounaojam NIT Silchar, India Malaya Dutta Borah NIT Silchar, India Program Chairs Thoudam Doren Singh NIT Silchar, India Anupam Biswas NIT Silchar, India viii Organization Publicity Chairs Partha Pakray NIT Silchar, India Suganya Devi K. NIT Silchar, India Finance and Hospitality Chairs Anish Kumar Saha NIT Silchar, India Laiphrakpam Dolendro NIT Silchar, India Singh Award Chairs Sanasam Ranbir Singh IIT Guwahati, India Bhaskar Biswas IIT (BHU) Varanasi, India Sandip Chkroborty IIT Kharagpur, India Committee Members Biswajit Purakayashtha NIT Silchar, India Ujwala Baruah NIT Silchar, India Samir Kumar Borgohain NIT Silchar, India Pinki Roy NIT Silchar, India Biswanath Dey NIT Silchar, India P. S. Neog NIT Silchar, India Pantha Kanti Nath NIT Silchar, India Saroj Kumar Biswas NIT Silchar, India Badal Soni NIT Silchar, India Umakanta Majhi NIT Silchar, India Shyamosree Pal NIT Silchar, India Shyamapada Mukherjee NIT Silchar, India Technical Program Committee Rainer Unland University of Duisburg-Essen, Germany Annappa NITK Surathkal, India Heder Soares Bernardino Federal University of Juiz de Fora, Brazil Atul Negi University of Hyderabad, India Huiru (Jane) Zheng Ulster University, UK C. T. Bhunia NIT Arunachal Pradesh, India Subhash Saini NASA, USA Rajni Jindal DTU Delhi, India Parimala Thulasiraman University of Manitoba, Canada Daya Gupta DTU Delhi, India Valentina Emilia Balas Automation and Applied Informatics, Aurel Vlaicu University of Arad, Romania Parimala N. JNU Delhi, India Sung-Bae Cho Yonsei University, South Korea Organization ix Pradip Kumar Das Indian Institute of Technology Guwahati, India David Eduardo Pinto Benemérita Universidad Autónoma de Puebla, Mexico Avendaña R. K. Agrawal Jawaharlal Nehru University, India Grigori Sidorov Instituto Politécnico Nacional (IPN), Mexico Nidul Sinha National Institute of Technology, Silchar, India Rabiah Abdul Kadir Universiti Kebangsaan Malaysia, Malaysia Sudipta Roy Assam University, India Rabiah Ahmad Universiti Teknikal Malaysia, Malaysia Ganesh Chandra Deka Ministry of Skill Development and Entrepreneurship, Government of India, India Dibyajyoti Dutta Ministry of Development of Northeastern region, NIC Delhi, India Sumit Jaiswal Ministry of Electronics & IT (MeitY), India Yumnam Jayanta NIELIT Kolkata, India Khumanthem Manglem NIT Manipur, India Singh K. Vivekanandan Pondicherry Engineering College, India S. M. Warusia Mohamed Universiti Teknikal Malaysia, Malaysia S. M. M. Yassin Shahin Ara Begum Assam University, India Tandra Pal NIT Durgapur, India Moumita Roy IIIT Guwahati, India Suchetana Chakraborty IIIT Guwahati, India Vijay Bhaskar Semwal NIT Rourkela, India Sontosh Kumar IIIT Nayaraipur, India Durgesh Singh BITS Mesra, India Debasis Das BITS Pilani, India Jims Marchang Sheffield Hallam University, UK Sudip Kumar Naskar Jadavpur University, India Kishorjit Nongmeikapam Indian Institute of Information Technology Manipur, India Prem Nath Mizoram University, India Swarup Roy Sikkim University, India Arnab Maji North-Eastern Hill University, India Rajiv Misra Indian Institute of Technology Patna, India Somnath Mukhopadhyay Assam University Silchar, India Santanu Pal Universität des Saarlandes, Germany Braja Gopal Patra The University of Texas Health Science Center, USA Anand Kumar M. National Institute of Technology Karnataka, Surathkal, India Dipankar Das Jadavpur University, India Elena Yagunova Saint Petersburg State University, Russia Utpal Sharma Tezpur University, India Khin Mar Soe University of Computer Studies, Yangon, Myanmar Shirshendu Das IIT Ropar, India x Organization Ngoc Phuoc An Vo IBM T. J. Watson Research Center, USA L. Joyprakash Singh North-Eastern Hill University, India Sandip Chakraborty Indian Institute of Technology Kharagpur, India Mridula Verma IDBRT, India Amitava Das Wipro, India S. Balamurugan QUANTS IS & CS, India Gururaj Mukarambi Symbiosis International (Deemed University), Pune, India Shamim Hasnat Ripon East West University, Bangladesh Mahardhika Pratama NTU, Singapore

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