Big Data Analytics: 6th International Conference, BDA 2018, Warangal, India, December 18–21, 2018, Proceedings PDF
Preview Big Data Analytics: 6th International Conference, BDA 2018, Warangal, India, December 18–21, 2018, Proceedings
Anirban Mondal Himanshu Gupta Jaideep Srivastava P. Krishna Reddy D. V. L. N. Somayajulu (Eds.) 7 9 2 1 1 S Big Data Analytics C N L 6th International Conference, BDA 2018 Warangal, India, December 18–21, 2018 Proceedings 123 Lecture Notes in Computer Science 11297 Commenced Publication in 1973 Founding and Former Series Editors: Gerhard Goos, Juris Hartmanis, and Jan van Leeuwen Editorial Board David Hutchison Lancaster University, Lancaster, UK Takeo Kanade Carnegie Mellon University, Pittsburgh, PA, USA Josef Kittler University of Surrey, Guildford, UK Jon M. Kleinberg Cornell University, Ithaca, NY, USA Friedemann Mattern ETH Zurich, Zurich, Switzerland John C. Mitchell Stanford University, Stanford, CA, USA Moni Naor Weizmann Institute of Science, Rehovot, Israel C. Pandu Rangan Indian Institute of Technology Madras, Chennai, India Bernhard Steffen TU Dortmund University, Dortmund, Germany Demetri Terzopoulos University of California, Los Angeles, CA, USA Doug Tygar University of California, Berkeley, CA, USA Gerhard Weikum Max Planck Institute for Informatics, Saarbrücken, Germany More information about this series at http://www.springer.com/series/7409 Anirban Mondal Himanshu Gupta (cid:129) Jaideep Srivastava P. Krishna Reddy (cid:129) D. V. L. N. Somayajulu (Eds.) Big Data Analytics 6th International Conference, BDA 2018 – Warangal, India, December 18 21, 2018 Proceedings 123 Editors Anirban Mondal P. KrishnaReddy Ashoka University IIIT Sonepat, India Hyderabad, India HimanshuGupta D.V.L. N.Somayajulu IBMResearch - India National Institute ofTechnology NewDelhi, India Warangal, India Jaideep Srivastava University of Minnesota Minneapolis, MN, USA ISSN 0302-9743 ISSN 1611-3349 (electronic) Lecture Notesin Computer Science ISBN 978-3-030-04779-5 ISBN978-3-030-04780-1 (eBook) https://doi.org/10.1007/978-3-030-04780-1 LibraryofCongressControlNumber:2018962144 LNCSSublibrary:SL3–InformationSystemsandApplications,incl.Internet/Web,andHCI ©SpringerNatureSwitzerlandAG2018 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. 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ThisSpringerimprintispublishedbytheregisteredcompanySpringerNatureSwitzerlandAG Theregisteredcompanyaddressis:Gewerbestrasse11,6330Cham,Switzerland Preface Big data analytics has been gradually becoming an integral aspect of decision-support systems in several important and diverse domains such as finance, health care, e-governance, agriculture, education, telecommunications, astronomy, security and surveillance,mediaandentertainment,smartcitiesandtransportation,andsoon.Given the ever-increasing amounts of data and the inherent heterogeneity and complexity of the data in these domains, we need to build capabilities for designing the next-generationofbigdataprocessingsystemsinordertoperformactionableanalytics. Incidentally, new kinds of applications involving artificial intelligence, machine learning,andreinforcementlearningaregraduallyincreasinginimportanceforgaining valuable insights for decision-making, while considering the contextual aspect of services deployment and delivery in various domains. These applications are essen- tiallydata-drivenandrequiretheefficientmanagementofmassive,heterogeneous,and disparate data repositories to enable knowledge extraction. This necessitates innova- tions in the underlying Cloud computing infrastructure as well as the design and modeling of data for supporting these complex cognitive technology-based applications. The 6th International Conference on Big Data Analytics (BDA) was held during December 18–21, 2018, at the National Institute of Technology (NIT), Warangal, Telangana State, India. The program included peer-reviewed research contributions as well as invited contributions. A view of research activity across a wide gamut of big dataanalyticswasprovidedbythesessionsonrelatedtopics.Thisvolumecontainsthe contributionsofkeynotespeakers,invitedspeakers,andtutorialspeakers.Thisvolume also contains the peer-reviewed research contributions in the areas of the vision and perspective of big data analytics, financial data analytics and data streams, Web and socialmediadata,bigdatasystemsandframeworks,predictiveanalyticsinhealthcare and agricultural domains, as well as machine learning and pattern mining. Withinthebigdataanalyticsframework,theconferenceattractedsubmissionsunder a wide gamut of diverse topics, including Web and social media, machine learning, predictiveanalytics,modelingbigdataanddatastreams.Furthermore,thesubmissions covered big data applications and frameworks in a wide variety of domains including (but not limited to) finance, health care, and agriculture. The selected papers in these proceedings, along with keynotes, invited talks, and tutorials on a variety of relevant topics,areexpectedtofurtherstimulateresearchandexposuretocutting-edgeresearch in the area of big data analytics. Theconferencereceived93submissions.TheProgramCommittee(PC)consistedof researchers from both academia as well as industry from nine different countries, namely, Japan, USA, Australia, India, China, Estonia, France, Canada, and Sweden. Each submission was reviewed by three to four PC members. A PC discussion phase was also incorporated to facilitate the final decision-making regarding the papers. VI Preface Basedonthisreviewprocess,thePCselected12fullpapersandsixshortpapers.The overall acceptance rate was 19.3%. We would like toextend our sincerethanks to themembers ofthe PC and external reviewers for their time, energy, and expertise in providing support to BDA 2018. Additionally,wewouldliketothankalltheauthorswhoconsideredBDA2018asthe forum to publish their research contributions. The sponsoring organizations, the Steering Committee, and the Organizing Committee deserve praise for the support they provided. A number of individuals contributed to the success of the conference. We thank Prof. Divyakant Agrawal, Dr. MukeshMohania,and Prof. YoshiharuIshikawa for their insightful keynote talks. TheconferencereceivedinvaluablesupportfromNIT,Warangal.Inthiscontext,we thank Prof. N. V. Ramana Rao, Director, NIT Warangal, India. Many thanks are also extended to the faculty members of the Department of Computer Science and Engi- neering,NationalInstituteofTechnology,Warangal,fortheirconstantcooperationand support. Anirban Mondal Himanshu Gupta Jaideep Srivastava P. Krishna Reddy D. V. L. N. Somayajulu Organization BDA 2018 was organized by Department of Computer Science and Engineering, National Institute of Technology (NIT), Warangal, Telangana State, India. Chief Patrons Ajay Prakash Sawhney Meity, GOI, India (Secretary) N. V. Ramana Rao NIT Warangal, India (Director) Honorary Chairs S. K. Gupta IIT Delhi, India V. Rajanna (Vice President Tata Consultancy Services, Hyderabad, India & Regional Head) General Chair D. V. L. N. Somayajulu NIT Warangal, India Steering Committee Chair P. Krishna Reddy IIIT Hyderabad, India Steering Committee S. K. Gupta IIT Delhi, India Srinath Srinivasa IIIT Bangalore, India Krithi Ramamritham IIT Bombay, India Sanjay Kumar Madria Missouri University of Science and Technology, USA Masaru Kitsuregawa University of Tokyo, Japan Raj K. Bhatnagar University of Cincinnati, USA Vasudha Bhatnagar University of Delhi, India Mukesh Mohania IBM Research, Australia H. V. Jagadish University of Michigan, USA Ramesh Kumar Agrawal Jawaharlal Nehru University, India Divyakant Agrawal University of California at Santa Barbara, USA Arun Agarwal University of Hyderabad, India Subhash Bhalla University of Aizu, Japan Jaideep Srivastava University of Minnesota, USA VIII Organization Anirban Mondal Ashoka University, India Sharma Chakravarthy University of Texas at Arlington, USA Program Committee Chairs Anirban Mondal Ashoka University, India Himanshu Gupta IBM Research, India Jaideep Srivastava University of Minnesota, USA Organizing Chair R. B. V. Subramanyam NIT Warangal, India Finance Chair S. Ravi Chandra NIT Warangal, India Sponsorship Chair D. V. L. N. Somayajulu NIT Warangal, India Publication Chair P. Krishna Reddy IIIT Hyderabad, India Workshop Chairs Sanjay Chaudhary Ahmedabad University, India Punam Bedi University of Delhi, India Subhash Bhalla University of Aizu, Japan Tutorial Chairs Vikram Goyal IIIT Delhi, India Sanjay Kumar Madria Missouri University of Science and Technology, USA Publicity Chairs Shelly Sachdeva National Institute of Technology Delhi, India Vasudha Bhatnagar University of Delhi, India Panel Chairs Naresh Manwani IIIT Hyderabad, India Sharma Chakravarthy University of Texas at Arlington, USA Organization IX Website Chair T. Ramakrishnudu NIT Warangal, India Organizing Committee B. B. Amberker Department of Computer Science and Engineering, NIT Warangal, Telangana State, India S. G. Sanjeevi Department of Computer Science and Engineering, NIT Warangal, Telangana State, India K. Ramesh Department of Computer Science and Engineering, NIT Warangal, Telangana State, India Ch. Sudhakar Department of Computer Science and Engineering, NIT Warangal, Telangana State, India S. Ravi Chandra Department of Computer Science and Engineering, NIT Warangal, Telangana State, India Raju Bhukya Department of Computer Science and Engineering, NIT Warangal, Telangana State, India R. Padmavathy Department of Computer Science and Engineering, NIT Warangal, Telangana State, India K. V. Kadambari Department of Computer Science and Engineering, NIT Warangal, Telangana State, India U. S. N. Raju Department of Computer Science and Engineering, NIT Warangal, Telangana State, India P. V. Subba Reddy Department of Computer Science and Engineering, NIT Warangal, Telangana State, India Rashmi Ranjan Rout Department of Computer Science and Engineering, NIT Warangal, Telangana State, India Program Committee Alok Singh University of Hyderabad, India Arkady Zaslavsky CSIRO, Australia Arnab Basu IIM Bangalore, India Asoke Talukder Precision Genomics, India Atul Singh Fidelity Investments, India Bharat Bhargava Purdue University, USA Danish Contractor IBM Research, India Dhaval Patel IBM Research, USA Dhruba Bhattacharyya Tezpur University, India Girish Agrawal Jindal Global University, India Hoang Tam Vo IBM Research, Australia Ladjel Bellatreche ENSMA, France Lili Jiang Umea University, Sweden Lukas Pichl International Christian University, Japan Naresh Manwani IIIT Hyderabad, India
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