ebook img

Data Science and Analytics PDF

666 Pages·2018·61.188 MB·English
Save to my drive
Quick download
Download
Most books are stored in the elastic cloud where traffic is expensive. For this reason, we have a limit on daily download.

Preview Data Science and Analytics

Brajendra Panda Sudeep Sharma Nihar Ranjan Roy (Eds.) Communications in Computer and Information Science 799 Data Science and Analytics 4th International Conference on Recent Developments in Science, Engineering and Technology, REDSET 2017 Gurgaon, India, October 13–14, 2017 Revised Selected Papers 123 Communications in Computer and Information Science 799 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 Brajendra Panda Sudeep Sharma (cid:129) Nihar Ranjan Roy (Eds.) Data Science and Analytics 4th International Conference on Recent Developments in Science, Engineering and Technology, REDSET 2017 – Gurgaon, India, October 13 14, 2017 Revised Selected Papers 123 Editors Brajendra Panda NiharRanjan Roy University of Arkansas GDGoenka University Fayetteville, AR Gurugram, Haryana USA India Sudeep Sharma GDGoenka University Gurugram, Haryana India ISSN 1865-0929 ISSN 1865-0937 (electronic) Communications in Computer andInformation Science ISBN 978-981-10-8526-0 ISBN978-981-10-8527-7 (eBook) https://doi.org/10.1007/978-981-10-8527-7 LibraryofCongressControlNumber:2018934352 ©SpringerNatureSingaporePteLtd.2018 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 ThisSpringerimprintispublishedbytheregisteredcompanySpringerNatureSingaporePteLtd. partofSpringerNature Theregisteredcompanyaddressis:152BeachRoad,#21-01/04GatewayEast,Singapore189721, Singapore Preface Datascienceemploystechniquesandtheoriesdrawnfrommanyfieldswithinthebroad areas of mathematics, statistics, information science, and computer science, in partic- ular from the subdomains of machine learning, classification, cluster analysis, data mining, databases, and visualization. Data analytics seeks to provide operational observations intoissuesthatwe either knowordonotknow.Analysis isapartofany scientific research and it is the first step in building a theory. The second step is synthesis, which actually builds or creates a theory. It is also important to remember thatscienceisnotaboutresults,butaboutamethodologytogetthem.Thefocusison big data applications to tackle the problem of decision-making under uncertainty by usingmachinelearningmethodsandgraphtheorytoanalyzecomplexstructuresinbig data to build recommender systems and predictive models. The4thInternationalConferenceonRecentDevelopmentsinScience,Engineering and Technology (REDSET), which was held at the GD Goenka University, Sohna, Gurgaon,India,duringOctober13–14,2017inassociationwithSpringer,isourhumble effort in this direction. Promotion of inquiry-based education has been the core com- petenceoftheSchoolofEngineeringatGDGoenkaUniversitysinceitsinceptionand the present conference was yet another step forward. We aim to promote the interdis- ciplinary nature of scientific enquiry, which leads to engineering efforts to develop scientific and technologically innovative solutions soasto benefitsocietyas a whole. We received 329 papers and participation from 18 different countries including India, Australia, Canada, Egypt, France, Germany, Kuwait, Lithuania, Namibia, Nigeria, Saudi Arabia, Singapore, South Africa, South Korea, Sweden, Turkey, UK, and USA. After undergoing a rigorous peer-review process following international standards, the acceptance rate was ca. 20%. Selection was based on originality of the idea,innovation,andrelevancetotheconferencethemeandrelationtothelatesttrends intherespectivedomains.Wehopethattheideasandsubsequentdiscussionspresented at the conference will help the global scientific community to aim toward a nationally andgloballyresponsiblesociety.Wealsohopethatyoungmindswillderiveinspiration fromtheireldersandcontributetowarddevelopingsustainablesolutionsforthenation and the world as a whole. This conference proceedings volume contains the contributions presented during REDSET 2017. We wish to express our sincere appreciation to the members of the Technical Program Committee and the reviewers who helped in the paper selection process. We also thank the authors for their contributions that made us assemble such an exceptional technical set of papers. We thank Springer for being our publication partner for this conference. Our special thanks go to the editorial staff at Springer especially Ms. Suvira and Ms. Nidhi for their outstanding service and support. January 2018 Brajendra Panda Sudeep Sharma Nihar Ranjan Roy Organization Patron Nipun Goenka GD Goenka Group, India Co-patron Shrihari GD Goenka University, India Conference Program Chair Brajendra Panda University of Arkansas, USA Steering Committee Lalit Borana Hong Kong Polytechnic University, Hong Kong, SAR China Lalit Goel Nanyang Technological University, Singapore Raul Klauss Technological University of Clausthal, Germany Shayon Mitra Manitoba Public Insurance, Canada Ardyono Priyadi ITS (Institut Teknologi Sepuluh), Surabaya, Indonesia S. P. Rauniyar BMRD, Australia Atma Sahu (Chair) Coppin State University, USA Anurag K. Srivastava Washington State University, USA Sham Tickoo Purdue University, USA Organizing Committee Conference Chair Sudeep Sharma Organizing Secretary Usha Batra Members Saurav Ambastha Sakshi Babbar Anindita Roy Chowdhury Leesha Aneja Alina Banerjee Prashant G. K. Nidhi Arora Shivani Batra Deepika Garg Sameer Arora Arinjoy Biswas Ashu Gautam VIII Organization Mayurika Goel Manisha Shivani Saluja Anshu Gupta Ila Mehta Akanksha Sharma Shashikant Gupta Shweta Mongia Naresh Sharma Kirti Jain Faraz Hasan Qadri Prerna Sharma Praveen Kumar Jha Geeta Rani Smita Sood Shipra Kataria Nihar Ranjan Roy Priyanka Tyagi Shakunpreet Kaur Manisha Saini Abhilasha Vyas International Advisory Committee Dil Muhammad Akbar Aalborg University, Denmark Hussain Adnan Al-Rabea Albalqa’ Applied University, Jordan Frank Beichelt University of the Witwatersrand, Johannesburg, Republic of South Africa Subhash Bhalla University of Aizu, Japan Lalit Borana Hong Kong Polytechnic University, Hong Kong, SAR China Rama Chari RRCAT, India Amit Chhabra Pollard Banknote, Canada Compa Manis Amigui Monterry Institute of Technology, Mexico Gcaro Cocotle Daniel (Mehdi) Eghbal ENERGEX, Australia Emad Girgis National Research Centre, Egypt Lalit Goel Nanyang Technological University, Singapore Lukmanul Hakim Lampung University, Indonesia Nishal Kapoor IBM Corporation, USA Nava Raj Karki Tribhuvan University, Nepal Raul Klauss Technological University of Clausthal, Germany D. P. Kothari G P Group of Institutions, India Son Kuswadi Politeknik Elektronika Negeri, Indonesia Mohammad Faiz Liew University Tun Hussein Onn, Malaysia Abdullah Shayon Mitra Manitoba Public Insurance, Canada Eckhard Mueller German Aerospace Center, Germany Brajendra Panda University of Arkansas, USA Ardyono Priyadi ITS (Institut Teknologi Sepuluh), Surabaya, Indonesia S. P. Rauniyar BMRD, Australia German Salazar Alvare Stockholm University, Sweden Paramanand Sharma Tohoku University, Japan Anurag K. Srivastava Washington State University, USA Kamarul Hasan Kulna University, Bangladesh Talukdar Sham Tickoo Purdue University, USA Organization IX Victor Manuel Diez V. Interconexion Electrica, Colombia Roshan Dharshana Yapa University of Peradeniya, Sri Lanka Naoto Yorino Hiroshima University, Japan Technical Committee Sadiqa Abbas MRIC, Faridabad, India Nikhil Agrawal Career Point University, Kota, India Prashant Agrawal Galgotias University, Greater Noida, India R. K. Aggarwal JNU, India Sheetal Agarwal KITE Jaipur, Rajasthan, India Swati Aggarwal NSIT, India Kamal Uddin Ahamad Tezpur University, Assam, India Anis Ahmad Galgotias University, UP, India Mansaf Alam IQAC, Jamia Milia Islamia, India Mehtab Alam Jamia Milia Islamia, Delhi, India Shamshad Alam Jamia Milia Islamia, Delhi, India P. Albino Kumar NIT Manipur, Manipur, India Ghazi Al-Naymat Princess Sumaya University for Technology, Jordan Adnan Al-Rabea Albalqa’ Applied University, Jordan Anshu GD Goenka University, India S. Aravindan Annamalai University, India Amarnath Arora KITE Jaipur, Rajasthan, India Pawan Arora Galgotias Institute of Management & Technology, Greater Noida, India Parma Nand Astya Galgotias University, India Sakshi Babbar GD Goenka University, India Usha Batra GD Goenka University, India Bawa Punjabi University, India Ayana Bhaduri Amity University Haryana, Gurgaon, India Subhash Bhalla University of Aizu, Japan Komal Kumar Bhatia YMCA, India Rosy Bhatia GD Goenka University, India Amit Bhatt Dev Bhoomi Group of Institutions, Dehradun, India Suprakash Biswas Galgotias University, UP, India Lalit Borana Hong Kong Polytechnic University, Hong Kong, SAR China Poly Buragohain Mahindra Ecole Centrale, Hyderabad, India B. P. Chamola HNB Garwal University, India Praveen Chandra GGSIPU, India Chandrashekhar Amity University Haryana, Gurgaon, India Rama Chari RRCAT, India Sruti Chattopadhya CBME, IIT-Delhi, New Delhi, India Arun Chaturvedi JIMS, India Om Chaudhary Evolphin Software, India Tanupriya Chaudhary Amity University, Noida, India X Organization V. K. Chaudhary Y. S. Parmar University of Horticulture and Forestry, Nauni, India Alok Chauhan JIIT, Noida, India Shailendra Chauhan Skyline Engineering College, India Amit Chhabra Pollard Banknote, Canada Pooja Choudhary Defence Institute of Physiology & Allied Science, DRDO, Delhi Compa Manis Amigui Monterry Institute of Technology, Mexico Gcaro Cocotle Bruce Condie Vancouver Island University, Canada Anirban Das Ansyst Consulting, India B. K. Das Delhi University, India Ranadip K. Das Indian Institute of Technology (ISM), India Sanjoy Das Galgotias University, India Daya Delhi University, India Ashoka De NIT Patna, India Deepika GD Goenka University, India Desai Pune University, India Jonathan Dimmock University of Saskatchewan, Canada Pinki Dua Amity University, India Alok Manas Dubey IMSEC Ghaziabad, India Manisha Duseja DIT university, Dehradun, India Daniel (Mehdi) Eghbal Energex, Australia N. Farahi InstituteofMaterialsResearch,GermanAerospaceCenter, Cologne, Germany Sunil Gaba Earnst and Young, Bangalore, India Pallavi Gahlot AmityInstituteofBiotechnology,GreaterNoida,UP,India Sumeet Gairola CSIR, Indian Institute of Integrative Medicine, Jammu, India Swati Gangwar Madan Mohan Malaviya University of Technology, Gorakhpur, India Anjali Garg Northcap University, India Ashish Garg Siri, Apple Bindu Garg Pune University, India Deepak Garg Bennate University, India Shailender Gaur RKGEC, Ghaziabad, India Anujit Ghoshal JNU, Delhi, India Emad Girgis National Research Centre, Egypt Mania Goyal Sheffield Hallam University, UK Manik Goyal C. Devilal State Institute of Engineering and Technology, Haryana, India Rahul Goyal Manipal University, Jaipur, India Abhinav Gupta Boston University, USA Nidhi Gupta Amity University, Jaipur, Rajasthan, India Sanjay Gupta Manav Rachna International University, Haryana, India Shikhar Gupta Proctor & Gamble, Singapore

See more

The list of books you might like

Most books are stored in the elastic cloud where traffic is expensive. For this reason, we have a limit on daily download.