Data Science and Analytics

666 Pages·2018·61.188 MB·English

by  Brajendra Panda, Sudeep Sharma, Nihar Ranjan Roy

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
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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