Data Science and Analytics: 5th International Conference on Recent Developments in Science, Engineering and Technology, REDSET 2019, Gurugram, India, November 15–16, 2019, Revised Selected Papers, Part I

453 Pages·2020·72.322 MB·English

by  Usha Batra, Nihar Ranjan Roy, Brajendra Panda

Usha Batra
Nihar Ranjan Roy
Brajendra Panda (Eds.)
Communications in Computer and Information Science 1229
Data Science and Analytics
5th International Conference on Recent Developments
in Science, Engineering and Technology, REDSET 2019
Gurugram, India, November 15–16, 2019
Revised Selected Papers, Part I
Communications
in Computer and Information Science 1229
Commenced Publication in 2007
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Polytechnic Institute of Setúbal, Setúbal, Portugal
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Indian Statistical Institute, Kolkata, India
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St. Petersburg Institute for Informatics and Automation of the Russian
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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
Usha Batra Nihar Ranjan Roy
(cid:129) (cid:129)
Brajendra Panda (Eds.)
Data Science and Analytics
5th International Conference on Recent Developments
in Science, Engineering and Technology, REDSET 2019
–
Gurugram, India, November 15 16, 2019
Revised Selected Papers, Part I
123
Editors
Usha Batra NiharRanjan Roy
GDGoenka University GDGoenka University
Gurugram, India Sohna,Haryana, India
Brajendra Panda
University of Arkansas
Fayetteville, AR,USA
ISSN 1865-0929 ISSN 1865-0937 (electronic)
Communications in Computer andInformation Science
ISBN 978-981-15-5826-9 ISBN978-981-15-5827-6 (eBook)
https://doi.org/10.1007/978-981-15-5827-6
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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.
The5thInternationalConferenceonRecentDevelopmentsinScience,Engineering
andTechnology(REDSET2019),washeldattheGDGoenkaUniversity,India,during
November 15–16, 2019, in association with Springer, is our humble effort in this
direction. Promotion of inquiry-based education has been the core competence of the
School of Engineering at GD Goenka University since its inception and the present
conference was yet another step forward. We aim to promote the interdisciplinary
natureofscientificenquiry,whichleadstoengineeringeffortstodevelopscientificand
technologically innovative solutions so as to benefit society as a whole.
We received 353 papers and participation from 12 different countries including
India, Canada, Egypt, Lithuania, Malaysia, Nepal, Nigeria, Saudi Arabia, Sweden,
UAE, Vietnam, and the USA. After undergoing a rigorous peer-review process fol-
lowing international standards, the acceptance rate was approximately 21%. Selection
wasbasedonoriginalityoftheidea,innovation,andrelevancetotheconferencetheme
and relation to the latest trends in the respective domains. We hope that the ideas and
subsequent discussions presented at the conference will help the global scientific
communityto aimtowardanationally andgloballyresponsible society. We also hope
that young minds will derive inspiration from their elders and contribute toward
developing sustainable solutions for the nation and the world as a whole.
ThecurrentproceedingscontainthecontributionspresentedduringREDSET2019.
WewishtoexpressoursincereappreciationtothemembersoftheTechnicalProgram
Committeeandthereviewerswhohelpedinthepaperselectionprocess.Wealsothank
the authors for their contributions that allowed us to 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.Kamiya KhatterandMs.Alla Serikova,for theiroutstandingserviceandsupport.
April 2020 Usha Batra
Nihar Ranjan Roy
Brajendra Panda
Organization
Patron
Goenka Nipun Managing Director at GD Goenka Group, India
Co-patron
Bhaskaran Suku President of GD Goenka Group, India
Conference Program Chair
Panda Brajendra University of Arkansas, USA
Steering Committee
Chair
Sahu Atma Coppin State University, USA
Members
Tickoo Sham Purdue University, USA
Klauss Raul Technological University of Clausthal, Germany
Rauniyar S. P. BMRD, Australia
Borana Lalit Hong Kong Polytechnic University, Hong Kong
Mitra Shayon Manitoba Public Insurance, Canada
Srivastava Anurag K. Washington State University, USA
Priyadi Ardyono Institut Teknologi Sepuluh, Indonesia
Goel Lalit Nanyang Technological University, Singapore
Organizing Committee
Conference Chair
Batra Usha GD Goenka University, India
Organizing Secretary
Roy Nihar Ranjan GD Goenka University, India
Members
Agrawal Shilpy GD Goenka University, India
Arya Vaishali GD Goenka University, India
Banerjee Alina GD Goenka University, India
viii Organization
Bashir Jasira GD Goenka University, India
Chopra Khayati GD Goenka University, India
Gautam Ashu GD Goenka University, India
Gupta Niharika GD Goenka University, India
Jindal Anita Anand GD Goenka University, India
Kapoor Neha GD Goenka University, India
Kataria Shipra GD Goenka University, India
Khurana Shikha GD Goenka University, India
Kumar Yogesh GD Goenka University, India
Meenalochani N. GD Goenka University, India
Mehta Deepa GD Goenka University, India
Nagpal Arpita GD Goenka University, India
Pankaj Manchanda GD Goenka University, India
Priya Rashmi GD Goenka University, India
Saini Manisha Saini GD Goenka University, India
Sharma Ganga GD Goenka University, India
Sharma Manka GD Goenka University, India
Singh Jaspreet GD Goenka University, India
Singh Ramandeep GD Goenka University, India
Sondhi Akanksha GD Goenka University, India
International Advisory Committee
Srivastava Anurag K. Washington State University, USA
Priyadi Ardyono Institut Teknologi Sepuluh, Indonesia
Panda Brajendra University of Arkansas, USA
Goel Lalit Nanyang Technological University, Singapore
Yorino Naoto Hiroshima University, Japan
Kothari D. P. GP Group of Institutions, India
Al-Rabea Adnan Al-Balqà Applied University, Jordan
Karki Nava Raj Tribhuvan University, Nepal
Dharshana Yapa Roshan University of Peradeniya, Sri Lanka
Eghbal Daniel (Mehdi) ENERGEX, Australia
Talukdar Kamarul Hasan Kulna University, Bangladesh
Kapoor Nishal IBM Corporation, USA
Kuswadi Son Politeknik Elektronika Negeri, Indonesia
Chari Rama RRCAT, India
Salazar Alvare German Stockholm University, Sweden
Girgis Emad National Research Centre, Egypt
Sharma Paramanand Tohoku University, Japan
Tickoo Sham Purdue University, USA
Rauniyar S. P. BMRD, Australia
Hakim Lukmanul Lampung University, Indonesia
Klauss Raul Technological University of Clausthal, Germany
Manis Amigui Gcaro Monterry Institute of Technology, Mexico
Cocotle Compa
Organization ix
Victor Manuel Diez Interconexion Electrica, Columbia
Mitra Shayon Manitoba Public Insurance, Canada
Chhabra Amit Pollard Banknote, Canada
Borana Lalit Hong Kong Polytechnic University, Hong Kong
Bhalla Subhash University of Aizu, Japan
Muhammad Akbar Hussain Aalborg University, Denmark
Dil
Abdullah Mohammad University Tun Hussein Onn Malaysia, Malaysia
FaizLiew
Beichelt Frank University of the Witwatersrand, South Africa
Mueller Eckhard German Aerospace Centre, Germany
Technical Committee
Yorino Naoto Hiroshima University, Japan
Huang Miaoqing University of Arkansas, USA
Kothari D. P. GP Group of Institutions, India
Al-Rabea Adnan Al-Balqà Applied University, Jordan
Garg Deepak Bennate University, India
Raj Karki Nava Tribhuvan University, Nepal
Dharshana Yapa Roshan University of Peradeniya, Sri Lanka
Eghbal Daniel (Mehdi) Energex, Australia
Talukdar Kamarul Hasan Kulna University, Bangladesh
Kapoor Nishal IBM Corporation, USA
Kuswadi Son Politeknik Elektronika Negeri, Indonesia
Chari Rama RRCAT, India
Alvare German Salazar Stockholm University, Sweden
Girgis Emad National Research Centre, Egypt
Vyas Abhilasha GSFC University, India
Kumar Abhinav Amity University, India
Kumar Singh Abhishek BIT, India
Swaroop Abhishek BPIT, India
Priyam Abhishek NIT, India
Singh Abhishek Kumar BIT, India
Elngar Ahmed Beni-Suef University, Egypt
Kumar Ajeet AmesGoldsmith, USA
Dureja Aman PDM College of Engineering, India
Landage Amarsinh Government College of Engineering, India
Singh Amit Guru Gobind Singh Indraprastha University, India
Choudhary Amit Maharaja Surajmal Institute, India
Upadhyay Amrita NIT, India
Nayyar Anand Duy Tan University, Vietnam
Garg Anjali The NorthCap University, India
Kumar Ankit Uppsala University, Sweden
Choudhary Ankur Amity University, India
Vij Ankush Amity University, India
x Organization
Gupta Anuj Kumar IKG Punjab Technical University, India
Nagpal Arpita GD Goenka University, India
Seth Ashish Inha University, Uzbekistan
Khanna Ashish MAIT, India
Garg Atul Chitkara University, India
Bhati Bhoopesh Sinigh Ambedkar Institute of Advanced Communication
Technologies and Research, India
Garg Bindu Bharati Vidyapeeth College of Engineering, India
Panda Brajendra University of Arkansas, USA
Shekhar Chander Amity University, India
Banerjee Chitreshh Amity University, India
Babu D. Veerabhadra iNURTURE Education Solutions Pvt. Ltd., India
Mehta Deepa GD Goenka University, India
Gupta Deepak GGSIPU, India
Kamthania Deepali IIT, India
Garg Deepika GD Goenka University, India
Kumar Devendra ABES Engineering College, India
Singh Dimple Amity University, India
Nandan Durgesh AccendereKnowledgeManagementServicesPvt.Ltd.,
CL Educate Ltd., India
Sharma Ganga Guru Gobind Singh Indraprastha University, India
Rani Geeta NSIT, India
Yadav Harikesh NIT, India
Kumar Harish GL Baja Institute of Engineering and Technology,
India
Purohit Hemant JIET, India
Singh Jaspreet GGSIPU, India
Jadon Jitendra Amity University, India
Patel Jyotirmay Shri Ram Murti Smarak College of Engineering,
Technology and Research, India
Sagayam K. Martin Karunya University, India
Rai Kajal Punjab University, India
Punia Kavita JK Lakshmipat University, India
Sree Kiran SVECW, India
Seth Kirti Inha University, Uzbekistan
Prasad Lalit Galgotias University, India
Kharb Latika Jagan Institute of Management Studies, India
Sharma Lavanya Amity University, India
Bhatia Madhulika Amity University, India
Hooda Madhurima Amity University, India
Goyal Manik CDLSIET, India
Gupta Manish Kumar Symbiosis University of Applied Sciences, India
Saini Manisha GD Goenka University, India
Gupta Manoj Rukmini Devi Institute of Advanced Studies, India
Singh Manu HRIT Group of Institutions, India
Solanki Manu Manav Rachna International University, India