Table Of ContentLecture Notes in Networks and Systems 290
Samiksha Shukla · Aynur Unal ·
Joseph Varghese Kureethara ·
Durgesh Kumar Mishra ·
Dong Seog Han Editors
Data Science
and Security
Proceedings of IDSCS 2021
Lecture Notes in Networks and Systems
Volume 290
Series Editor
Janusz Kacprzyk, Systems Research Institute, Polish Academy of Sciences,
Warsaw, Poland
Advisory Editors
Fernando Gomide, Department of Computer Engineering and Automation—DCA,
SchoolofElectricalandComputerEngineering—FEEC,UniversityofCampinas—
UNICAMP, São Paulo, Brazil
Okyay Kaynak, Department of Electrical and Electronic Engineering,
Bogazici University, Istanbul, Turkey
Derong Liu, Department of Electrical and Computer Engineering, University
of Illinois at Chicago, Chicago, USA; Institute of Automation, Chinese Academy
of Sciences, Beijing, China
Witold Pedrycz, Department of Electrical and Computer Engineering,
University of Alberta, Alberta, Canada; Systems Research Institute,
Polish Academy of Sciences, Warsaw, Poland
Marios M. Polycarpou, Department of Electrical and Computer Engineering,
KIOSResearchCenterforIntelligentSystemsandNetworks,UniversityofCyprus,
Nicosia, Cyprus
Imre J. Rudas, Óbuda University, Budapest, Hungary
Jun Wang, Department of Computer Science, City University of Hong Kong,
Kowloon, Hong Kong
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Samiksha Shukla Aynur Unal
(cid:129) (cid:129)
Joseph Varghese Kureethara
(cid:129)
Durgesh Kumar Mishra
(cid:129)
Dong Seog Han
Editors
Data Science and Security
Proceedings of IDSCS 2021
123
Editors
Samiksha Shukla Aynur Unal
Christ University Digital Monozukuri
Bangalore, India StanfordAlumni
PaloAlto, CA,USA
JosephVarghese Kureethara
Christ University Durgesh KumarMishra
Bangalore, India Computer Science andEngineering
Sri Aurobindo Institute of Technology
Dong SeogHan Indore, MadhyaPradesh, India
Schoolof Electronics Engineering
KyungpookNational University
Daegu,Korea (Republic of)
ISSN 2367-3370 ISSN 2367-3389 (electronic)
Lecture Notesin Networks andSystems
ISBN978-981-16-4485-6 ISBN978-981-16-4486-3 (eBook)
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Preface
ThisVolumecontainsthepaperspresentedattheInternationalConferenceonData
Science, Computation, and Security (IDSCS 2021) held on April 16–17, 2021,
organized by CHRIST (Deemed to be University), Pune, Lavasa Campus, India.
IDSCS 2021 received approximately 170 research submissions from 4 different
countries, viz. South Korea, Iraq, United Arab Emirates, and Ukraine.
Technologyisthedrivingforceinthiseraofglobalizationforthesocioeconomic
growth and sustained development of any country. The influence of data and
security in shaping the process of globalization, particularly in productivity, com-
mercial, and financial spheres, is highly required. It is the phase of revolution that
has significant implications for the current and future societal and economic situ-
ationofallthecountriesintheworld.Dataandsecurityplayafundamentalrolein
enabling people to rely on digital media for a better lifestyle. It is concluded that
data science and security is a significant contributor to the success of the current
initiative of Digital India.
The international conference deliberated on topics specified within its scope. It
focused on exploring the role of technology, data science, computational security,
and related applications in enhancing and securing business processes. The con-
ference offered a platform for bringing forward substantial research and literature
across the arena of data science and security. It provided an overview of the
upcoming technologies. IDSCS 2021 provided a platform for leading experts,
academicians, fellow students, researchers, and practitioners to share their per-
ceptions, provide supervision, and address participants’ interrogations and con-
cerns. After a rigorous peer review with the help of program committee members
consisting of several reviewers across the globe, 53 papers.
TheconferencewasinauguratedbyDr.BimalRoy,Chairman,NationalStatistics
Commission, and other eminent dignitaries, including Dr. Fr. Abraham V. M.,
Dr. A. K. Nayak, Dr. Fr. Jose C. C., Dr. Fr. Joseph Varghese, Dr. Fr. Jossy
P. George, Dr. Fr. ArunAntony,andDr. D. K.Mishra.
Theconferencewitnessedkeynoteaddressesfromeminentspeakers,namelyDr.
Aninda Bose, Senior Publishing Editor, Springer Nature; Dr. Arceloni Neusa
Volpato, International Affairs Coordinator, Transcultural Practices Master &
v
vi Preface
Coordinator, Centro Universitário Facvest–UNIFACVEST; Dr. Marta
Zurek-Mortkan, Lukasiewicz Research Network, Institute for Sustainable
Technologies, Department of Control Systems, Radom, Poland; Dr. Sunil Kumar
Vuppala,Director,DataScience,Ericsson,BangaloreUrban,Karnataka,India;Dr.
Sudeendra Koushik, Innovation Director at Volvo Group, Head of CampX,
Bangalore; Dr. B. S. Dayasagar, Systems Science and Informatics Unit, Indian
Statistical Institute-Bangalore Centre, India.
The organizers wish to thank Dr. Aninda Bose, Senior Editor, Springer Nature,
NewDelhi,India,forhissupportandguidance.Ms.DivyaMeiyazhagan,Springer
Nature. The organizing committee wishes to thank EasyChair Conference
ManagementSystemasitisawonderfultoolforeasyorganizationandcompilation
of conference documents.
Bangalore, India Samiksha Shukla
Palo Alto, USA Aynur Unal
Bangalore, India Joseph Varghese Kureethara
Indore, India Durgesh Kumar Mishra
Daegu, Korea (Republic of) Dong Seog Han
Contents
Towards a Knowledge Centric Semantic Approach for Text
Summarization. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1
Siddhant Singh and Gerard Deepak
Detection of Abnormal Red Blood Cells Using Features Dependent
on Morphology and Rotation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 10
Ali Sadam, Hazim G. Daway, and Jamela Jouda
A Systematic Review of Challenges and Techniques
of Privacy-Preserving Machine Learning . . . . . . . . . . . . . . . . . . . . . . . . 19
Kapil Tiwari, Samiksha Shukla, and Jossy P. George
Deep Learning Methods for Intrusion Detection System . . . . . . . . . . . . 42
Yash Agrawal, Tushar Bhosale, Hrishikesh Chavan,
and Deepak Kshirsagar
Adaptive Neuro Fuzzy Approach for Assessment of Learner’s
Domain Knowledge . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 50
Varsha P. Desai, Kavita S. Oza, and Rajanish K. Kamat
Comparison of Full Training and Transfer Learning in Deep
Learning for Image Classification . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 58
Sibu Cyriac, Nidhin Raju, and Sivakumar Ramaswamy
Physical Unclonable Function and OAuth 2.0 Based Secure
Authentication Scheme for Internet of Medical Things . . . . . . . . . . . . . 68
Vivin Krishnan and Sreeja Cherillath Sukumaran
Sensitivity Analysis of a Multilayer Perceptron Network for Cervical
Cancer Risk Classification . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 80
EmmanuellaA.W.Budu,V.LakshmiNarasimhan, andZablonA.Mbero
Data Encryption and Decryption Techniques Using Line Graphs . . . . . 89
Sanjana Theresa and Joseph Varghese Kureethara
vii
viii Contents
Aerial Image Enhanced by Using Dark Channel Prior and Retinex
Algorithms Based on HSV Color Space . . . . . . . . . . . . . . . . . . . . . . . . . 97
Hana H. Kareem, Rana T. Saihood, and Hazim G. Daway
CARPM: Comparative Analysis of Routing Protocols in MANET. . . . . 107
Vijay Rathi and Raj Thaneeghaivel
Content-Restricted Boltzmann Machines for Diet Recommendation. . . . 114
Vaishali M. Deshmukh and Samiksha Shukla
PIREN: Prediction of Intermediary Readers’ Emotion
from News-Articles. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 122
Rashi Anubhi Srivastava and Gerard Deepak
Automated Organic Web Harvesting on Web Data for Analytics . . . . . 131
Lija Jacob and K. T. Thomas
Convolutional Autoencoder Based Feature Extraction and KNN
Classifier for Handwritten MODI Script Character Recognition . . . . . . 142
Solley Joseph and Jossy George
ODFWR: An Ontology Driven Framework for Web
Service Recommendation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 150
N. Manoj and Gerard Deepak
Smart Contract Security and Privacy Taxonomy, Tools,
and Challenges. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 159
Jasvant Mandloi and Pratosh Bansal
Heteroskedasticity Analysis During Operational Data Processing
of Radio Electronic Systems. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 168
Maksym Zaliskyi, Oleksandr Solomentsev, Olga Shcherbyna,
Ivan Ostroumov, Olha Sushchenko, Yuliya Averyanova,
Nataliia Kuzmenko, Oleksandr Shmatko, Nikolay Ruzhentsev,
Anatoliy Popov, Simeon Zhyla, Valerii Volosyuk, Olena Havrylenko,
Vladimir Pavlikov, Kostiantyn Dergachov, Eduard Tserne,
Tatyana Nikitina, and Borys Kuznetsov
Role of Data Science in the Field of Genomics and Basic Analysis
of Raw Genomic Data Using Python . . . . . . . . . . . . . . . . . . . . . . . . . . . 176
S. Karthikeyan and Deepa V. Jose
AutomaticDetectionofSmokeinVideosRelyingonFeaturesAnalysis
Using RGB and HSV Colour Spaces . . . . . . . . . . . . . . . . . . . . . . . . . . . 182
Raghad H. Mohsin, Hazim G. Daway, and Hayfa G. Rashid
A Comparative Study of the Performance of Gait Recognition Using
Gait Energy Image and Shannon’s Entropy Image with CNN. . . . . . . . 191
K. T. Thomas and K. P. Pushpalatha
Contents ix
OntoJudy: A Ontology Approach for Content-Based Judicial
Recommendation Using Particle Swarm Optimisation and Structural
Topic Modelling . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 203
N. Roopak and Gerard Deepak
Classifying Emails into Spam or Ham Using ML Algorithms . . . . . . . . 214
Gopika Mohanan, Deepika Menon Padmanabhan, and G. S. Anisha
Rice Yield Forecasting in West Bengal Using Hybrid Model . . . . . . . . . 222
Aishika Banik, G. Raju, and Samiksha Shukla
An Inventory Model for Growing Items with Deterioration
and Trade Credit . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 232
Ashish Sharma and Amit Kumar Saraswat
A Deep Learning Based Approach for Classification of News as Real
or Fake. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 239
Juhi Kumari, Raman Choudhary, Swadha Kumari, and Gopal Krishna
User Authentication with Graphical Passwords using Hybrid Images
and Hash Function. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 247
Sachin Davis Mundassery and Sreeja Cherillath Sukumaran
UAS Cyber Security Hazards Analysis and Approach
to Qualitative Assessment. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 258
Yuliya Averyanova, Olha Sushchenko, Ivan Ostroumov,
Nataliia Kuzmenko, Maksym Zaliskyi, Oleksandr Solomentsev,
Borys Kuznetsov, Tatyana Nikitina, Olena Havrylenko, Anatoliy Popov,
Valerii Volosyuk, Oleksandr Shmatko, Nikolay Ruzhentsev,
Simeon Zhyla, Vladimir Pavlikov, Kostiantyn Dergachov,
and Eduard Tserne
Some New Results on Non-zero Component Graphs of Vector Spaces
Over Finite Fields. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 266
Vrinda Mary Mathew and Sudev Naduvath
Multiple Approaches in Retail Analytics to Augment Revenues. . . . . . . 276
Haimanti Banik and Lakshmi Shankar Iyer
Factors Influencing Online Shopping Behaviour: An Empirical Study
of Bangalore. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 285
Hemlata Joshi, Anubin Binoy, Fathimath Safna, and Maria David
Smart Electricity and Consumer Management Using Hyperledger
Fabric Technology . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 295
Faiza Tahreen, Sushil Kumar, Gopal Krishna, and Filza Zarin
Early Prediction of Plant Disease Using AI Enabled IOT . . . . . . . . . . . 303
S. Vijayalakshmi, G. Balakrishnan, and S. Nithya Lakshmi
