Communications in Computer and Information Science 1406

Editorial Board Members Joaquim Filipe Polytechnic Institute of Setúbal, Setúbal, Portugal Ashish Ghosh Indian Statistical Institute, Kolkata, India 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 Paramartha Dutta • Jyotsna K. Mandal • Somnath Mukhopadhyay (Eds.)

Computational Intelligence in Communications and Business Analytics Third International Conference, CICBA 2021 Santiniketan, India, January 7–8, 2021 Revised Selected Papers

123 Editors Paramartha Dutta Jyotsna K. Mandal Visva-Bharati University University of Kalyani Santiniketan, India Kalyani, India Somnath Mukhopadhyay Assam University Silchar, India

ISSN 1865-0929 ISSN 1865-0937 (electronic) Communications in Computer and Information Science ISBN 978-3-030-75528-7 ISBN 978-3-030-75529-4 (eBook) https://doi.org/10.1007/978-3-030-75529-4

© Springer Nature Switzerland AG 2021 This work is subject to copyright. All rights are reserved by the Publisher, whether the whole or part of the 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 storage and retrieval, electronic adaptation, computer software, or by similar or dissimilar methodology now known or hereafter developed. The use of general descriptive names, registered names, trademarks, service marks, etc. in this publication does not imply, even in the absence of a specific statement, that such names are exempt from the relevant protective laws and regulations and therefore free for general use. The publisher, the authors and the editors are safe to assume that the advice and information in this book are believed to be true and accurate at the date of publication. Neither the publisher nor the authors or the editors give a warranty, expressed or implied, with respect to the material contained herein or for any errors or omissions that may have been made. The publisher remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

This Springer imprint is published by the registered company Springer Nature Switzerland AG The registered company address is: Gewerbestrasse 11, 6330 Cham, Switzerland Preface

It is a matter of great pleasure for us, as the editors, to share some of our experience in the form of a preface in relation to the proceedings of the Third International Con- ference on “Computational Intelligence in Communications and Business Analytics (CICBA 2021)”, held during January 7–9, 2021. What indeed is an instance of pride, is that the papers appearing in this proceedings meet all the stringent technical filter mechanisms befitting an edited volume published in Springer’s prestigious Commu- nications in Computer and Information Science (CCIS) series. Needless to say, com- pliance with all the requirements as laid down in the publication policy is a highly challenging task, which the authors of these papers fulfilled. No doubt it is an admirable achievement on their part. As the editors of this volume, we wish to avail ourselves of this opportunity to express our heartfelt congratulations to them all. When the conference was planned about one and half years back, we primarily took it as a challenge because the CCIS approval was not easy to garner. From the begin- ning, the approval was conditional, and there was every possibility that the publication might never come to fruition. Only after thorough scrutiny, until the last phase of camera-ready submission of all accepted papers, was Springer, as our publishing partner, in a position to unconditionally approve this CCIS series publication. Throughout this time we were apprehensive as to whether we, as editors, would be able to see our initiative through successfully. What further complicated the situation was the COVID-19 pandemic, which impacted researchers and practitioners across the globe and, perhaps, made it more challenging to produce contributions of good tech- nical merit. We sincerely appreciate that our Call for Papers was able to attract no less than 84 submissions, out of which 20 stood up to our rigorous review process for inclusion in the proceedings. We feel particularly moved by the submissions from the prospective authors because unfortunately we could not guarantee publication, and yet they still made the effort to share their work. Coming to the composition of the papers appearing in the proceedings, we cate- gorized them broadly into four domains: (i) Computational Intelligence (six contri- butions), (ii) Intelligent Data Mining and Data Warehousing (six contributions), (iii) Computational Forensic (Privacy and Security) (four contributions) and (iv) Data Science and Advanced Data Analytics (four contributions). It is goes without saying that all of these papers are highly commendable in a technical sense. We were particularly impressed by the way that Springer, as our publishing partner, took a principled stand to ensure the high quality of this proceedings, knowing full well that a delayed CCIS approval would, in all likelihood, hinder the interest of prospective authors. We feel gratified that they put quality over and above commercial vi Preface considerations. We are proud to have them as our publishing partner. We also hope that in the months and years to come, our collaboration will be further enhanced. Happy reading!!!

April 2021 Paramartha Dutta Jyotsna K. Mandal Somnath Mukhopadhyay Organization

Chief Patron

Vice-Chancellor Visva-Bharati University, India

General Chair

Kalyanmoy Deb Michigan State University, USA

Organising Chair

Alak Datta Visva-Bharati University, India

Program Committee Chairs

Paramartha Dutta Visva-Bharati University, India Jyotsna K. Mandal Kalyani University, India Somnath Mukhopadhyay Assam University, India

International Advisory Board

Amit Konar Jadavpur University, India Amiya Nayak Ottawa University, Canada Atal Chowdhury Veer Surendra Sai University of Technology, India Aynur Unal Stanford University, USA Banshidhar Majhi IIITDM Kanchipuram, India Carlos A. Coello Coello CINVESTAV-IPN, Mexico Edward Tsang University of Essex, UK Hisao Ishibuchi Southern University of Science and Technology, China L. M. Patnaik IISC Bangalore, India Mike Hinchey University of Limerick, Ireland Mrinal Kanti Naskar Jadavpur University, India P. N. Suganthan Nanyang Technological University, Singapore Sajal Das University of Texas at Arlington, USA Shikharesh Majumdar Carleton University, Canada Sushmita Mitra Indian Statistical Institute, Kolkata, India

Technical Program Committee

A. Damodaram Jawaharlal Nehru Technological University, India Aminul Islam BIT Mesra, India Amlan Chakraborty University of Calcutta, India viii Organization

Anamitra Roy Chaudhury IBM Research, New Delhi, India Angsuman Sarkar Kalyani Government Engineering College, India Anirban Chakraborty IISC Bangalore, India Anirban Mukhopadhyay University of Kalyani, India Anuradha Banerjee Kalyani Government Engineering College, India Arindam Biswas IIEST Shibpur, India Arindam Sarkar Belur Vidyamandir, India Arnab K. Laha Indian Institute of Management Ahmedabad, India Arnab Majhi NEHU, India Arun Baran Samaddar National Institute of Technology, Sikkim, India Arundhati Bagchi Misra Saginaw Valley State University, USA Asif Ekbal Indian Institute of Technology Patna, India B. B. Pal University of Kalyani, India B. K. Panigrahi Indian Institute of Technology Delhi, India Barin Kumar De Tripura University, India Basabi Chakraborty Iwate Prefectural University, Japan Biswapati Jana Vidyasagar University, India Chandan Bhar IIT (ISM) Dhanbad, India Chandreyee Chowdhury Jadavpur University, India Debaprasa Das Assam University, India Debarka Mukhopadhyay Adamas University, India Debashis De Maulana Abul Kalam Azad University of Technology, India Debasish Chakraborty ISRO Kolkata, India Debesh Das Jadavpur University, India Debotosh Bhattacharjee Jadavpur University, India Dhananjay Bhattacharyya Saha Institute of Nuclear Physics, India Diganta Sengupta Techno International Batanagar, India Dilip Kumar Pratihar Indian Institute of Technology Kharagpur, India Ganapati Panda Indian Institute of Technology Bhubaneswar, India Girijasankar Mallik Western Sydney University, Australia Goutam Saha NEHU, India Govinda K. Vellore Institute of Technology, India Himadri Dutta Kalyani Government Engineering College, India Hyeona Lim Mississippi State University, USA Indrajit Bhattacharyya Kalyani Government Engineering College, India Indrajit Pan RCCIIT, India Indrajit Saha NITTTR, Kolkata, India J. K. Singh Jadavpur University, India Jaya Sil IIEST Shibpur, India Jyoti Prakash Singh National Institute of Technology Patna, India K. Suresh Babu Jawaharlal Nehru Technological University, India Kakali Dutta Visva Bharati University, India Kamrul Alam Khan Jagannath University, Bangladesh Kartick Chandra Mondal Jadavpur University, India Kaushik Dassharma University of Calcutta, India Organization ix

Koushik Dasgupta Kalyani Government Engineering College, India Koushik Majumder Maulana Abul Kalam Azad University of Technology, India Koushik Mondal IIT (ISM) Dhanbad, India Kousik Roy WB State University, India Krishnendu Chakraborty Government College of Engineering and Ceramic Technology, India Manas Sanyal University of Kalyani, India Millie Pant Indian Institute of Technology Roorkee, India Mita Nasipuri Jadavpur University, India Moirangthem Marjit Singh NERIST, India Nabendu Chaki University of Calcutta, India Nandini Mukhopadhyay Jadavpur University, India Nibaran Das Jadavpur University, India Nilanjana Dutta Roy Institute of Engineering and Management, India Pabitra Mitra Indian Institute of Technology Kharagpur, India Partha Pakray National Institute of Technology, Silchar, India Partha Pratim Sahu Tezpur University, India Parthajit Roy University of Burdwan, India Pawan K. Singh Jadvpur University, India Pawan Kumar Jha Purbanchal University, Nepal Pramod Kumar Meher Nanyang Technological University, Singapore Pranab K. Dan Indian Institute of Technology Kharagpur, India Prasanta K. Jana IIT (ISM) Dhanbad, India Prashant R. Nair Amrita Vishwa Vidyapeetham, India Pratyay Kuila National Institute of Technology Sikkim, India Rahul Kala Indian Institute of Information Technology, Allahabad, India Rajdeep Chakraborty Netaji Subhas Institute of Technology, India Rajeeb De National Institute of Technology Silchar, India Ram Sarkar Jadavpur University, India Ranjita Das National Institute of Technology Mizoram, India Ravi Subban Pondichery University, India S. K. Behera National Institute of Technology Rourkela, India Samarjit Kar National Institute of Technology Durgapur, India Samir Malakar Asutosh College, India Samir Roy NITTTR, Kolkata, India Samiran Chattopadhyay Jadavpur University, India Sankhayan Choudhury University of Calcutta, India Santi P. Maity IIEST Shibpur, India Sarmistha Neogy Jadavpur University, India Satish Narayana Srirama University of Tartu, Estonia Satyen Mondal Kalyani Government Engineering College, India Siddhartha Bhattacharyya Christ University, India Sk Obaidullah Aliah University, India Soma Barman University of Calcutta, India x Organization

Soumya Pandit University of Calcutta, India Sriparna Saha Indian Institute of Technology Patna, India Subarna Shakya Tribhuvan University, Nepal Subhadip Basu Jadavpur University, India Subir Sarkar Jadavpur University, India Subrata Banerjee National Institute of Technology Durgapur, India Sudhakar Sahoo Institute of Mathematics and Applications, India Sudhakar Tripathi National Institute of Technology Patna, India Sudipta Roy Assam University, India Sujoy Chatterjee UNIST, South Korea Sukumar Nandi Indian Institute of Technology Guwahati, India Suman Lata Tripathi Lovely Professional University, India Sunita Sarkar Assam University, India Swapan Kumar Mandal Kalyani Government Engineering College, India Tamaghna Acharya IIEST Shibpur, India Tandra Pal National Institute of Technology Durgapur, India Tanushyam Chattopadyay TCS, Kolkata, India U. Dinesh Kumar Indian Institute of Management Bangalore, India Umapada Pal Indian Statistical Institute, Kolkata, India Varun Kumar Ojha University of Reading, UK Vijay Nath BIT Mesra, India Asit Barman Siliguri Institute of Technology, India Debaditya Barban Visva-Bharati University, India Contents

Computational Forensic (Privacy and Security)

Quantified Analysis of Security Issues and Its Mitigation in Blockchain Using Game Theory ...... 3 Ashis Kumar Samanta, Bidyut Biman Sarkar, and Nabendu Chaki

Color Image Compressed Sensing Using Modified Stagewise Orthogonal Matching Pursuit...... 20 Sujit Das and Jyotsna Kumar Mandal

Duplicate Frame Detection in Forged Videos Using Sequence Matching . . . . 29 Sk Mohiuddin, Samir Malakar, and Ram Sarkar

An Image Encryption Method Using Chaos and DNA Encoding...... 42 Mukul Biswas, Sujit Kumar Das, and Bibhas Chandra Dhara

Computational Intelligence

Modeling and Prediction of COVID-19 in India Using Machine Learning . . . 59 Arindam Ghosh and Arnab Sadhu

Exploring Hand-Crafted Features and Transfer Learning for Polyp Segmentation ...... 68 Shyam Janam Mahato, Debapriya Banik, and Debotosh Bhattacharjee

A Novel Equilibrium Optimization Technique for Band Selection of Hyperspectral Images...... 77 Aditi Roy Chowdhury, Joydev Hazra, Kousik Dasgupta, and Paramartha Dutta

A Fuzzy Logic Approach to Evaluate Discomfort of Body Parts Among Female Sal Leaf Plate Makers in India...... 91 Bappaditya Ghosh, Subhashis Sahu, and Animesh Biswas

Multispectral Object Detection with Deep Learning ...... 105 Md Osman Gani, Somenath Kuiry, Alaka Das, Mita Nasipuri, and Nibaran Das

Pythagorean Fuzzy c-means Clustering Algorithm ...... 118 Souvik Gayen and Animesh Biswas xii Contents

Data Science and Advanced Data Analytics

Application of a New Hybrid MCDM Technique Combining Grey Relational Analysis with AHP-TOPSIS in Ranking of Stocks in the Indian IT Sector ...... 133 Swagata Ghosh

Exploring Knowledge Distillation of a Deep Neural Network for Multi-script Identification ...... 150 Shuvayan Ghosh Dastidar, Kalpita Dutta, Nibaran Das, Mahantapas Kundu, and Mita Nasipuri

A Machine Learning Based Fertilizer Recommendation System for Paddy and Wheat in West Bengal...... 163 Uditendu Sarkar, Gouravmoy Banerjee, and Indrajit Ghosh

Gauging Stress Among Indian Engineering Students ...... 175 Astha Singh and Divya Kumar

Intelligent Data Mining and Data Warehousing

Deep CNN Based Automatic Detection and Identification of Bengal Tigers ...... 189 Tarun Kishore, Aditya Jha, Saurav Kumar, Suman Bhattacharya, and Mahamuda Sultana

AI Based Automated Model for Plant Disease Detection, a Deep Learning Approach ...... 199 Aditi Ghosh and Parthajit Roy

Gene Expression-Based Prediction of Lung Cancer-Associated Protein-Protein Interactions...... 214 Lopamudra Dey and Anirban Mukhopadhyay

ValveCare: A Fuzzy Based Intelligent Model for Predicting Heart Diseases Using Arduino Based IoT Infrastructure...... 229 Kaustabh Ganguly, Amiya Karmakar, and Partha Sarathi Banerjee

Abstractive Text Summarization Approaches with Analysis of Evaluation Techniques ...... 243 Abdullah Faiz Ur Rahman Khilji, Utkarsh Sinha, Pintu Singh, Adnan Ali, and Partha Pakray

Classification of Colorectal Cancer Histology Images Using Image Reconstruction and Modified DenseNet ...... 259 Tanmoy Sarkar, Animesh Hazra, and Nibaran Das

Author Index ...... 273