Advances in Intelligent Systems and Computing
Volume 1349
Series Editor
Janusz Kacprzyk, Systems Research Institute, Polish Academy of Sciences, Warsaw, Poland
Advisory Editors
Nikhil R. Pal, Indian Statistical Institute, Kolkata, India
Rafael Bello Perez, Faculty of Mathematics, Physics and Computing, Universidad Central de Las Villas, Santa Clara, Cuba
Emilio S. Corchado, University of Salamanca, Salamanca, Spain Hani Hagras, School of Computer Science and Electronic Engineering, University of Essex, Colchester, UK
László T. Kóczy, Department of Automation, Széchenyi István University, Gyor, Hungary
Vladik Kreinovich, Department of Computer Science, University of Texas at El Paso, El Paso, TX, USA
Chin-Teng Lin, Department of Electrical Engineering, National Chiao Tung University, Hsinchu, Taiwan
Jie Lu, Faculty of Engineering and Information Technology, University of Technology Sydney, Sydney, NSW, Australia
Patricia Melin, Graduate Program of Computer Science, Tijuana Institute of Technology, Tijuana, Mexico
Nadia Nedjah, Department of Electronics Engineering, University of Rio de Janeiro, Rio de Janeiro, Brazil
Ngoc Thanh Nguyen , Faculty of Computer Science and Management, Wrocław University of Technology, Wrocław, Poland
Jun Wang, Department of Mechanical and Automation Engineering, The Chinese University of Hong Kong, Shatin, Hong Kong
The series “Advances in Intelligent Systems and Computing” contains publications on theory, applications, and design methods of Intelligent Systems and Intelligent Computing. Virtually all disciplines such as engineering, natural sciences, computer and information science, ICT, economics, business, e-commerce, environment, healthcare, life science are covered. The list of topics spans all the areas of modern intelligent systems and computing such as: computational intelligence, soft comput- ing including neural networks, fuzzy systems, evolutionary computing and the fusion of these paradigms, social intelligence, ambient intelligence, computational neuro- science, artificial life, virtual worlds and society, cognitive science and systems, Perception and Vision, DNA and immune based systems, self-organizing and adaptive systems, e-Learning and teaching, human-centered and human-centric computing, recommender systems, intelligent control, robotics and mechatronics including human-machine teaming, knowledge-based paradigms, learning para- digms, machine ethics, intelligent data analysis, knowledge management, intelligent agents, intelligent decision making and support, intelligent network security, trust management, interactive entertainment, Web intelligence and multimedia.
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Asit Kumar Das · Janmenjoy Nayak ·
Bighnaraj Naik · Soumi Dutta · Danilo Pelusi
Editors
Computational Intelligence in Pattern Recognition
Proceedings of CIPR 2021
Editors Asit Kumar Das
Computer Science and Technology Indian Institute of Engineering Science Howrah, West Bengal, India
Bighnaraj Naik Computer Applications
Veer Surendra Sai University of Technology Burla, Odisha, India
Danilo Pelusi
Communication Sciences University of Teramo Teramo, Italy
Janmenjoy Nayak
Computer Science and Engineering Aditya Institute of Technology and Management
Tekkali, Andhra Pradesh, India Soumi Dutta
Computer Application and Science Institute of Engineering and Management Kolkata, West Bengal, India
ISSN 2194-5357 ISSN 2194-5365 (electronic) Advances in Intelligent Systems and Computing
ISBN 978-981-16-2542-8 ISBN 978-981-16-2543-5 (eBook) https://doi.org/10.1007/978-981-16-2543-5
© The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2022
This work is subject to copyright. All rights are solely and exclusively licensed 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.
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Preface
The twentieth century is witnessing a big data revolution, where most of the real-life engineering domains are facing incredible challenges caused by an irresistible flow of data and need swift interpretation. Moreover, all these data are not in a sorted sequence and need lots of computation. Computational Intelligence methods such as neural networks, fuzzy logic, evolutionary algorithms, etc. are the frequent choice for handling such issues with a special light on the non-linearity nature of data.
Moreover, these methods are suitable for developing robust models of processes with the integration of other intelligent methods for effective pattern recognition problems.
The third international conference “Computational Intelligence in Pattern Recog- nition”, (CIPR-2021), is organized by the Institute of Engineering and Manage- ment (IEM), Kolkata, West Bengal, India, on 24 and 25 April 2021. Because of the current pandemic situation of novel coronavirus across the globe, many countries have initiated lockdown measures for safety against the pandemic. In consideration of the participant’s request, the conference committee has made a difficult decision to convert the face-to-face meeting of this year to a virtual (online) mode conference.
The conference is directed toward the dissemination of knowledge and advances research in various applications of pattern recognition and intelligent computing. In this third version, two new themes such as deep learning and big data are being specif- ically focused on. Moreover, a separate theme of proposals is invited on applications of computational intelligence in integration to text video recognition, sentiment anal- ysis, advanced image processing and covid data analysis. The articles are subdivided into three tracks such as Intelligent Algorithms for Pattern Recognition, Applica- tion of Computational Intelligence and Advance Computing. This series of CIPR contains good quality articles based on the major and minor thematic areas of the conference, which are very specialized in the respective domains. This volume is a wide range of collections of articles on the applications of computational intelligence on Astrological Predictions, Personality Prediction, Real-Time Video Analysis, Iden- tifications of Skin Cancer, Analyzing Crime Documents, Specific Language Recog- nition, Rice Disease Prediction, Computing GPS Uncertainties, COVID-19 Report Analysis, Cybercrime Attack Analysis, Disease Data Analysis, Audio-Visual Color
v
vi Preface
Recognition, Audio Fingerprinting, Automatic Sign Language Identification, Vessel Network Identification, Corona Patient Detection, Lane Marking Detection, Concrete Crack Detection, Cervical Cancer Detection, Student Lifestyle Query Classification, Crop Management, etc. All the accepted papers are double-blind reviewed by the concerned subject experts and the editors had a great time working in collaboration with international advisory, program and technical committee members.
This version of CIPR is an acknowledgment of a vast collection of diversified computational intelligence research and everybody should feel proud of the outcome.
On behalf of the Organizing Committee, we wish to express our heartfelt appreci- ation to the keynote and panel speakers. We extend our deep sense of gratitude to all the prospective authors, organizing committee members, international and national advisory board members, technical committee members and reviewers for their unconditional support to make this event happen during this unwanted situation like a pandemic. Moreover, we are indebted toward the support and cooperation of the Springer technical team for the timeline production of this volume.
Howrah, India Tekkali, India Burla, India Kolkata, India Teramo, Italy
Asit Kumar Das Janmenjoy Nayak Bighnaraj Naik Soumi Dutta Danilo Pelusi
Committees
Chief Patron
Prof. (Dr.) Satyajit Chakrabarti, Institute of Engineering and Management, Salt Lake, Kolkata, West Bengal, India
Patrons
Dr. Satyajit Chakrabarti, Institute of Engineering and Management, Salt Lake, Kolkata, West Bengal, India
Prof. Ashish Ghosh, Machine Intelligence Unit, Indian Statistical Institute, Kolkata, West Bengal, India
Prof. Monojit Mitra, Electronics and Telecommunication Engineering, Indian Insti- tute of Engineering Science and Technology, Shibpur, Howrah, West Bengal, India
Honorary Advisory Chair
Prof. Michael Pecht, Chair Professor and Director, University of Maryland, College Park, USA
Prof. V. E. Balas, Aurel Vlaicu University of Arad, Romania
Prof. Pabitra Mitra, Department of Computer Science and Engineering, Indian Institute of Technology Kharagpur, West Bengal, India
vii
viii Committees
Honorary General Chair
Prof. Ajith Abraham, Director, Machine Intelligence Research Lab, USA and Professor, Technical University of Ostrava, Czech Republic
Prof. David Al-Dabass, Nottingham Trent University, UK
Prof. Kuntal Ghosh, Machine Intelligence Unit, Indian Statistical Institute, Kolkata, West Bengal, India
Prof. Chandan Kumar Chanda, Department of Electrical Engineering, Indian Institute of Engineering Science and Technolog, Shibpur, Howrah, West Bengal, India
General Chair
Prof. Paramartha Dutta, Professor, Department of Computer and System Sciences, Visva-Bharati, Santiniketan, West Bengal, India
Prof. Asit Kumar Das, Department of Computer Science and Technology, Indian Institute of Engineering Science and Technology, Shibpur, Howrah, West Bengal, India
Prof. Weiping Ding, Department of Computer Science and Technology, Nantong University, Jiangsu, China
Program Chair
Prof. Janmenjoy Nayak, Associate Professor, Department of Computer Science and Engineering, Aditya Institute of Technology and Management (AITAM), Tekkali, Andhra Pradesh, India
Dr. Uttam Ghosh, Vanderbilt University, USA
Dr. Danilo Pelusi, University of Teramo, Coste Sant’Agostino Campus, Teramo, Italy Dr. Bighnaraj Naik, Veer Surendra Sai University of Technology, Burla, India Dr. S. Vimal, National Engineering College, Tamilnadu, India
Organizing Chair
Dr. Tanupriya Choudhury, University of Petroleum and Energy Studies (UPES), Dehradun, India
Dr. Arijit Ghosal, St. Thomas’ College of Engineering and Technology, Kolkata, West Bengal, India
Committees ix
Dr. Rupam Bhattacharya, Institute of Engineering and Management, Salt Lake, Kolkata, India
Mr. Biswajit Maity, Institute of Engineering and Management, Salt Lake, Kolkata, India
International Advisory Committee
Dr. Sheng-Lung Peng, National Dong Hwa University, Hualien, Taiwan Dr. Florin Popentiu Vladicescu, University of Oradea, Romania Dr. Arijit Sur, IIT Guwahati, India
Dr. Vincenzo Piuri, University of Milan, Italy
Prof. Shaikh A. Fattah, Bangladesh University of Engineering and Technology, Bangladesh
Dr. Claude Delpha, Université Paris-Saclay, France Prof. PabitraMitra, IIT Kharagpur, India
Dr. Mukesh Prasad, University of Technology Sydney, Australia Prof. Susanta Chakraborty, IIEST, Shibpur, Howrah, West Bengal, India Dr. Chi-Chang Chang, Chung Shan Medical University, Taiwan Dr. Swagatam Das, Indian Statistical Institute, Kolkata, India Prof. Raffaele Mascella, University of Teramo, Italy
Prof. SulataMitra, IIEST, Shibpur, West Bengal, India Prof. DebdattaSinha, University of Calcutta, India Prof. Luca Tallini, University of Teramo, Italy
Prof. HaffizurRahman, IIEST, Shibpur, West Bengal, India Dr. Korhan Cengiz, Kadir Has University, Istanbul, Turkey Prof. Monojit Mitra, IIEST, Shibpur, West Bengal, India
Prof. Yong Deng, Institute of Fundamental and Frontier Science, Chengdu, China Prof. Mita Nasipuri, Jadavpur University, West Bengal, India
Prof. Santi Prasad Maity, IIEST, Shibpur, West Bengal, India Prof. Paramartha Dutta, Visva-Bharati University, West Bengal, India Prof. Amitava Chatterjee, Jadavpur University, West Bengal
Prof. Subramaniam Ganesan, Oakland University, USA Prof. D. P. Mohapatra, NIT Rourkela, India
Prof. Chandan Kumar Chanda, IIEST, Shibpur, West Bengal, India Dr. H. S. Behera, VSSUT, Burla, Odisha, India
Dr. J. K. Mandal, University of Kalyani, West Bengal, India
Dr. Sabyasachi Pramanik, Haldia Institute of Technology, Haldia, India Dr. Debabrata Samanta, CHRIST (Deemed to be University), Bangalore, India Dr. Swapnoneel Roy, University of North Florida, USA
x Committees
Technical Committee
Dr. S. K. Hafizul Islam, IIIT, Kalyani, West Bengal, India Dr. Joy Iong-Zong Chen, Da-Yeh University, Taiwan
Dr. Ananya Barui, Center of Healthcare Science and Technology, IIEST, Shibpur, India
Dr. Ahmed Elngar, Faculty of Computers and Artificial Intelligence, Beni-Suef University, Egypt
Dr. Tanmay De, National Institute of Technology, Durgapur, West Bengal, India Dr. Dac-Nhuong Le, Haiphong University, Haiphong, Vietnam
Dr. G. T. Chandra Sekhar, Sri Sivani College of Engineering, Srikakulam, Andhra Pradesh, India
Dr. Noor Zaman, Taylor’s University, Malaysia
Dr. Rajendrani Mukherjee, University of Engineering and Management (UEM), Kolkata, West Bengal
Dr. Ram Sarkar, Jadavpur University, West Bengal, India
Dr. Xiao-Zhi Gao, University of Eastern Finland, Kuopio, Finland Dr. Khan Muhammad, Sejong University, Seoul
Dr. Surajeet Ghosh, IIEST, Shibpur, Howrah, India
Carla M. A. Pinto, Adjunct Professor at ISEP—Instituto Superior de Engenharia do Porto, Portugal
Dr. Nibaran Das, Jadavpur University, West Bengal, India Dr. J. C. Bansal, South Asian University, New Delhi, India Dr. Ramani Kannan, Universiti Teknologi PETRONAS, Malaysia Dr. Samit Biswas, IIEST, Shibpur, Howrah, India
Nevine Makram Labib, Sadat Academy for Management Sciences, Egypt
Dr. Imon Mukherjee, Indian Institute of Information Technology, Kalyani, West Bengal, India
Dr. Sarat Chandra Nayak, CMR College of Engineering and Technology, Hyderabad, India
Dr. A R Routray, F. M. University, Odisha, India
Prof. Alex Khang, Information Technology, Leading Expert of Data Engineering, SEFIX, Vietnam
Dr. Chitrangada Das Mukhopadhyay, Center of Healthcare Science and Technology, IIEST, Shibpur
Dr. Santosh Sahoo, CVR College of Engineering, Hyderabad, India
Dr. Oishila Bandyopadhyay, Indian Institute of Information Technology, Kalyani, West Bengal, India
Dr. Thinagaran Perumal, Universiti Putra Malaysia, Malaysia Dr. B. Acharya, National Institute of Technology Raipur, India
Dr. D. Vijay Kumar, University College of Engineering Tindivanam, India
Dr. Dac-Nhuong Le, Faculty of Information Technology, Haiphong University, Vietnam
Dr. Ronnie Figueiredo, Universidade da Beira Interior—UBI, Portugal Dr. Malay Kule, IIEST, Shibpur, Howrah, India
Committees xi
Dr. Girraj Sharma, Jaipur Engineering College and Research Center, India
Dr. Ranjit Ghosal, St. Thomas’ College of Engineering and Technology, Kolkata, West Bengal, India
Dr. Soumen Banerjee, University of Engineering and Management, Kolkata, West Bengal, India
Publicity Chair
Dr. Santanu Phadikar, Maulana Abul Kalam Azad University of Technology, West Bengal, India
Dr. Sunanda Das, Sri Venkateswara College of Engineering and Technology, Chittoor, Andhra Pradesh, India
Dr. Debdutta Pal, Calcutta Institute of Engineering and Management, Kolkata, West Bengal, India
Dr. Ranjit Ghosal, St. Thomas’ College of Engineering Science and Technology, Kolkata, West Bengal, India
Convenors
Mr. Abhishek Bhattacharya, Institute of Engineering and Management, Kolkata, West Bengal, India
Co-convenors
Dr. Soumi Dutta, Institute of Engineering and Management, Kolkata, West Bengal, India
Mrs. Sujata Ghatak, Institute of Engineering and Management, Salt Lake, Kolkata, West Bengal, India
Publication Chair
Dr. Soumen Kumar Pati, Maulana Abul Kalam Azad University of Technology, West Bengal, India
Dr. Shampa Sengupta, MCKV Institute of Engineering, Howrah, West Bengal, India Mrs. Ankita Mondal, Institute of Engineering and Management, Salt Lake, Kolkata, West Bengal, India
Dr. Prasun Ghosal, IIEST, Shibpur, West Bengal, India
xii Committees
Organizing Chair (S)
Dr. Tanupriya Choudhury, University of Petroleum and Energy Studies (UPES), Dehradun, India
Dr. Arijit Ghosal, St. Thomas’ College of Engineering and Technology, Kolkata, West Bengal, India
Dr. Rupam Bhattacharya, Institute of Engineering and Management, Salt Lake, Kolkata, India
Mr. Biswajit Maity, Institute of Engineering and Management, Salt Lake, Kolkata, India
Finance Chair (S)
Prof. Dr. Asit Kumar Das, Indian Institute of Engineering Science and Technology, Shibpur, Howrah, West Bengal, India
Dr. Soumi Dutta, Institute of Engineering and Management, Salt Lake, Kolkata, West Bengal, India
Registration Chair (S)
Mr. Ankan Bhowmik, Institute of Engineering and Management, Salt Lake, Kolkata, West Bengal, India
Mrs. Ratna Mondal, Institute of Engineering and Management, Salt Lake, Kolkata, West Bengal, India
Mrs. Ankita Mondal, Institute of Engineering and Management, Salt Lake, Kolkata, West Bengal, India
Mrs. Manjima Saha, Institute of Engineering and Management, Salt Lake, Kolkata, India
Organizing Committee
Mrs. Srelekha Biswas, Institute of Engineering and Management, Kolkata, West Bengal, India
Dr. Goldina Ghosh, Institute of Engineering and Management, Salt Lake, Kolkata, India
Mr. Amitavo Chatterjee, Institute of Engineering and Management, Kolkata, West Bengal, India
Mrs. Pritha Bannerjee, Institute of Engineering and Management, Kolkata, West Bengal, India
Committees xiii
CIPR Reviewers
Dr. Asit Kumar Das, IIEST, Shibpur, India
Dr. Soumen Kumar Pati, Department of Bioinformatics, Maulana Abul Kalam Azad University of Technology, West Bengal, India
Dr. Danilo Pelusi, University of Teramo, Italy
Dr. Santosh Ku Sahoo, CVR College of Engineering, Hyderabad, India Dr. Bighnaraj Naik, VSSUT, Burla, India
Dr. Sarat Ch. Nayak, CMR College of Engineering and Technology (Autonomous), Hyderabad, India
Dr. Sunanda Das, Neotia University, Kolkata, India
Dr. G T Chandra Sekhar, Sri Sivani College of Engineering, Srikakulam, India Dr. Manohar Mishra, ITER, SOA University, Bhubaneswar, India
Dr. P. Vittal, Aditya Institute of Technology and Management, Tekkali, AP, India Mr. P. Suresh Kumar, Dr. Lankapalli Bullayya College, Visakhapatnam, India Dr. Soumya Ranjan Nayak, Amity University, Noida, India
Mr. Himanshu Das, Kalinga Institute of Industrial Technology (KIIT), Bhubaneswar, India
Dr. B. Kameswar Rao, Aditya Institute of Technology and Management, Tekkali, AP, India
Mr. Dukka Karun Reddy, Dr. Lankapalli Bullayya College, Visakhapatnam, India Dr. Malay Kule, IIEST, Shibpur, India
Mr. Umashankar Ghugar, Berhampur University (Odisha), India Mrs Priyanka Das, IIEST, Shibpur, West Bengal, India
Dr. Sibarama Panigrahi, Sambalpur University Institute of Information Technology, Sambalpur, India
Dr. S. Vimal, Ramco Institute of Technology, Tamilnadu, India
Dr. Swati Vijay Shinde, Pimpri Chinchwad College of Engineering, Pune, India Mr. Aditya Hota, VSSUT, Burla, India
Dr. Motahar Reza, Gitam University, Hyderabad, India Dr. A. R. Routray, F. M. University, Balasore, Odisha, India
Mrs. Subhashree Mohapatra, ITER, SOA University, Bhubaneswar, Odisha, India Mr. Bhaskar Pattnaik, Gandhi Institute of Excellent Technocrats (GIET), Bhubaneswar, Odisha, India
Dr. V. Jackins, National Engineering College, Tamilnadu, India
Dr. Suvendu Mohanty, Gandhi Institute for Technological Advancement, Bhubaneswar, India
Dr. K. Someswar Rao, SRKR Engineering College, AP, India
Dr. Saumendra Das, Aditya Institute of Technology and Management, Tekkali, AP, India
Dr. Santanu Phadikar, Maulana Abul Kalam Azad University of Technology, West Bengal, India
Dr. Ch. Ramesh, Aditya Institute of Technology and Management, Tekkali, AP, India Dr. G. Lakshmeeswari, GITAM Deemed to be University, Visakhapatnam, AP, India
xiv Committees
Dr. Samit Biswas, IIEST, Shibpur, West Bengal, India
Mrs. H. Swapnarekha, Aditya Institute of Technology and Management, Tekkali, AP, India
Dr. Prasanna Kumar Lakineni, Dadi Institute of Engineering and Technology, Visakhapatnam, AP, India
Dr. Srikant V. Sonekar, J D College of Engineering and Management, Nagpur, India Miss. Chirantana Mallick, St. Thomas College of Engineering, Kolkata, India Dr. P. Sirish Kumar, Aditya Institute of Technology and Management, Tekkali, AP, India
Miss. Yasmin Ghazaala, St. Thomas College of Engineering, Kolkata, India Dr. Dhanunjaya Rao, Aditya Institute of Technology and Management, Tekkali, AP, India
Dr. Soumi Dutta, Institute of Engineering and Management, Kolkata, India Mr. P. B. Dash, VSSUT, Burla, India
Acknowledgements
After the two successful versions of CIPR, the third version believed in more quality aspects of computational intelligence-based research and developments. This version attracted several researchers or academicians across the globe to choose this venue for submitting the articles and provide an extensive height to the reputation of CIPR conference for research findings and sharing the knowledge among national and international experts. We are really thankful to all our prospective authors whose valuable research findings made this event truly exceptional.
We have been fortunate enough to work with a brilliant international as well as national advisory and technical and program committee members. From the first day of this event, the members of program and technical committee were keen on the quality outputs, and their suggestions have made all possible ways to filter good- quality articles out of all submitted papers. We would like to convey our sincere thanks and obligation to the benevolent reviewers for sparing their precious time, putting in their endeavor to review the papers in a stipulated time and providing their important insights in brainstorming the presentation, content and quality of the proceeding.
We are especially thankful to the organizing team of CIPR from IEM, Kolkata, for their enormous support in all the forms to make this international event happen in a successful way. The efforts of such young yet experienced and dynamic organizing committee have led all the way to mark the success path of this event in this year.
Moreover, the inputs and efforts of program chair(s) are highly appreciable for the enhancement of the quality of each accepted article.
We are grateful to the editorial members of Springer publishing for making our vision come true in the form of qualitative proceeding and its luminous in-time publications in Springer.
xv
Contents
Application of Big Data and Machine Learning for Astrological
Predictions . . . . 1 Partha Sarathi Paul
A Comparative Analysis of Machine Learning Approaches
in Personality Prediction Using MBTI . . . . 13 Kulsum Akter Nisha, Umme Kulsum, Saifur Rahman,
Md. Farhad Hossain, Partha Chakraborty, and Tanupriya Choudhury Performance Analysis of OFDM System on Multipath Fading
and Inter Symbol Interference (ISI) Using AWGN . . . . 25 Abu Sayed, Mahmuda Khatun, Tasniya Ahmed, Antara Anika Piya,
Partha Chakraborty, and Tanupriya Choudhury
Object Detection and Classification from a Real-Time Video Using
SSD and YOLO Models . . . . 37 Md. Alamin Feroz, Marjia Sultana, Md. Rakib Hasan, Aditi Sarker,
Partha Chakraborty, and Tanupriya Choudhury
A Skin Cancer Image Detection Interface Tool Using VLF Support
Vector Machine Classification . . . . 49 Rosy Mishra, Sushant Meher, Nitish Kustha, and Tanuja Pradhan
Convolutional Neural Networks-Based Sentence Level
Classification of Crime Documents . . . . 65 Priyanka Das and Asit Kumar Das
An Optimum Fuzzy EOQ Model for Deteriorating Items
with Shortages in a Particular Period . . . . 75 Minakshi Panda and Anuradha Sahoo
Bangla Spoken Numerals Recognition by Using HMM . . . . 85 Bachchu Paul, Debashri Das Adhikary, Tanushree Dey,
Sanchita Guchhait, and Somnath Bera
xvii
xviii Contents
Feature Selection Using Louvain Clustering Algorithm for Rice
Disease Prediction . . . . 99 Sunanda Das, Shampa Sengupta, and Priyanka Das
Image Caption Generation Using Neural Network Models
and LSTM Hierarchical Structure . . . . 109 Prachi M. Waghmare and Swati V. Shinde
A Comparative Study Based on Long Short-Term Memory
Networks for Assessing Photovoltaic Power . . . . 119 Debashis Majumdar, Mayukh Bhattacharjee, Sudipta Basu Pal,
Sankhadeep Chatterjee, and Rajiv Ganguly
Recent Trends in Blockchain Technology . . . . 129 J. Bheemeswara Sastry and Barnali Gupta Banik
Statistical Distribution of GPS Uncertainties Over Low Latitude
Regions of India . . . . 143 V. B. S. Srilatha Indira Dutt, P. Sirish Kumar, and P. Krishna Rao
An Unsupervised COVID-19 Report Summarizer for Developing
Smart Healthcare System . . . . 157 Ankur Das, Debdatta Pal, Chirantana Mallick, and Asit K Das
Ambiguities in GNSS Receiver Position Estimation: A Comparative
Statistical Error Characterization . . . . 169 P. Sirish Kumar, V. B. S. Srilatha Indira Dutt, Jami Venkata Suman,
and P. Krishna Rao
Reconnaissance Attacks: A First Step to Hack IoT Devices
and Cyber Crime . . . . 183 Samir Rana, Umang Garg, and Neha Gupta
A Role of Machine Learning and Deep Learning Techniques
for Preoperative Prediction in Shoulder Arthroplasty: Survey . . . . 195 Milind C. Tote and Shrikant V. Sonekar
MIRFCS: An Ensemble of Filter Methods for Classification
of Disease Data . . . . 205 Moumita Mandal, Dyuti Ghosh, Soutrik Acharya, Nabanita Saha,
and Ram Sarkar
Redefining Safety in Autonomous Vehicle Through Remote
Teleoperation . . . . 219 Zehra Fallah, Vinod Kumar Shukla, and Mohammad Nadeem Khalid
A Novel Approach of Audio-Visual Color Recognition Using KNN . . . . . 231 Bachchu Paul, Tanushree Dey, Debashri Das Adhikary,
Sanchita Guchhai, and Somnath Bera
Contents xix
Performance Evaluation of a Progression of Recommender System
Models . . . . 245 Krishna Kushal, Sujala D. Shetty, and Aljo Jose
AI Conversational Chatbot for Primary Healthcare Diagnosis
Using Natural Language Processing and Deep Learning . . . . 259 Greeshma Kurup and Sujala D. Shetty
Design of a SLAM Map Building System for a Ground-Based
Robot Using ROS . . . . 273 Swati Shinde, Piyush Tailor, Tanvi Mahajan, Suyash Khachane,
Saurabh Kulkarni, and Prasad Borle
Audio Fingerprinting Using High-Level Feature Extraction . . . . 281 Aousnik Gupta, Affifur Rahman, and Ghazaala Yasmin
Automatic Sign Language Identification Using Convolutional
Neural Network . . . . 293 Himadri Mukherjee, Ankita Dhar, S. K. Md. Obaidullah,
Santanu Phadikar, and Kaushik Roy
Self-balancing Bicycle with Location Tracking Based
on the Principle of Inverted Pendulums . . . . 303 Reuben O. Jacob, M. K. Pushpa, Shoaib M. Alyaan, Arunabha Mitra,
Chidroop Sagar, and K. Anitha
Feature Mining and Classification of Microarray Data Using
Modified ResNet-SVM Architecture . . . . 317 Anirban Bej, Indrani Roy, Suchinta Chanda, Arijit Ghosh,
and Soumen Kumar Pati
An Effective Vessel Network Identification Scheme Using
Multilevel Attribute Analysis . . . . 329 Sumit Mukherjee, Ranjit Ghoshal, and Bibhas Chandra Dhara
Comparative Multinomial Text Classification Analysis of Naïve
Bayes and XGBoost with SMOTE on Imbalanced Dataset . . . . 339 Ashish Chaturvedi, Santosh Yadav,
Mohd. Abuzar Mohd. Haroon Ansari, and Mahendra Kanojia A Complete Crop Guide Using Machine Learning and AI-Based
Chat Bot . . . . 351 Kapil Tajane, Rohan Hirwe, Bhagyashree Kadam, Ameya Joshi,
and Mehek Rayou
Investigation of Navigation Solutions for Better Accuracy
in Position Estimations . . . . 365 P. Sirish Kumar, V. B. S. Srilatha Indira Dutt, N. Shiva Kumar,
and A. S. Srinivasa Rao
xx Contents
Constructing Context-Aware Sentiment Lexicon for Amharic
Language . . . . 379 Tewodros Tazeze Admasu and R. Raghavendra
DSA-Based Secured Communication in 5G Vehicular Networks
Using Edge Computing . . . . 389 Nadar Anusha Xavier, Shanmuganathan Vimal, and V. Jackins
Enhancing Security and Privacy Preserving of Data in Cloud
Using SHA and Genetic Algorithm . . . . 401 E. Esai Malar and B. Paramasivan
A Novel Architecture of Flip-Flop for Processor-In-Near-Memory
(PINM) using Ternary Quantum-Dot Cellular Automata (TQCA) . . . . 413 Suparba Tapna, Kisalaya Chakrabarti, and Debarka Mukhopadhyay
An Automated Coronavirus Disease Detection Approach Using
a Deep Neural Network from X-ray Images . . . . 427 A. Musha, A. Al. Mamun, A. Tahabilder, B. Jahan, R. Sultana, and M. Akter A Review on Lane Marking Detection Using Deep Neural Network . . . . . 439 Abdullah Al Mamun, Em Poh Ping, and Md. Jakir Hossen
New Hybrid Approach for Exemplar-Based Image Inpainting . . . . 453 Rohith Pavuluri, Tharun Abhinav, Praveen Kumar, and Motahar Reza
Automatic Speech Summarization Without Linguistic Knowledge
Based on Frame Selection Through Acoustic Features . . . . 463 Ghazaala Yasmin, Shuvodeep Debnath, and Asit K. Das
Image-Based Concrete Crack Detection Using Random Forest
and Convolution Neural Network . . . . 471 Chirag Kyal, Motahar Reza, Bhumik Varu, and Shivangi Shreya
Quantitative Autofluorescence Imaging Reveals the Potential
for Cervical Cancer Detection . . . . 483 Shreya Adhikary, Seema Das, Tapan Kumar Naskar, Santi P. Maity,
and Ananya Barui
Py_FS: A Python Package for Feature Selection Using
Meta-Heuristic Optimization Algorithms . . . . 495 Ritam Guha, Bitanu Chatterjee, S. K. Khalid Hassan,
Shameem Ahmed, Trinav Bhattacharyya, and Ram Sarkar
Bangla Topic Classification Using Supervised Learning . . . . 505 Md. Kowsher, Anik Tahabilder, Nusrat Jahan Prottasha,
Md. Abdur-Rakib, Md. Moyez Uddin, and Puspita Saha
Contents xxi
A Novel Congestion Control Algorithm Using Buffer Occupancy
RED . . . . 519 Soamdeep Singha, Biswapati Jana, Sharmistha Jana,
and Niranjan Kumar Mandal
Vitiligo Prediction Using Autoencoder . . . . 529 Neha Agrawal and Sagaya Aurelia
Recent Advances on Mammogram Imaging for Breast Cancer
Analysis: A Technological Review . . . . 539 Lovedeep Mann and Soumya Ranjan Nayak
Novel Approach for Steganography to Camouflage Digital
Information Using Least Significant Bit . . . . 551 R. Shashidhar, Milan S. Kumar, B. N. Arunakumari,
R. Santhosh kumar, and S. Patilkulkani
Impulse Noise Removal Algorithm Using Modified Adaptive
Distance-Related Weighted Mean Filter . . . . 563 Amiya Halder and Rudrajit Choudhuri
Crop Management Using Machine Learning . . . . 575 J. Vakula Rani, Jakka Aishwarya, and Kanuru Hamsini
Extraction of Texture Features for Content-Based Image Retrieval
in the Cloud Environment . . . . 585 K. Nalini Sujantha Bel and I. Shatheesh Sam
Recognition of Isolated Handwritten Gurumukhi Numerals Using
Hopfield Neural Network . . . . 597 Pradeepta Kumar Sarangi, Ashok Kumar Sahoo,
Soumya Ranjan Nayak, Ambuj Agarwal, and Abhisek Sethy A Deep Convolutional Neural Network-Based Approach
for Handwritten Recognition System . . . . 607 Abhisek Sethy, Prashanta Kumar Patra, and Soumya Ranjan Nayak
A Game Theoretic Approach on Semantic Segmentation Along
with Transfer Learning . . . . 619 Arpita Dutta and Chirantana Mallick
Representation-Learning-Based Fusion Model for Scene Classification Using Convolutional Neural Network (CNN)
and Pre-trained CNNs as Feature Extractors . . . . 631 Peddapalli Venkatappa Rukmangadha and Rik Das
College Student Lifestyle Query Classification Using Multi-Model
Ensemble Learning with Polling Technique . . . . 645 Ashish Chaturvedi, Santosh Yadav,
Mohd Abuzar Mohd Haroon Ansari, and Mahendra Kanojia
xxii Contents
A Study of Public Sentiment and Influence of Politics in COVID-19
Related Tweets . . . . 655 Anjishnu Mukherjee, Souparno Bhattacharyya, Kinjal Ray,
Balraj Gupta, and Asit Kumar Das
Multiple Data Integration Using Joint Non-negative Matrix
Factorization . . . . 667 Sweta Manna, Indrani Roy, Debapriya Majumder, Ayan Banerjee,
and Soumen Kumar Pati
Gold Price Forecasting Using Machine Learning Techniques:
Review of a Decade . . . . 679 Saumendra Das, Janmenjoy Nayak, B. Kamesh Rao, Kanithi Vakula,
and Ashanta Ranjan Routray
Voice-Based Detection of Speaker Gender Through Co-Occurrence
Matrix-Based Features . . . . 697 Suchibrota Dutta, Ranjit Ghoshal, and Arijit Ghosal
Fan Beam Transform and LU Decomposition based Blind
Watermarking Technique for Color Images . . . . 707 K. Prabha and I. Shatheesh Sam
Impact of Environmental Concern Factors on Lung Diseases Using
Machine Learning . . . . 719 Divya Gaur and Sanjay Kumar Dubey
Deep DenseNet and ResNet Approach for COVID-19 Prognosis:
Experiments on Real CT Images . . . . 731 H. Swapnarekha, Himansu Sekhar Behera, Janmenjoy Nayak,
and Bighnaraj Naik
Location Analysis Using Ensemble Approach for Warehouses:
A Study During COVID-19 . . . . 749 K. Lakshmi Shree and R. Ashok Kumar
Author Index . . . . 763
About the Editors
Prof. Asit Kumar Das is working as a Professor in the Department of Computer Science and Technology, Indian Institute of Engineering Science and Technology, Shibpur, Howrah, West Bengal, India. He has published more than 100 research papers in various international Journals and Conferences, 1 book and 4 book chap- ters. He has worked as a Member of the Editorial / Reviewer Board of various international journals and Conferences. He has shared his research field of interest in many workshops and conferences through his invited speech in various Institutes in India. He acts as the general chair, program chair, and advisory member of commit- tees of many international conferences. His research interest includes Data Mining and Pattern Recognition in various fields including Bioinformatics, Social networks, Text mining, Audio and Video data analysis, and Medical Data analysis. He has already guided five Ph.D. scholars and is currently guiding six Ph.D. scholars.
Dr. Janmenjoy Nayak is working as an Associate Professor, Aditya Institute of Technology and Management (AITAM), (An Autonomous Institution) Tekkali, K Kotturu, AP- 532201, India. He has published more than 110 research papers in various reputed peer reviewed Referred Journals, International Conferences and Book Chapters. Being two times Gold Medallist in Computer Science in his career, he has been awarded with INSPIRE Research Fellowship from Department of Science
& Technology, Govt. of India (both as JRF and SRF level) and Best researcher award from Jawaharlal Nehru University of Technology, Kakinada, Andhra Pradesh for the AY: 2018-19 and many more awards to his credit. He has Edited 12 Books and 8 Special Issues in various topics including Data Science, Machine Learning, and Soft Computing with reputed International Publishers like Springer, Elsevier, Inder- science etc. His area of interest includes data mining, nature inspired algorithms and soft computing.
xxiii
xxiv About the Editors
Dr. Bighnaraj Naik is an Assistant Professor in the Department of Computer Application, Veer Surendra Sai University of Technology, Burla, Odisha, India. He has edited 11 books in various reputed publishers like Springer, Elsevier etc. He has published more than 110 research papers in various reputed peer reviewed Interna- tional Conferences, Referred Journals and Book Chapters. He is the life member of some of the reputed societies like IEEE, IAENG (Hongkong) etc. He has more than ten years of teaching experience in the field of Computer Science and Information Technology. His area of interest includes Data Mining, Soft Computing, etc.
Dr. Soumi Dutta is an Associate at the Institute of Engineering & Management, India. She has completed her Ph.D. from the Department of CST, IIEST, Shibpur.
She received her B.Tech. in IT and her M.Tech. in CSE securing 1st position(Gold medalist), both from Techno India Group. Her research interests Data Mining, Infor- mation Retrieval, Online Social Media Analysis, Micro-Blog Summarization, Spam Filtering Sentiment Analysis, and Clustering of Micro-Blogging Data. She was the editor in CIPR2019, IEMIS2018, IEMIS 2020 and CIPR 2020 Springer Conferences, special issue 2 volumes in IJWLTT. She is TPC member in various international conferences such as—SEAHF, DSMLA, ARIAM, CIPR. She is peer reviewer in different international journal such as—Journal of King Saud University—Computer and Information Sciences, Springer, Elsevier etc. She is the member of several technical functional bodies such as IEEE, MACUL, SDIWC, ISOC, ICSES, IEEE WIE. She has published several papers in reputed journals and conferences. She has recently published 3 patents.
Dr. Danilo Pelusi received his Ph.D. degree in Computational Astrophysics from the University of Teramo, Teramo, Italy, in 2006. He is an Assistant Professor of the Faculty of Communication Sciences at the University of Teramo. His current research interests include Information Theory, Fuzzy Logic, Neural Networks and Evolu- tionary Algorithms. Associate Editor of IEEE Transactions on Emerging Topics in Computational Intelligence and IEEE Access, he served as keynote speaker at several conferences and guest editor for Inderscience and Springer journals.
