Advances in Intelligent Systems and Computing

Volume 999

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 computing 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 paradigms, 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. The publications within “Advances in Intelligent Systems and Computing” are primarily proceedings of important conferences, symposia and congresses. They cover significant recent developments in the field, both of a foundational and applicable character. An important characteristic feature of the series is the short publication time and world-wide distribution. This permits a rapid and broad dissemination of research results. ** Indexing: The books of this series are submitted to ISI Proceedings, EI-Compendex, DBLP, SCOPUS, Google Scholar and Springerlink **

More information about this series at http://www.springer.com/series/11156 Asit Kumar Das • Janmenjoy Nayak • Bighnaraj Naik • Soumen Kumar Pati • Danilo Pelusi Editors

Computational Intelligence in Pattern Recognition Proceedings of CIPR 2019

123 Editors Asit Kumar Das Janmenjoy Nayak Department of Computer Science Department of Computer Science and Technology and Engineering Indian Institute of Engineering Science Sri Sivani College of Engineering and Technology Srikakulam, Andhra Pradesh, India Howrah, West Bengal, India Soumen Kumar Pati Bighnaraj Naik Department of Bioinformatics Department of Computer Application Maulana Abul Kalam Azad University Veer Surendra Sai University of Technology of Technology Burla, Sambalpur, Odisha, India Kolkata, West Bengal, India

Danilo Pelusi Faculty of Communication Sciences University of Teramo Teramo, Italy

ISSN 2194-5357 ISSN 2194-5365 (electronic) Advances in Intelligent Systems and Computing ISBN 978-981-13-9041-8 ISBN 978-981-13-9042-5 (eBook) https://doi.org/10.1007/978-981-13-9042-5

© Springer Nature Singapore Pte Ltd. 2020 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 Singapore Pte Ltd. The registered company address is: 152 Beach Road, #21-01/04 Gateway East, Singapore 189721, Singapore Organizing Committee

Chief Patron

Prof. Parthasarathi Chakrabarti, Director, Indian Institute of Engineering Science and Technology, Shibpur, Howrah, West Bengal, India

Patrons

Prof. Amit Kumar Das, Professor, Department of CST, IIEST, Shibpur, Howrah, West Bengal, India Prof. Jaya Sil, Professor, Department of CST, IIEST, Shibpur, Howrah, West Bengal, India Prof. Sipra Das Bit, Professor, Department of CST, IIEST, Shibpur, Howrah, West Bengal, India Prof. Susanta Chakraborty, Professor, Department of CST, IIEST, 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, Senior Member IEEE, Aurel Vlaicu University of Arad, Romania

v vi Organizing Committee

Honorary General Chair

Prof. Uma Bhattacharya, Professor, Department of CST, IIEST, Shibpur, Howrah, West Bengal, India Prof. Sulata Mitra, Professor, Department of CST, IIEST, Shibpur, Howrah, West Bengal, India Prof. Sekhar Mandal, Professor, Department of CST, IIEST, Shibpur, Howrah, West Bengal, India

General Chair

Prof. Ajith Abraham, Director, Machine Intelligence Research Lab, USA & Professor, Technical University of Ostrava, Czech Republic Prof. Asit Kumar Das, Associate Professor, Department of CST, IIEST, Shibpur, Howrah, West Bengal, India Prof. H. S. Behera, Associate Professor, Department of Information Technology, Veer Surendra Sai University of Technology, Burla, Odisha, India

Program Chair

Prof. D. P. Mohapatra, Professor, Department of Computer Science and Engineering, National Institute of Technology, Rourkela, Odisha, India Prof. Janmenjoy Nayak, Associate Professor, Department of Computer Science and Engineering, Sri Sivani College of Engineering, Srikakulam, Andhra Pradesh, India Prof. Bighnaraj Naik, Assistant Professor, Department of Computer Application, Veer Surendra Sai University of Technology, Burla, Odisha, India Prof. Apurba Sarkar, Assistant Professor, Department of CST, IIEST, Shibpur, Howrah, West Bengal, India Prof. G. T. Chandra Sekhar, Associate Professor, Department of EEE, Sri Sivani College of Engineering, Srikakulam, Andhra Pradesh, India

Organizing Chair

Prof. Dipak Kumar Kole, Associate Professor, Department of Computer Science and Engineering, The Jalpaiguri Government Engineering College, Jalpaiguri, West Bengal, India Organizing Committee vii

Prof. Soumen Kumar Pati, Associate Professor, Department of Computer Science and Engineering, MAKOUT, West Bengal, India Prof. Soumi Dutta, Assistant Professor, Institute of Engineering and Management, Kolkata, West Bengal, India

International Advisory Committee

Prof. A. Abraham, Machine Intelligence Research Labs, USA Dr. Claude Delpha, HDR, Université Paris-Sud, France Dr. Chi-Chang Chang, Chung-Shan Medical University, Taiwang Dr. S. K. Panda, National University of Singapore, Singapore Dr. M. S. Obaidat, Monmouth University, USA Prof. Raouf Boutaba, University of Waterloo, Canada Dr. Hisao Ishibuchi, SUSTech, China Prof. M. Murugappan, University of Malaysia Prof. Kenji Suzuki, University of Chicago Dr. Raffaele Mascella, University of Teramo, Italy Prof. Christos Douligeris, University of Piraeus Prof. Shaikh A. Fattah, BUET, Bangladesh Prof. Basabi Chakraborty, Iwate Prefectural University, Japan Dr. Swapnoneel Roy, University of North Florida, USA

National Advisory Committee

Prof. Sushmita Mitra, Machine Intelligent Unit, ISI, Kolkata, India Prof. Sipra Das Bit, Department of CST, IIEST, Shibpur, India Dr. Arnab Bhattacharya, Department of CSE, IIT Kanpur Prof. Susanta Chakraborty, Department of CST, IIEST Shibpur, India Dr. Partha Bhowmik, Department of CSE, IIT Kharagpur Dr. Swagatam Das, Indian Statistical Institute, Kolkata, India Dr. B. K. Panigrahi, Indian Institute of Technology, Delhi, India Prof. Sulata Mitra, IIEST Shibpur, Howrah, West Bengal, India Prof. Debdatta Sinha, Department of CSE, University of Calcutta Prof. Hafﬁzur Rahman, Department of IT, IIEST Shibpur, West Bengal Prof. Monojit Mitra, Department of ETC, IIEST Shibpur, West Bengal Prof. Shila Ghosh, Principal, St. Thomas College of Engineering and Technology, Kolkata, India Dr. Abhik Mukherjee, Department of CST, IIEST Shibpur, India Prof. Santi Prasad Maity, Department of IT, IIEST Shibpur, India Dr. Haris Karnick, Department of CSE, IIT Kanpur Prof. Paramartha Dutta, Visva Bharati University, India viii Organizing Committee

Dr. Arindam Biswas, Department of IT, IIEST Shibpur, West Bengal, India Dr. Sekhar Mandal, Department of IT, IIEST Shibpur, West Bengal, India Dr. Nabendu Chaki, Department of CSE, University of Calcutta Prof. Amitava Chatterjee, Department of EE, Jadavpur University, West Bengal Prof. Mita Nasipuri, Department of CSE, JU, India Dr. Sandip Kumar Shukla, Department of CSE, IIT Kanpur Dr. S. V. Rao, Department of CSE, IIT Guwahati Dr. Arijit Sur, Department of CSE, IIT Guwahati Prof. Chandan Kumar Chanda, Department of EE, IIEST Shibpur, West Bengal, India Dr. J. K. Mandal, University of Kalyani, West Bengal, India

Technical Committee

Dr. Pabitra Mitra, Department of CSE, IIT, Kharagpur, India Dr. Alok Kumar Dutta, Visva Bharati University, West Bengal, India Dr. Rogers Mathew, Department of CSE, IIT, Kharagpur, India Dr. Danilo Pelusi, University of Teramo, Italy Dr. Tanmay De, NIT Durgapur, West Bengal Dr. Saptarshi Ghosh, Department of CSE, IIT, Kharagpur, India Dr. Somnath Bhattyacharya, Department of CSE, Assam University, India Dr. Indrajit Banerjee, Department of IT, IIEST Shibpur, West Bengal, India Dr. Santanu Phadikar, MAKAUT, West Bengal, India Dr. Bibhudendra Acharya, Department of ETC, NIT Raipur, India Dr. Satchidananda Dehuri, Fakir Mohan University, Balasore, India Dr. G. T. Chandra Sekhar, Sri Sivani College of Engineering, Andhra Pradesh, India Dr. Aditya Nigam, IIT Mandi, India Dr. Malay K. Pakhira, Kalyani Government Engineering College, West Bengal, India Dr. Vinay P. Namboodiri, Department of CSE, VSSUT, India Dr. Ranjit Ghoshal, Department of IT, St. Thomas College of Engineering and Technology, West Bengal, India Dr. Madhulina Sarkar, Department of CSE, Government College of Engineering and Textile Technology, West Bengal, India Dr. Ram Sarkar, Department of CSE, Jadavpur University, West Bengal, India Dr. Mousumi Dutt, Department of CSE, St. Thomas College of Engineering and Technology, West Bengal, India Dr. Prasun Ghosal, Department of IT, IIEST Shibpur, West Bengal, India Dr. Chandan Giri, Department of IT, IIEST Shibpur, West Bengal, India Dr. Piyush Rai, Department of CSE, IIT Kanpur, West Bengal, India Prof. Amitabha Das, Calcutta Institute of Engineering and Management, Tollygunge, West Bengal, India Organizing Committee ix

Dr. Mamata Dalui, National Institute of Technology, Durgapur, India Dr. Nibaran Das, Department of CSE, Jadavpur University, India Dr. Arijit Ghosal, Department of IT, St. Thomas College of Engineering and Technology, West Bengal, India Dr. J. C. Bansal, South Asian University, New Delhi, India Dr. Surajeet Roy, Department of IT, IIEST Shibpur, India Dr. Debasish Mittir, National Institute of Technology, Durgapur, India Dr. Imon Mukherjee, Indian Institute of Information Technology, Kalyani, India Dr. Amit Paul, Department of CSE, St. Thomas College of Engineering and Technology, West Bengal, India Dr. T. P. R. Vittal, Sri Sivani College of Engineering, Srikakulam, Andhra Pradesh, India Dr. Bhanu Prakash Kolla, K. L. University, Vijayawada, Andhra Pradesh, India Dr. Santosh Kumar Majhi, Veer Surendra Sai University of Technology, Burla, Odisha, India

Publicity Chair

Dr. Samit Biswas, IIEST, Shibpur Dr. Shampa Sengupta, MCKV Institute of Engineering, Howrah, West Bengal, India

Logistic Chair

Ashish Kumar Layek, IIEST, Shibpur Tamal Pal, IIEST, Shibpur

Convenors

Dr. Asit Kumar Das, IIEST, Shibpur Dr. Apurba Sarkar, IIEST, Shibpur

Publication Chair

Dr. Surajeet Ghosh, IIEST, Shibpur Dr. Sunanda Das, Neotia Institute of Technology, Management and Science, Kolkata, West Bengal, India x Organizing Committee

Finance Chair

Dr. Asit Kumar Das, IIEST, Shibpur Dr. Apurba Sarkar, IIEST, Shibpur Malay Kule, IIEST, Shibpur

CIPR Reviewers

Dr. Asit Kumar Das, IIEST, Shibpur Dr. Soumen Kumar Pati, St. Thomas College of Engineering, Kolkata Dr. Santosh Ku Sahoo, CVR College of Engineering, Hyderabad Dr. Kola Bhanu Prakash, K L University, Vijayawada Dr. Sarat Ch. Nayak, CMR College of Engineering and Technology (Autonomous), Hyderabad, India Dr. Sunanda Das, Neotia University, Kolkata Dr. G. T. Chandra Sekhar, Sri Sivani College of Engineering, Srikakulam Mrs. D. Priyanka, Sri Sivani College of Engineering, Srikakulam Dr. P. Vittal, AITAM, Andhra Pradesh Mr. P. Suresh Kumar, Dr. Lankapalli Bullayya College, Visakhapatnam Dr. P. Pradeepa, Jain University, Bangalore H. Das, Kalinga Institute of Industrial Technology (KIIT), Bhubaneswar Dr. P. M. K. Prasad, GVP College of Engineering for Women Visakhapatnam, Andhra Pradesh, India Rashmi Ranjan Sahoo, Parala Maharaja Engineering College (Government of Odisha), Berhampur, Odisha D. K. Behera, Trident Academy of Technology, Bhubaneswar Mr. Umashankar Ghugar, Berhampur University (Odisha) Dr. Sourav Kumar Bhoi, Parala Maharaja Engineering College (Government of Odisha), Berhampur, India Sibarama Panigrahi, Sambalpur University Institute of Information Technology, Sambalpur Dr. Chittaranjan Pradhan, Kalinga Institute of Industrial Technology, Bhubaneswar Dr. M. Marimuthu, Coimbatore Institute of Technology, Coimbatore Aditya Hota, VSSUT, Burla Dr. S. K. Majhi, VSSUT, Burla Dr. Nageswara Rao, Velagapudi Ramakrishna Siddhartha Engineering College Mr. Shyam Prasad Devulapalli, JNTU Hyderabad Radhamohan Pattnayak, Godavari Institute of Engineering and Technology, Rajahmundry, Andhra Pradesh Dr. K. Suvarna Vani, Velagapudi Ramakrishna Siddhartha Engineering College, Andhra Pradesh Organizing Committee xi

Dr. P. Vidya Sagar, Velagapudi Ramakrishna Siddhartha Engineering College, Andhra Pradesh Dr. Shampa Sengupta, MCKV Institute of Engineering, West Bengal Dr. Santanu Phadikar, Maulana Abul Kalam Azad University of Technology, West Bengal Arka Ghosh, IIEST, Shibpur Dr. Samit Biswas, IIEST, Shibpur Dr. Apurba Sarkar, IIEST, Shibpur Sarita Mohapatra, SOA University, Bhubaneswar Subhra Swetanisha, Trident Academy of Technology, Bhubaneswar P. Raman, GMR Institute of Technology, Andhra Pradesh Yasmin Ghazaala, St. Thomas College of Engineering, Kolkata Soumi Dutta, Institute of Engineering and Management, Kolkata Dr. Amit Paul, St. Thomas College of Engineering, Kolkata Dr. Arijit Ghoshal, St. Thomas College of Engineering, Kolkata Amiya Halder, St. Thomas College of Engineering, Kolkata Dr. Ramesh Prusty, VSSUT, Burla Ms. D. Mishra, CET, Bhubaneswar Dr. Bighnaraj Naik, VSSUT, Burla Dr. Janmenjoy Nayak, Sri Sivani College of Engineering, Srikakulam H. Swapnarekha, Sri Sivani College of Engineering, Srikakulam Abhishek Bhattacharya, Institute of Engineering and Management, Kolkata Sujata Ghatak, Institute of Engineering and Management, Kolkata Rupam Bhattacharya, Institute of Engineering and Management, Kolkata Abhijit Sarkar, Institute of Engineering and Management, Kolkata Ankita Mondal, Institute of Engineering and Management, Kolkata Sayan Das, Bankura Unnayani Institute of Engineering, West Bengal Akash Choudhyry, Lexmark, India Gourav Dutta, Cognizant Technology Solutions, India Soumya De, Tata Consultancy Services, India Diptyasish Chakraborty, Cognizant Technology Solutions, India Keya Kundu, Cognizant Technology Solutions, India Aranya Bandopadhyay, Capgemini, India Debopriya Das, Amazon, India Mr. P. B. Dash, VSSUT, Burla Preface

Since the last few decades, there has been an urgent need for intelligent computing in different fields of science and technology due to the flawless increment in data. Development in science and technology is authoritative to emerge the internal strength of the country. However, demonstrating the faults and methodologies of progress with an impartial lookout benefits to update the existing knowledge and technologies. In the current situation, all the areas of related disciplines of pattern recognition tools present adaptive systems which authorize the understanding of theory as well as data in some difficult and changing environments. The first international conference entitled “Computational Intelligence in Pattern Recognition” (CIPR-2019) is organized by Indian Institute of Engineering Science and Technology (IIEST), Shibpur, West Bengal, India, on 19 and 20 January 2019. The conference is directed towards the knowledge and structure of positive research in different applications of pattern recognition which are leading and governing the technological domain. CIPR has attracted more than 200 submissions based on the thematic areas. With thorough rigorous peer-review process, the editors have selected only 88 high-quality papers by the sophisticatedly knowledgeable domain expertise evaluators preferred from country and abroad. The papers are reviewed regarding the contribution, technical content, clarity and originality of some latest findings and research. The entire system (includes the submission of paper, review and acceptance process) is done electronically. We had a great time in collaboration with advisory committee, programme committee and technical committee for call for papers, and review and confirm papers for the proceedings of CIPR. The international conference CIPR aims at encircling new type of educators, technologists, researchers for global success. The conference features various keynote addresses in the scope of advanced information regarding CIPR topics. The sessions are largely categorized according to the significance and interdependency of the papers pertaining to the key concept of the conference, and they have established plentiful prospects for presentations. The accepted papers (both research and review papers) have been estranged to highlight the modern spotlight of computational intelligence techniques in pattern recognition. We anticipate the author’s individual study and estimations add value

xiii xiv Preface to it. The success of CIPR is the outcome of good quality research works on the current applications from the authors. We require an enormous time for putting together this proceeding. The CIPR conference is an acknowledgment to a vast collection of people, and everybody should feel proud of the outcome. We enlarge our deep sense of thankfulness to all those for this affectionate encouragement, motivation and support for building it attainable. Last but not least, the editorial members of Springer have helped us in an immense way to publish this proceeding in a graceful way. Hope all of us will be profusely thankful for the good assistance made and defend our hard work.

Howrah, India Asit Kumar Das Srikakulam, India Janmenjoy Nayak Burla, India Bighnaraj Naik Kolkata, India Soumen Kumar Pati Teramo, Italy Danilo Pelusi Acknowledgements

The key proposal and significance of the CIPR conference has been interested more than 200 academicians, professionals or researchers throughout the world facilitated as to prefer superior quality papers and offer to exhibit the reputation of the CIPR conference for original research findings, exchange of ideas and sharing of knowledge with precisely national and international communes in different aspects and fields of data analysis and pattern recognition. Heartfully thanks to all those who have offered in produces such an extensive conference proceedings of the CIPR. The level of eagerness demonstrates by the CIPR conference committee from day one is admiring and commendable. Organizing committee have assurance that the members of CIPR preserve a outstanding paradigm as we have reassessed papers, afford opinion and build a strong body of obtainable work in this assembly of proceeding. The astonishing strength and determination as shown by organizing committee in all phase throughout the conference deserves profusely thanks from our heart. We have been opportune adequately to work in with a luminous international as well as national advisory committee. The call for papers, reviewers in the papers and finalizing papers are accomplished by reviewers and technical committee consisting of eminent academicians to be included in the proceedings. All the submitted papers have been double blind peer re-evaluated before finalization as the accepted papers for oral presentation at the conference venue. We would like to convey our heartfelt thanks and responsibility to the compassionate reviewers for sparing their valuable time and putting in effort to re-evaluate the papers in a stipulated time and providing their supportive ideas and appreciations in brainstorming the presentation, content and quality of proceeding. The valuable these accepted papers is an immense admiring comment not only to authors but also to reviewers who have directed towards excellence. We want to profusely thank to Organizing committee members, International Advisory and Technical Committee members and all other Committee members for

xv xvi Acknowledgements their effortless support and cooperation to formulate this conference successful in all sense. Last but not the least, the editorial members of Springer publishing procure a special declare and our profound authentic gratitude to them not only for assembly our apparition come true in the form of proceeding but also for its luminous in-time and get-up publications in graceful, innovation intelligent scheme and technologies, Springer. The CIPR conference and proceedings are recognitions to an immense assem- blage of people and all should be advance of the outcome. About the Conference

The term Computational Intelligence refers to the ability of a computer to learn a specific task from data or experimental observation. It is a set of nature-inspired computational methodologies and approaches to address complex real-world problems to which mathematical modeling may not be effective. Computational Intelligence provides solutions to problems for which precise mathematical model cannot be formulated due to presence of uncertainties or the process of modeling might be stochastic in nature. On the other hand Pattern Recognition is the process of automated recognition of patterns and regularities in data. The conference Computational Intelligence in Pattern Recognition (CIPR) is aimed at applying computational intelligence to find pattern in data and to develop useful application. The conference will provide a common platform for presentation of original research findings, exchange of ideas and dissemination of innovative, practical development experiences in different aspects and fields of data analysis and pattern recognition. The conference also aims at bringing together the researchers, scientists, engineers, industrial professionals and students in this fascinating area of research. The conference also addresses rapid dissemination of important results in the field of pattern recognition, soft computing technologies, clustering and classification algorithms, rough set and fuzzy set theory, evolutionary computations, neural science and neural network systems, image processing, combinatorial pattern matching, social network analysis, audio and video data analysis, data mining in dynamic environment, bioinformatics, hybrid computing, big data analytics, deep learning etc. It promotes novel and high quality research findings, innovative solutions to the challenging engineering problems. At the end of the conference, we anticipate that the participants will enhance their knowledge by latest perceptions and examinations on existing research topics from leading academician, researchers and scientists around the globe, contribute their own thoughts on significant research topics mentioned above as well as to networks and conspire with their international compeer.

xvii Contents

On the Synthesis of Unate Symmetric Function Using Memristor-Based Nano-Crossbar Circuit ...... 1 Subhashree Basu and Malay Kule A Novel Enhancement and Segmentation of Color Retinal Image Based on Fuzzy Measure and Fuzzy Integral ...... 9 Swarup Kr Ghosh, Biswajit Biswas and Anupam Ghosh On the Cryptanalysis of S-DES Using Binary Cuckoo Search Algorithm ...... 23 Ritwiz Kamal, Moynak Bag and Malay Kule Feature Selection Using NSGA-II for Event Extraction on Genetic and Molecular Mechanisms Involved in Plant Seed Development..... 33 Amit Majumder, Asif Ekbal and Sudip Kumar Naskar Detection and Identiﬁcation of Parasite Eggs from Microscopic Images of Fecal Samples ...... 45 Kaushik Ray, Sukhen Shil, Sarat Saharia, Nityananda Sarma and Nagappa S. Karabasanavar Identiﬁcation of Some Transposable Elements of DNA Using “BP Suche” Algorithm ...... 57 Rachita Ghoshhajra, Sanghamitra Chatterjee and Soma Barman (Mandal) An Approach for Sentiment Analysis of GST Tweets Using Words Popularity Versus Polarity Generation ...... 69 Sourav Das, Dipankar Das and Anup Kumar Kolya Smart Health Monitoring System for Temperature, Blood Oxygen Saturation, and Heart Rate Sensing with Embedded Processing and Transmission Using IoT Platform ...... 81 Samik Basu, Sinjoy Saha, Soumya Pandit and Soma Barman (Mandal)

xix xx Contents

Design of a Health Monitoring System for Heart Rate and Body Temperature Sensing Including Embedded Processing Using ARM Cortex M3 ...... 93 Mahasweta Ghosh, Samik Basu, Soumya Pandit and Soma Barman (Mandal) A Robust Multi-label Fruit Classification Based on Deep Convolution Neural Network ...... 105 Biswajit Biswas, Swarup Kr. Ghosh and Anupam Ghosh Classification of Speech and Song Using Co-occurrence-Based Approach ...... 117 Arijit Ghosal, Suchibrota Dutta and Debanjan Banerjee Intelligent Analysis for Personality Detection on Various Indicators by Clinical Reliable Psychological TTH and Stress Surveys ...... 127 Rohit Rastogi, D. K. Chaturvedi, Santosh Satya, Navneet Arora, Piyush Trivedi, Akshay Kr. Singh, Amit Kr. Sharma and Ambuj Singh Automatic Multilingual System from Speech ...... 145 Suchit Agarwal, Akshay Chatterjee and Ghazaala Yasmin An Improved Data Hiding Scheme Through Image Interpolation .... 157 Manasi Jana and Biswapati Jana Generalization of Multi-bit Encoding Function Based Data Hiding Scheme ...... 171 Piyali Sanyal, Sharmistha Jana and Biswapati Jana A Machine Learning Approach to Comment Toxicity Classification ...... 183 Navoneel Chakrabarty A Minutia Detection Approach from Direct Gray-Scale Fingerprint Image Using Hit-or-Miss Transformation ...... 195 Debashis Das Face Identification via Strategic Combination of Local Features ..... 207 Rinku Datta Rakshit and Dakshina Ranjan Kisku A Study on Reversible Image Watermarking Using Xilinx System Generator ...... 219 Subhajit Das and Arun Kumar Sunaniya SVM and MLP Based Segmentation and Recognition of Text from Scene Images Through an Effective Binarization Scheme ...... 237 Ranjit Ghoshal and Ayan Banerjee User Identification and Authentication Through Voice Samples ...... 247 Soubhik Rakshit Contents xxi

Template Matching for Kinship Verification in the Wild ...... 255 Aarti Goyal and T. Meenpal Attack Prevention Scheme for Privacy Preservation (APSP) Using K Anonymity in Location Based Services for IoT ...... 267 Ayan Kumar Das, Ayesha Tabassum, Sayema Sadaf and Ditipriya Sinha Statistical Analysis of the UNSW-NB15 Dataset for Intrusion Detection ...... 279 Vikash Kumar, Ayan Kumar Das and Ditipriya Sinha Singer Identification Using MFCC and CRP Features with Support Vector Machines ...... 295 Rajesh Sangeetha and N. J. Nalini Object Proposals Based on Variance Measure ...... 307 Amit Verma, T. Meenpal and Bibhudendra Acharya Deep Learning Approach in Predicting Personal Traits Based on the Way User Type on Touchscreen ...... 321 Soumen Roy, Utpal Roy and D. D. Sinha Robust Non-blind Video Watermarking Using DWT and QR Decomposition ...... 333 Chinmay Maiti and Bibhas Chandra Dhara Detection and Classification of Earthquake Images from Online Social Media ...... 345 Ashish Kumar Layek, Amreeta Chatterjee, Debanjan Chatterjee and Samit Biswas Blood Vessel Extraction from Retinal Images Using Modified Gaussian Filter and Bottom-Hat Transformation ...... 357 Amiya Halder and Sneha Ghose A Fast Approach for Text Region Detection from Images on Online Social Media...... 365 Ashish Kumar Layek, Sekhar Mandal and Saptarshi Ghosh Numerical Integration Based Contrast Enhancement Using Simpson’s Method ...... 379 Amiya Halder, Pritam Bhattacharya and Nikita Shah Crime Feature Selection Constructing Weighted Spanning Tree ..... 387 Priyanka Das and Asit Kumar Das Empirical Analysis of Proximity Measures in Machine Learning ..... 399 Nazrul Hoque, Hasin A. Ahmed and Dhruba Kumar Bhattacharyya xxii Contents

Memorizing and Retrieving of Text Using Recurrent Neural Network—A Case Study on Gitanjali Dataset ...... 413 Rajat Subhra Bhowmick and Jaya Sil Shuffled Differential Evolution Algorithm Based Combined Heat and Power Emission Dispatch ...... 423 S. Nagaraju, A. Srinivasreddy and K. Vaisakh Classification of Ball Mill Acoustic for Predictive Grinding Using PCA ...... 433 Sonali Sen, Arup Kumar Bhaumik and Jaya Sil Particle Swarm-Based Approach for Storage Efficiency Optimization of Supercapacitors ...... 445 Rudrendu Mahindar, Sahana Mukherjee, Sankhadeep Dutta, Tanusree Dutta and Rabindranath Ghosh Top-k Influential Nodes Identification Based on Activity Behaviors in Egocentric Online Social Networks ...... 463 Soumyadeep Debnath, Dhrubasish Sarkar and Premananda Jana Music Tagging and Similarity Analysis for Recommendation System ...... 477 Laxman Kumar, Anirban Mitra, Mamta Mittal, Vatsal Sanghvi, Sudipta Roy and Sanjit Kumar Setua Elastic Window for Multiple Face Detection and Tracking from Video ...... 487 Aniruddha Dey, Satadal Chakraborty, Debaditya Kunduand and Manas Ghosh Assessment of Reading Material with Flow of Eyegaze Using Low-Cost Eye Tracker ...... 497 Aniruddha Sinha, Sanjoy Kumar Saha and Anupam Basu NCBI: A Novel Correlation Based Imputing Technique Using Biclustering ...... 509 Hussain A. Chowdhury, Hasin A. Ahmed, Dhruba Kumar Bhattacharyya and Jugal K. Kalita ACO Based Optimization of DC Micro Grid Under Island Mode .... 521 B. Sateesh Babu, J. Vijaychandra, B. Sesha Sai, P. Jagannadh, Ch. Jaganmohana Rao and N. Naga Srinivas Non-invasively Grading of Brain Tumor Through Noise Robust Textural and Intensity Based Features ...... 531 Prasun Chandra Tripathi and Soumen Bag Contents xxiii

Line Encoding Based Method to Analyze Performance of Indian States in Road Safety ...... 541 Samya Muhuri, Susanta Chakraborty and Debasree Das Efficient Energy Management in Microgrids Using Flower Pollination Algorithm ...... 553 Meenakshi De, Gourab Das and K. K. Mandal Applications of Computational Intelligence Techniques for Automatic Generation Control Problem—A Short Review from 2010 to 2018 ...... 563 Tulasichandra Sekhar Gorripotu, Simma Gopi, Halini Samalla, A. V. L. Prasanna and B. Samira How Effective is the Salp Swarm Algorithm in Data Classification ...... 579 Nibedan Panda and Santosh Kumar Majhi Feature Selection Using Graph-Based Clustering for Rice Disease Prediction ...... 589 Ankur Das, Ratnaprava Dutta, Sunanda Das and Shampa Sengupta Shifted Peterson Network: A New Network for Network-on-Chip .... 599 M. M. Hafizur Rahman, M. N. M. Ali, Osinusi A. Olamide and D. K. Behera Gathering Identification Using Image Metrics for Intelligent Situation Awareness System in Real Time Scenarios ...... 611 Nandita Gautam, Debdoot Das, Sunirmal Khatua and Banani Saha Secure: An Effective Smartphone Safety Solution ...... 621 Sampreet Kalita and Dhruba Kumar Bhattacharyya A Gamma-Levy Hybrid MetaHeuristic for HyperParameter Tuning of Deep Q Network ...... 635 Abhijit Banerjee, Dipendranath Ghosh and Suvrojit Das Dewarping of Single-Folded Camera Captured Bangla Document Images ...... 647 Arpan Garai and Samit Biswas Deep Learning Techniques—R-CNN to Mask R-CNN: A Survey ..... 657 Puja Bharati and Ankita Pramanik Comparison of Four Nature Inspired Clustering Algorithms: PSO, GSA, BH and IWD ...... 669 Shankho Subhra Pal, Rupkatha Hira and Somnath Pal xxiv Contents

Detection of Diseases in Potato Leaves Using Transfer Learning ..... 675 Soumik Ranjan Dasgupta, Somnath Rakshit, Dhiman Mondal and Dipak Kumar Kole Self Driving Car ...... 685 Ankit Kumar, Mayukh Mukherjee and Preetam Mukhopadhyay A Local-to-Global Approach for Document Image Binarization ...... 693 Deepika Gupta and Soumen Bag Feature Extraction and Matching of River Dam Images in Odisha Using a Novel Feature Detector ...... 703 Anchal Kumawat and Sucheta Panda Multimodal Segmentation of Brain Tumours in Volumetric MRI Scans of the Brain Using Time-Distributed U-Net ...... 715 Jeet Dutta, Debajyoti Chakraborty and Debanjan Mondal A Cooperative Co-evolutionary Genetic Algorithm for Multi-Robot Path Planning Having Multiple Targets ...... 727 Ritam Sarkar, Debaditya Barman and Nirmalya Chowdhury A Shape Retrieval Technique Using Isothetic Cover of Digital Objects ...... 741 Abdul Aziz Al Aman, Apurba Sarkar and Arindam Biswas Complete Statistical Analysis to Weather Forecasting ...... 751 Anisha Datta, Shukrity Si and Sanket Biswas An Improved Non-local Means Denoising Technique for Brain MRI ...... 765 Saumyadipta Sarkar, Prasun Chandra Tripathi and Soumen Bag A Combined Approach for k-Seed Selection Using Modiﬁed Independent Cascade Model ...... 775 Debasis Mohapatra, Ashutosh Panda, Debasish Gouda and Sumit Sourav Sahu Fast Adaptive Decision-Based Mean Filter for Removing Salt-and-Pepper Noise in Images ...... 783 Amiya Halder, Supravo Sengupta, Pritam Bhattacharya and Apurba Sarkar An Appearance Model and Feature Selection in Kernelized Correlation Filter Based Visual Object Tracking ...... 795 Vijay K. Sharma, Bibhudendra Acharya and K. K. Mahapatra Role of Soft Computing Techniques in Software Effort Estimation: An Analytical Study ...... 807 P. Suresh Kumar and H. S. Behera Contents xxv

A Nonlinear Telegraph Equation for Edge-Preserving Image Restoration ...... 833 Subit K. Jain, Jyoti Yadav, Manisha Rao, Monika Sharma and Rajendra K. Ray A Q-Learning Approach for Sales Prediction in Heterogeneous Information Networks...... 843 Sadhana Kodali, Madhavi Dabbiru and B. Thirumala Rao WNN-EDAS: A Wavelet Neural Network Based Multi-criteria Decision-Making Approach for Cloud Service Selection ...... 853 O. Gireesha, Nivethitha Somu, M. R. Gauthama Raman, Mandi Sushmanth Reddy, Kannan Kirthivasan and V. Shankar Sriram An Improved Feedforward Neural Network Using Salp Swarm Optimization Technique for the Design of Intrusion Detection System for Computer Network ...... 867 N. Neha, M. R. Gauthama Raman, Nivethitha Somu, R. Senthilnathan and V. Shankar Sriram An Efficient Intrusion Detection Approach Using Enhanced Random Forest and Moth-Flame Optimization Technique ...... 877 P. S. Chaithanya, M. R. Gauthama Raman, S. Nivethitha, K. S. Seshan and V. Shankar Sriram Unidentified Input Observer: Comparative Study Through Block Pulse Function and Hybrid Function ...... 885 Anindita Ganguly, Tathagata Roy Chowdhury, Suman Kumar Ghosh, Aishik Panigrahi, Nilotpal Chakraborty, Anirudhha Ghosh and Neelakshi Ganguly Data Hiding with Digital Authentication in Spatial Domain Image Steganography ...... 897 Ayan Chatterjee and Soumen Kumar Pati Implementation of WOA-Based 2DOF-FOPID Controller for AGC of Interconnected Power System ...... 909 Debashis Sitikantha, Binod Kumar Sahu and Pradeep Kumar Mohanty Decision-Making Process of Farmers: A Conceptual Framework ..... 921 Partha Mukhopadhyay, Madhabendra Sinha and Partha Pratim Sengupta An Efficient Approach to Optimize the Learning Rate of Radial Basis Function Neural Network for Prediction of Metastatic Carcinoma .... 935 Prachi Vijayeeta, M. N. Das and B. S. P. Mishra Voice-Based Gender Identification Using Co-occurrence-Based Features ...... 947 Arijit Ghosal, Chanda Pathak, Pinki Singh and Suchibrota Dutta xxvi Contents

Fuzzy Posture Matching for Pain Recovery Using Yoga...... 957 Ahona Ghosh, Sriparna Saha and Amit Konar Application of SCA-Based Two Degrees of Freedom PID Controller for AGC Study ...... 969 Nimai Charan Patel, Binod Kumar Sahu and Manoj Kumar Debnath Classifications of High-Resolution SAR and Optical Images Using Supervised Algorithms ...... 981 Battula Balnarsaiah, T. S. Prasad, Laxminarayana Parayitam, Balakrishna Penta and Chandrasekhar Patibandla An Approach for Video Summarization Using Graph-Based Clustering Algorithm ...... 991 Ghazaala Yasmin, Aditya Chaterjee and Asit Kumar Das Parameter Tuning in MSER for Text Localization in Multi-lingual Camera-Captured Scene Text Images ...... 999 Souvik Panda, Swayak Ash, Neelotpal Chakraborty, Ayatullah Faruk Mollah, Subhadip Basu and Ram Sarkar Applications and Advancements of Firefly Algorithm in Classification: An Analytical Perspective ...... 1011 Janmenjoy Nayak, Kanithi Vakula, Paidi Dinesh and Bighnaraj Naik A Multi-step-Ahead Fuzzy Time Series Forecasting by Using Hybrid Chemical Reaction Optimization with Pi-Sigma Higher-Order Neural Network ...... 1029 Radha Mohan Pattanayak, H. S. Behera and Sibarama Panigrahi

Author Index ...... 1043 About the Editors

Asit Kumar Das is currently a Professor at the Department of Computer Science and Technology, Indian Institute of Engineering Science and Technology, Shibpur, India. His primary research interests are in the areas of data mining, bioinformatics, evolutionary algorithms, audio and video data analysis, text mining and social networks. He has published more than 50 research articles in respected peer-reviewed journals.

Janmenjoy Nayak is working as an Associate Professor at Sri Sivani College of Engineering, Srikakulam, India. He has published more than 50 research papers in various respected peer-reviewed journals and international conference proceedings, as well as a number of book chapters. He has received several awards, such as an INSPIRE Fellowship from DST, Govt. of India, and best researcher award by JNTU, Kakinada, AP. His areas of interest include data mining, nature-inspired algorithms and soft computing.

Bighnaraj Naik is an Assistant Professor at the Department of Computer Applications, VSSUT, Burla, Odisha, India. He has published more than 50 research papers in various respected peer- reviewed journals, referred journals and international conference proceedings, and has reviewed a number of books. He has over nine years of teaching experience in the ﬁeld of computer science and information technology. His interests include data mining and soft computing.

Soumen Kumar Pati is currently an Associate Professor at the Department of Bio-Informatics, Maulana Abul Kalam Azad University of Technology, West Bengal, India. Dr. Pati received his Ph.D. degree in Engineering from the Department of Computer Science and Technology, Indian Institute of Engineering Science and Technology, Shibpur. His primary research interests are in the areas of data mining, artiﬁcial intelligence, soft computing, pattern recognition, social network, network security, machine learning, and he has published numerous articles in these ﬁelds.

xxvii xxviii About the Editors

Danilo Pelusi is an Associate Professor at the Faculty of Communication Sciences, University of Teramo. Associate Editor of IEEE Transactions on Emerging Topics in Computational Intelligence, IEEE Access and guest editor for Elsevier, Springer and Inderscience journals, he served as program member of many conferences and as editorial board member of many journals. His research interests include Fuzzy Logic, Neural Networks, Information Theory and Evolutionary Algorithms.