Computer Science & Information Management

AAP Research Notes on Optimization and Decision Making Theories

Advanced Computer Science Applications
Recent Trends in AI, Machine Learning, and Network Security

Editors: Karan Singh, PhD
Latha Banda, PhD
Manisha Manjul, PhD

Advanced Computer Science Applications

Published. Available now.
Pub Date: September 2023
Hardback Price: see ordering info
Hard ISBN: 9781774912393
E-Book ISBN: 9781003369066
Pages: 410 pp w/index
Binding Type: Hardback / ebook
Series: AAP Research Notes on Optimization and Decision Making Theories
Notes: 11 color and 107 b/w illustrations

Artificial intelligence (AI) and machine learning (ML) are two areas of computer science that have seen drastic advancement in recent years. Keeping track of this rapid development, this book, Advanced Computer Science Applications: Recent Trends in AI, Machine Learning, and Network Security, brings together the most recent trends related to AI, ML and Network Security.

The book consists of three parts with each part focusing on a specific aspect of AI, machine learning, and network security. The chapters cover such diverse topics including machine learning algorithms and security analytics, AI and machine learning, and network security applications. The book presents a variety of design algorithms including convolutional neural networks (CNN), random forest algorithm, k-nearest neighbor (KNN), Apriori algorithm, MapReduce algorithm, and the Genetic Algorithm used in IoT applications.

The volume presents a survey of speculative parallelism techniques, performance reviews, and efficient power consumption. It discusses measuring perceived quality of software ecosystems based on transactions in customer management tools and offers a study of the background modelling and background subtraction along with various other literature studies that justify the role of moving object detection in computer vision. The book also covers the concepts of IoT, security early detections for COVID-19, multimetric geographical routing in VANETs, V2X communication in VANET, and optimization of congestion control scheme for VANETs.

This book is a comprehensive take on recent applications and advancement in the field of computer science. Scientists, researchers, faculty, and students involved in research in the area of AI, machine learning, and network security will find valuable information in this volume.

CONTENTS:
Preface

PART 1: MACHINE LEARNING ALGORITHMS IN SECURITY ANALYTICS

1. Speculative Parallelism on Multicore Chip Architecture Strengthen Green Computing Concept: A Survey
Sudhakar Kumar, Sunil Kr. Singh, and Naveen Aggarwal

2. Measuring Perceived Quality of Software Ecosystem Based on Transactions in Customer Management Tools
R. Rajaraman, P. K. Kapur, Deepak Kumar, and K. Velmurugan

3. Moving Object Detection in Video, Captured by Static Camera: A Survey
Sneha Mishra and Dileep Kumar Yadav

4. UAV-Enabled Disaster Management: Applications, Open Issues, and Challenges
Amina Khan, Sumeet Gupta, and Sachin Kumar Gupta

5. Cross-Site Scripting Attack Prevention (on Application Layer)
Prabhpreet Singh Sandhu

6. TBM-Based Charger Deployment Technique in the Internet of Things
Ankita Jaiswal, Sushil Kumar, and Pankaj Kashyap

7. Data Mining for the Internet of Things: A Survey
Mukesh Kumar, Sushil Kumar, and Saneh Lata Yadav

PART 2: AI AND MACHINE LEARNING

8. Classification of Web User Interest Level Using Web Usage Mining
Tende Ivo Sake, Latha Banda, and Devendra Gautam

9 Design and Development of AI-Assisted Smart Ventilators
Anshul Bhardwaj and Chandra Shekhar Singh

10 Descriptive Review of a Nepali Sign Language Recognition System
Kanchan Sapkota, Sailesh Rana, Santosh Khandal, Yugaraj Tamang, and Pankaj Sharma

11. Apriori-Based Algorithms Having Decentralized Approach for Mining Frequent Item-Sets: A Review
Satvik Vats, Sunny Singh, and B. B. Sagar

12. Impact of Artificial Intelligence and the Internet of Things in Modern Times and Hereafter: An Investigative Analysis
Anshul Gupta, Sunil Kr. Singh, and Muskaan Chopra

13. Intelligent Post-Lockdown Management System for Public Transportation
Hari Mohan Rai, Barnini Goswami, Shreya Majumdar, and Kajal Gupta

14. Smart Walking Stick (for the Blind)
Prabhpreet Singh Sandhu, Deepti Sahu, and Latha Banda

15. Dynamic Nepali Sign Language Recognition
Kanchan Sapkota, Santosh Khandal, Sailesh Rana, Yugaraj Tamang, and Pankaj Sharma

16. Performance Evaluation of a Multiband Embroidered Fractal Antenna on the Human Body
Shruti Gite and Mansi Subhedar

17. Learning Deep Representation Using a Fully Convolutional Autoencoder for Automated Floor Plan Image Retrieval
Sayali Deshpande, Rasika Gururaj Khade, Krupa N. Jariwala, and Chiranjoy Chattopadhya

18. Smart Card-Based Privacy Preserving Light-Weight Authentication Protocol for E-Payment Systems
N. Sasikaladevi

19. DEC-GA: Genetic Algorithm Based Deterministic Energy Efficient Clustering Protocol for IoT Transactions in Customer Management Tools
Indu Dohare and Karan Singh

20. Hashtag Recommendation System to Track Streaming News and Capture Dynamic Evolution to Ensure High Coverage (CADENCE)
K. Geetha, N. Sasikaladevi, J. Deebika, and Vindhya Guru Rao

PART 3: NETWORK SECURITY APPLICATIONS

21. Mitigation of RPL Stateless Address Auto-Configuration IPv6 Spoofing Attack in IoT
Saurabh Yadav, Shishir Gangwar, Prateek Kembhavi, B. R. Chandavarkar, and Sneha Kamble

22. Secure and Early Detection Framework for Covid-19: Standardization of Clinical Process
Vinay Pathak, Achintya Kumar Pandey, and Rajat Kishor Varshney

23. Probabilistic Image Encryption-Based Secure Surveillance Framework for an IoT Environment
Mohd Shariq and Karan Singh

24. An Enhanced Approach for Multimetric Geographical Routing in VANETs Using a Fuzzy Interface System
Amarpreet Singh and Navroop Kaur

25. Energy-Efficient Privacy Preserving Vehicle Registration Protocol for V2X Communication in VANET
N. Sasikaladevi and Manyam Nandeesh Reddy

26. Evaluation and Optimization of a Congestion Control Scheme for VANETs
Gopal Singh Rawat and Karan Singh

Index


About the Authors / Editors:
Editors: Karan Singh, PhD
Assistant Professor, School of Computer and Systems Sciences, Jawaharlal Nehru University, New Delhi, India

Karan Singh, PhD, is Assistant Professor in the School of Computer and Systems Sciences at Jawaharlal Nehru University, New Delhi, India. His areas of interest include multicast communications, information security, cryptography, security issues in wireless sensor networks, intelligent vehicular networks, Internet of Things, and cyber-physical systems. He has published many journal articles and conference papers. He has also attended and many international conferences and workshops and has delivered invited talks and lectures. He is a senior member of IEEE and is an IEEE MGM awardee.

Latha Banda, PhD
Department of CSE, ABES Engineering College, Ghaziabad, U.P., India

Latha Banda, PhD, is Associate Professor of Computer Sciences and Engineering at ABES Engineering College, Ghaziabad, U.P., India. She was previously an Associate Professor at Sharda University and Lingaya’s University, India. Her areas of interest include artificial intelligence, recommender systems, machine learning, network security, and soft computing. She has published several journal articles and conference papers and has attended and participated at international conferences and workshops. She is a member of the Association for Computing Machinery, Institute of Electrical and Electronics Engineers, and Institution of Electronics and Telecommunication Engineers.

Manisha Manjul, PhD
Department of Computer Science, G. B. Pant DESU Okhla-I Campus, New Delhi, India

Manisha Manjul, PhD, is working with the Department of Computer Engineering at G. B. Pant DESU Okhla-I Campus, New Delhi, India. She has published several papers in Scopus-indexed journals as well as several conference papers. She organized workshops, conferences, and faculty development programs. Her primary research interests are in computer network, network security, multicast communication, and object-oriented programming. She is a life member of the Computer Society of India.




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