Advances in Data Science and Computing Technology: Methodology and Applications

✍ Scribed by Suman Ghosal (editor), Amitava Choudhury (editor), Vikram Kumar Saxena (editor), Arindam Biswas (editor), Prasenjit Chatterjee (editor)

• Publisher: Apple Academic Press
• Year: 2022
• Tongue: English
• Leaves: 449
• Edition: 1
• Category: Library

✦ Synopsis

This volume helps to address the genuine 21st century need for advances in data science and computing technology. It provides an abundance of new research and studies on progressive and innovative technologies, including artificial intelligence, communication systems, cyber security applications, data analytics, Internet of Things (IoT), machine learning, power systems, VLSI, embedded systems, and much more. The book presents a variety of interesting and important aspects of data science and computing technologies and methodologies in a wide range of applications, including deep learning, DNA cryptography, classy fuzzy MPPT controller, driving assistance, and safety systems. Novel algorithms and their applications for solving cutting-edge computational and data science problems are included also for an interdisciplinary research perspective.

The book addresses recent applications of deep learning and ANN paradigms, the role and impact of big data in the e-commerce and retail sectors, algorithms for load balancing in cloud computing, advances in embedded system based applications, optimization techniques using a MATLAB platform, and techniques for improving information and network security.

Advances in Data Science and Computing Technology: Methodology and Applications provides a wealth of valuable information and food for thought on many important issues for data scientists and researchers, industry professionals, and faculty and students in the data and computing sciences.

✦ Table of Contents

Cover
Half Title
Title Page
Copyright Page
Aap Research Notes on Optimization and Decision-Making Theories
About the Editors
Table of Contents
Contributors
Abbreviations
Preface
Part I: Recent Application of Deep Learning and ANN Paradigm
1. Deep Learning Supported Evaluation of Retinal Vessel Enhancement Techniques
2. An Efficient and Optimized Deep Neural Network Architecture for Handwritten Digit Recognition
3. Design and Development of a Driving Assistance and Safety System Using Deep Learning
4. Prediction of the Positive Cases of COVID-19 for Individual States in India and Its Measure: A State-of-the-Art Analysis
5. Deep Residual Neural Network Based Multi-Class Image Classifier for Tiny Images
6. Improved TDOA-Based Node Localization in WSN: An ANN Approach
Part II: Role and Impact of Big Data in E-Commerce and the Retail Sector
7. Impact of Big Data on E-Commerce Websites
8. A Review of the Revolutionizing Role of Big Data in Retail Industry
Part III: Algorithm for Load Balancing in Cloud Computing
9. Load-Balancing Implementation with an Algorithm of Matrix Based on the Entire Jobs
10. Load-Balancing Algorithm with Overall Tasks
11. Implementation of Load Balancing of Matrix Problem with the Row Sum Method
Part IV: Advances in Embedded System-Based Applications
12. Microcontroller-Based Wearable Location Tracker System with Immediate Support Facility
13. Design and Modifications of Eyedrop Bottle Holder Device: A Simplest Way to Install Ocular Drug Independently
14. Agro-Nutrition Alert (ANA)
Part V: Optimization Technique Using MATLAB Platform
15. Selection of Optimal Mother Wavelet for Fault Analysis in Induction Motor Using Stator Current Waveform
16. High Efficiency High Gain SEPIC-Buck Boost Converter Based BLDC Motor Drive for Solar PV Array Fed Water Pumping
17. A Classy Fuzzy MPPT Controller for Standalone PV System
18. Active and Reactive Power Control in Variable Wind Turbine Using Simultaneous Working of STATCOM and Pitch Control
Part VI: Technique for Improving Information and Network Security
19. Information Security Using Key Management
20. Strength-Based Novel Technique for Malicious Nodes Isolation
21. Securing the Information Using Combined Method
22. Implementation of DNA Cryptography in IoT Using Chinese Remainder Theorem, Arithmetic Encoding, and Asymmetric Key Cryptography
23. Robust Technique to Overcome Thwarting Communication Under Narrowband Jamming in Extremely Low Frequency of CDMA-DSSS System on Coding- Based MATLAB Platform
Part VII: Miscellaneous Topics in Computing
24. The Utility of Regional Language Facility in Accounting Software for Retail Market of West Bengal
25. Comparative Analysis of Storey Drift of a G+9 RC-Structured Building Due to Seismic Loads in Various Seismic Regions
26. A Proposal for Disinfection of Contaminated Subject Area Through Light
Index