Smart and Sustainable Intelligent Systems
Description
The world is experiencing an unprecedented period of change and growth through all the electronic and technilogical developments and everyone on the planet has been impacted. What was once 'science fiction', today it is a reality.
This book explores the world of many of once unthinkable advancements by explaining current technologies in great detail. Each chapter focuses on a different aspect - Machine Vision, Pattern Analysis and Image Processing - Advanced Trends in Computational Intelligence and Data Analytics - Futuristic Communication Technologies - Disruptive Technologies for Future Sustainability. The chapters include the list of topics that spans all the areas of smart intelligent systems and computing such as: Data Mining with Soft Computing, Evolutionary Computing, Quantum Computing, Expert Systems, Next Generation Communication, Blockchain and Trust Management, Intelligent Biometrics, Multi-Valued Logical Systems, Cloud Computing and security etc. An extensive list of bibliographic references at the end of each chapter guides the reader to probe further into application area of interest to him/her.
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Persons
Namita Gupta is the Head of Computer Science and Engineering Department at Maharaja Agrasen Institute of Technology, GGSIP University, Delhi, India. She has more than 20 years of teaching experience and has played active role in research and project development. Her current areas of interest and research includes data mining, databases and machine learning.
Prasenjit Chatterjee is an associate professor in the Mechanical Engineering Department at MCKV Institute of Engineering, India. He has more than 80 research papers in various international SCI journals. Dr. Chatterjee is one of the developers of a new multiple-criteria decision-making method called Measurement of Alternatives and Ranking according to Compromise Solution (MARCOS).
Tanupriya Choudhury received his PhD degree in the year 2016 and is an associate professor in Dept. of Computer Science and Engineering at UPES Dehradun, India. His areas of interests include human computing, soft computing, cloud computing, and data mining. He has filed 14 patents till date and received 16 copyrights from MHRD for his own software. He has authored more than 85 research papers.
Content
Acknowledgement xxix
Part 1: MACHINE LEARNING AND ITS APPLICATION 1
1 Single Image Super-Resolution Using GANs for High-Upscaling Factors 3
2 Landmark Recognition Using VGG16 Training 17
3 A Comparison of Different Techniques Used for Classification of Bird Species From Images 41
4 Road Lane Detection Using Advanced Image Processing Techniques 51
5 Facial Expression Recognition in Real Time Using Convolutional Neural Network 73
6 Feature Extraction and Image Recognition of Cursive Handwritten English Words Using Neural Network and IAM Off-Line Database 91
7 License Plate Recognition System Using Machine Learning 103
8 Prediction of Disease Using Machine Learning Algorithms 115
Part 2: DEEP LEARNING AND ITS APPLICATION 127
9 Brain Tumor Prediction by Binary Classification Using VGG-16 129
10 Study of Gesture-Based Communication Translator by Deep Learning Technique 139
11 Transfer Learning for 3-Dimensional Medical Image Analysis 151
12 A Study on Recommender Systems 173
13 Comparing Various Machine Learning Algorithms for User Recommendations Systems 181
14 Indian Literacy Analysis Using Machine Learning Algorithms 191
15 Motion Transfer in Videos using Deep Convolutional Generative Adversarial Networks 205
16 Twin Question Pair Classification 215
17 Exploration of Pixel-Based and Object-Based Change Detection Techniques by Analyzing ALOS PALSAR and LANDSAT Data 229
18 Tracing Bad Code Smells Behavior Using Machine Learning with Software Metrics 245
19 A Survey on Various Negation Handling Techniques in Sentiment Analysis 259
20 Mobile-Based Bilingual Speech Corpus 281
21 Intrusion Detection using Nature-Inspired Algorithms and Automated Machine Learning 295
Part 3: SECURITY AND BLOCKCHAIN 309
22 Distributed Ownership Model for Non-Fungible Tokens 309
23 Comparative Analysis of Various Platforms of Blockchain 323
24 Smart Garbage Monitoring System 341
25 Study of Various Intrusion Detection Systems: A Survey 355
Part 4: COMMUNICATION AND NETWORKS 373
26 Green Communication Technology Management for Sustainability in Organization 375
27 A Means of Futuristic Communication: A Review 387
28 Experimental Evaluation of Security and Privacy in GSM Network Using RTL-SDR 401
29 A Novel Consumer-Oriented Trust Model in E-Commerce 413
30 Data Mining Approaches for Profitable Business Decisions 427
Part 5: LATEST TRENDS IN SUSTAINABLE COMPUTING TECHNIQUES 443
31 Survey on Data Deduplication Techniques for Securing Data in Cloud Computing Environment 445
32 Procedural Music Generation 461
33 Detecting Photoshopped Faces Using Deep Learning 469
34 A Review of SQL Injection Attack and Various Detection Approaches 481
35 Futuristic Communication Technologies 491
36 An Approach for Load Balancing Through Genetic Algorithm 511
Index 525
