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…mehr
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.Hinweis: Dieser Artikel kann nur an eine deutsche Lieferadresse ausgeliefert werden.
Produktdetails
Produktdetails
Artificial Intelligence and Soft Computing for Industrial Transformation
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.
Inhaltsangabe
Preface xxv 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
Preface xxv 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
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