Intelligent Systems

Intelligent Systems
PDF
  • eBook:
    Intelligent Systems: Advances in Biometric Systems, Soft Computing, Image Processing, and Data Analytics
  • Author:
    Chiranji Lal Chowdhary
  • Edition:
    1 edition
  • Categories:
  • Data:
    December 27, 2019
  • ISBN:
    1771888008
  • ISBN-13:
    9781771888004
  • Language:
    English
  • Pages:
    320 pages
  • Format:
    PDF

Book Description
This volume helps to fill the gap between data analytics, image processing, and soft computing practices. Soft computing methods are used to focus on data analytics and image processing to develop good intelligent systems. To this end, readers of this volume will find quality research that presents the current trends, advanced methods, and hybridized techniques relating to data analytics and intelligent systems. The book also features case studies related to medical diagnosis with the use of image processing and soft computing algorithms in particular models.
Providing extensive coverage of biometric systems, soft computing, image processing, artificial intelligence, and data analytics, the chapter authors discuss the latest research issues, present solutions to research problems, and look at comparative analysis with earlier results. Topics include some of the most important challenges and discoveries in intelligent systems today, such as computer vision concepts and image identification, data analysis and computational paradigms, deep learning techniques, face and speaker recognition systems, and more.

Content

PART I: Biometric Systems and Image Processing
1. Intelligent Techniques: An Overview
2. A Survey of Artificial Intelligence Techniques Used in Biometric Systems
3. Speech-Based Biometric Using Odia Phonetics
4. Deep Learning Techniques to Classify and Analyze Medical Imaging Data
5. Face Recognition System: An Overview
6. An Overview of the Concept of Speaker Recognition
7. Analysis of Unimodal and Multimodal Biometric System

PART II: Soft Computing and Data Analytics
8. A Heuristic Approach to Parameter Tuning in a SMOTE-Based Preprocessing Algorithm for Imbalanced Ordinal Classification
9. Aspects of Deep Learning: Hyper-Parameter Tuning, Regularization, and Normalization
10. Super-Resolution Reconstruction of Infrared Images Adopting Counter Propagation Neural Networks
11. High-End Tools and Technologies for Managing Data in the Age of Big Data
12. An AI-Based Chatbot Using Deep Learning

PART III: Intelligent Systems and Hybrid Systems
13. A Real-Time Data Analytics-Based Crop Diseases Recognition System
14. Image Caption Generation with Beam Search

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