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Machine Learning for Biometrics: Concepts, Algorithms and Applications: Cognitive Data Science in Sustainable Computing

Editat de Partha Pratim Sarangi, Madhumita Panda, Subhashree Mishra, Bhabani Shankar Prasad Mishra, Banshidhar Majhi
en Limba Engleză Paperback – 23 ian 2022
Machine Learning for Biometrics: Concepts, Algorithms and Applications highlights the fundamental concepts of machine learning, processing and analyzing data from biometrics and provides a review of intelligent and cognitive learning tools which can be adopted in this direction. Each chapter of the volume is supported by real-life case studies, illustrative examples and video demonstrations. The book elucidates various biometric concepts, algorithms and applications with machine intelligence solutions, providing guidance on best practices for new technologies such as e-health solutions, Data science, Cloud computing, and Internet of Things, etc.
In each section, different machine learning concepts and algorithms are used, such as different object detection techniques, image enhancement techniques, both global and local feature extraction techniques, and classifiers those are commonly used data science techniques. These biometrics techniques can be used as tools in Cloud computing, Mobile computing, IOT based applications, and e-health care systems for secure login, device access control, personal recognition and surveillance.


  • Covers different machine intelligence concepts, algorithms and applications in the field of cybersecurity, e-health monitoring, secure cloud computing and secure IOT based operations
  • Explores advanced approaches to improve recognition performance of biometric systems with the use of recent machine intelligence techniques
  • Introduces detection or segmentation techniques to detect biometric characteristics from the background in the input sample
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Specificații

ISBN-13: 9780323852098
ISBN-10: 0323852092
Pagini: 264
Dimensiuni: 152 x 229 x 20 mm
Greutate: 0.36 kg
Editura: ELSEVIER SCIENCE
Seria Cognitive Data Science in Sustainable Computing


Public țintă

Primary: Faculty members, graduate/master degree students and research scholars, practitioners, developers, engineers, etc. from Computer Science & Engineering, Information Technology, Electronics Engineering, Electrical Engineering, Electrical and Electronics Engineering disciplines.
Secondary: Biometrics, Computer vision, Data Science, Cloud computing, Cyber Security, e-Health monitoring systems, Internet of Things security

Cuprins

1. Fundamentals of Biometrics and reviews of different biometrics and multimodal biometrics 2. Detection techniques of different biometric traits 3. Preprocessing using Machine learning approaches 4. Feature extraction and selection using Machine learning approaches 5. Recognition (Verification and Identification) techniques 6. Behavioral biometrics 7. Biometrics in Forensic Identification 8. Biometric cryptography (Bio-Cryptography) 9. Multimodal Biometrics 10. Security Applications