Ebook: Kernel Learning Algorithms for Face Recognition
- Tags: Signal Image and Speech Processing, Communications Engineering Networks, Computational Intelligence, Image Processing and Computer Vision
- Year: 2014
- Publisher: Springer-Verlag New York
- Edition: 1
- Language: English
- pdf
Kernel Learning Algorithms for Face Recognition covers the framework of kernel based face recognition. This book discusses the advanced kernel learning algorithms and its application on face recognition. This book also focuses on the theoretical deviation, the system framework and experiments involving kernel based face recognition. Included within are algorithms of kernel based face recognition, and also the feasibility of the kernel based face recognition method. This book provides researchers in pattern recognition and machine learning area with advanced face recognition methods and its newest applications.
This book discusses the advanced kernel learning algorithms and its application on face recognition. The book focuses on the theoretical deviation, the system framework and experiments involving kernel based face recognition. This authors aim to solve the parameter selection problems endured by kernel learning algorithms, and presents kernel optimization method with the data dependent kernel. This text extends the definition of data-dependent kernel and applies it to kernel optimization. Included within are algorithms of kernel based face recognition and the feasibility of the kernel based face recognition method.
This book discusses the advanced kernel learning algorithms and its application on face recognition. The book focuses on the theoretical deviation, the system framework and experiments involving kernel based face recognition. This authors aim to solve the parameter selection problems endured by kernel learning algorithms, and presents kernel optimization method with the data dependent kernel. This text extends the definition of data-dependent kernel and applies it to kernel optimization. Included within are algorithms of kernel based face recognition and the feasibility of the kernel based face recognition method.
Content:
Front Matter....Pages i-xv
Introduction....Pages 1-17
Statistical Learning-Based Face Recognition....Pages 19-47
Kernel Learning Foundation....Pages 49-70
Kernel Principal Component Analysis (KPCA)-Based Face Recognition....Pages 71-99
Kernel Discriminant Analysis Based Face Recognition....Pages 101-133
Kernel Manifold Learning-Based Face Recognition....Pages 135-157
Kernel Semi-Supervised Learning-Based Face Recognition....Pages 159-174
Kernel-Learning-Based Face Recognition for Smart Environment....Pages 175-188
Kernel-Optimization-Based Face Recognition....Pages 189-211
Kernel Construction for Face Recognition....Pages 213-223
Back Matter....Pages 225-225