Blind source separation : theory and applications /

• Κύριος συγγραφέας: Yu, Xianchuan
• Άλλοι συγγραφείς: Hu, Dan, Ph.D, Xu, Jindong
• Μορφή: Ηλ. βιβλίο
• Γλώσσα: English
• Έκδοση: Singapore : John Wiley & Sons Singapore Pte. Ltd., 2014.
• Θέματα: Blind source separation.; TECHNOLOGY & ENGINEERING > Mechanical.; Blind source separation > Handbooks, manuals, etc.; Electronic books.

"This book offers a general overview of the basics of Blind Source Separation, important solutions and algorithms, and in-depth coverage of applications in image feature extraction, remote sensing image fusion, mixed-pixel decomposition of SAR images, image object recognition fMRI medical image...

Πίνακας περιεχομένων:

• PART I. Theory basics of BSS
• Mathematical foundation of blind source separation
• General model and classical algorithm for BSS
• Evaluation criteria for the bss algorithm
• PART II. Independent component analysis
• Independent component analysis
• Fast independent component analysis and its application
• Maximum likelihood independent component analysis and its application
• Overcomplete independent component analysis algorithms and applications
• Kernel independent component analysis
• Non-negative independent component analysis and its application
• Constraint independent component analysis algorithms and applications
• Optimized independent component analysis algorithms and applications
• Supervised learning independent component analysis algorithms and applications
• PART III. Advances and applications of BSS
• Non-negative matrix factorization algorithms and applications
• Sparse component analysis and applications
• Glossary.