Screen LibraryAdaptive blind signal and image processing learning algorithms and applications /
A reference on the important and rapidly developing field of blind and semi blind signal processing. Features of the text include: analysis of development in adaptive structures and associated unsupervised learning algorithms; discussion of effective computer simulation programmes; discussion of per...
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| Literature type: | Electronic eBook |
| Language: | English |
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| Online Access: |
http://onlinelibrary.wiley.com/book/10.1002/0470845899 |
| Summary: |
A reference on the important and rapidly developing field of blind and semi blind signal processing. Features of the text include: analysis of development in adaptive structures and associated unsupervised learning algorithms; discussion of effective computer simulation programmes; discussion of perspectives for future research in this area. |
| Carrier Form: | 1 online resource (xxxi, 554 pages) : illustrations |
| Bibliography: | Includes bibliographical references (pages 453-534) and index. |
| ISBN: |
0470852186 9780470852187 0471607916 9780471607915 0470845899 9780470845899 1280554657 9781280554650 |
| Index Number: | TK5102 |
| CLC: | TN911.7 |
| Contents: |
Introduction to Blind Signal Processing: Problems and Applications -- Problem Formulations--An Overview -- Generalized Blind Signal Processing Problem -- Instantaneous Blind Source Separation and Independent Component Analysis -- Independent Component Analysis for Noisy Data -- Multichannel Blind Deconvolution and Separation -- Blind Extraction of Signals -- Generalized Multichannel Blind Deconvolution--State Space Models -- Nonlinear State Space Models--Semi-Blind Signal Processing -- Why State Space Demixing Models? -- Potential Applications of Blind and Semi-Blind Signal Processing -- Biomedical Signal Processing -- Blind Separation of Electrocardiographic Signals of Fetus and Mother -- Enhancement and Decomposition of EMG Signals -- EEG and Data MEG Processing -- Application of ICA/BSS for Noise and Interference Cancellation in Multi-sensory Biomedical Signals -- Cocktail Party Problem -- Digital Communication Systems -- Why Blind? -- Image Restoration and Understanding -- Solving a System of Algebraic Equations and Related Problems -- Formulation of the Problem for Systems of Linear Equations -- Least-Squares Problems -- Basic Features of the Least-Squares Solution -- Weighted Least-Squares and Best Linear Unbiased Estimation -- Basic Network Structure-Least-Squares Criteria -- Iterative Parallel Algorithms for Large and Sparse Systems -- Iterative Algorithms with Non-negativity Constraints -- Robust Circuit Structure by Using the Interactively Reweighted Least-Squares Criteria -- Tikhonov Regularization and SVD. |