Handbook of Statistics 10: Signal Processing and its Applications

N. K. Bose, C. R. Rao0444892052, 9780444892058

Hardbound. This volume of the Handbook of Statistics presents a state-of-the art exposition of current topics in signal/image processing. It provides an excellent balance between both theory and applications. The collection of chapters deals with topics such as fast computations and transforms in signal processing, sampling theorems, parameter estimation and signal modeling, image and multidimensional signal processing, array processing, direction-of-arrival estimation, beamforming, adaptive algorithms, multiscale signal processing and wavelet transforms. Other subjects include VLSI implementations in hardware, image gathering and video coding, spectrum estimation, neural net sensor fusion, hidden Markov models with applications in speech recognition, design of special types of digital filter structures (and innovative methods for performance evaluation of such structures), as well as more general systems which are encountered in signal processin

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Table of contents :
Handbook of Statistics 10: Signal Processing and its Applications……Page 1
Table of Contents……Page 3
Preface……Page 11
Contributors……Page 12
1. Signal Processing for Linear Instrumental Systems with Noise: A General Theory with Illustrations from Optical Imaging and Light Scattering Problems……Page 15
2. Boundary Implication Results in Parameter Space……Page 61
3. Sampling of Bandlimited Signals: Fundamental Results and Some Extensions……Page 72
4. Localization of Sources in a Sector: Algorithms and Statistical Analysis……Page 115
5. The Signal Subspace Direction-of-Arrival Algorithm……Page 138
6. Digital Differentiators……Page 169
7. Orthogonal Decompositions of 2D Random Fields and their Applications for 2D Spectral Estimation……Page 216
8. VLSI in Signal Processing……Page 237
9. Constrained Beamforming and Adaptive Algorithms……Page 277
10. Bispectral Speckle Interferometry to Reconstruct Extended Objects from Turbulence-Degraded Telescope Images……Page 363
11. Multi-Dimensional Signal Processing……Page 406
12. On the Assessment of Visual Communication……Page 486
13. VLSI Implementations of Number Theoretic Concepts with Applications in Signal Processing……Page 541
14. Decision-level Neural Net Sensor Fusion……Page 583
15. Statistical Algorithms for Noncausal Gauss-Markov Fields……Page 628
16. Subspace Methods for Directions-of-Arrival Estimation……Page 697
17. Closed Form Solution to the Estimates of Directions of Arrival Using Data from an Array of Sensors……Page 744
18. High-Resolution Direction Finding……Page 757
19. Multiscale Signal Processing Techniques: A Review……Page 820
20. Sampling Theorems and Wavelets……Page 883
21. Image and Video Coding Research……Page 904
22. Fast Algorithms for Structured Matrices in Signal Processing……Page 931
Subject Index……Page 971
Handbook of Statistics: Contents of Previous Volumes……Page 981