ECE 513 Textbooks and Useful Links
Text
- Chapter 1
- Chapter 2
- Chapter 3
- Chapter 4
- Chapter 5
- Chapter 6
- Chapter 7
- Chapter 8
- Chapter 9
- Chapter 10
Supplementary Readings
- Shun-ichi Amari and Hiroshi Nagaoka, Methods of Information Geometry,
- G.L. Nemhauser, L.A. Wolsey and M.L. Fisher, An Analysis of Approximations for Maximizing Submodular Set Functions I, Mathematical Programming 14 (1978) 265-294
- Y.C. Pati, R. Rezaiifar and P.S. Krishnapras, Orthogonal Matching Pursuit: Recursive Function Approximation with Applications to Wavelet Decomposition, Proceedings of ASILOMAR 1993, 40-44
- L. Donoho and Michael Elad, Optimally sparse representation in general (nonorthogonal) dictionaries via L1 minimization, PNAS 100(2):2197-2202, 2003
Recommended Text
- Singular Value Decomposition, Eigenfaces, and 3D Reconstructions by Muller, Magaia, and Herbst, in SIAM Review, Vol. 46, No. 3.
- Sparse and Redundant Representation: From Theory to Applications in Signal and Image Processing by Michael Elad, Springer, 2010.
- Signal Processing: Foundations by Martin Vetterli, Jelena Kovacevic, and Vivek K Goyal, 2012.
- Signal Processing: Fourier and Wavelet Representations by Martin Vetterli, Jelena Kovacevic, and Vivek K Goyal, 2012.
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No other question has ever moved so profoundly the spirit; no other idea has so fruitfully stimulated the intellect; yet no other concept stands in greater need of clarification than that of the infinite. David Hilbert