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Preface | |
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Acknowledgments | |
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Introduction: Why Wavelets? | |
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Vectors and Matrices | |
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Vectors, Inner Products, and Norms | |
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Problems | |
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Computer Lab | |
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Basic Matrix Theory | |
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Problems | |
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Computer Lab | |
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Block Matrix Arithmetic | |
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Problems | |
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Computer Lab | |
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An Introduction to Digital Images | |
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The Basics of Grayscale Digital Images | |
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Problems | |
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Computer Labs | |
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Color Images and Color Spaces | |
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Problems | |
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Computer Labs | |
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Qualitative and Quantitative Measures | |
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Problems | |
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Computer Labs | |
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Huffman Encoding | |
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Problems | |
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Computer Labs | |
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Complex Numbers and Fourier Series | |
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The Complex Plane and Arithmetic | |
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Problems | |
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Computer Lab | |
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Complex Exponential Functions | |
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Problems | |
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Fourier Series | |
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Problems | |
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Computer Lab | |
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Convolution and Filters | |
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Convolution | |
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Problems | |
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Computer Lab | |
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Filters | |
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Problems | |
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Computer Lab | |
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Convolution as a Matrix Product | |
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Problems | |
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The Haar Wavelet Transformation | |
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Constructing the Haar Wavelet Transformation | |
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Problems | |
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Computer Labs | |
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Iterating the Process | |
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Problems | |
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Computer Labs | |
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The Two-Dimensional Haar Wavelet Transformation | |
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Problems | |
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Computer Labs | |
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Applications: Image Compression and Edge Detection | |
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Problems | |
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Computer Labs | |
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Daubechies Wavelet Transformations | |
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Daubechies Filters of Length 4 and 6 | |
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Problems | |
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Computer Labs | |
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Daubechies Filters of Even Length | |
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Problems | |
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Computer Labs | |
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Algorithms for Daubechies Wavelet Transformations | |
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Problems | |
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Computer Labs | |
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Orthogonality and Fourier Series | |
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Fourier Series and Lowpass Filters | |
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Problems | |
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Building G([omega]) from H([omega]) | |
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Problems | |
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Coiflet Filters | |
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Problems | |
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Computer Labs | |
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Wavelet Shrinkage: An Application to Denoising | |
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An Overview of Wavelet Shrinkage | |
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Problems | |
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Computer Labs | |
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VisuShrink | |
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Problems | |
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Computer Labs | |
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SureShrink | |
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Problems | |
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Computer Labs | |
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Biorthogonal Filters | |
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Constructing Biorthogonal Filters | |
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Problems | |
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Biorthogonal Spline Filters | |
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Problems | |
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Computer Lab | |
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The Cohen-Daubechies-Feauveau 9/7 Filter | |
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Problems | |
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Computer Lab | |
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Computing Biorthogonal Wavelet Transformations | |
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Computing the Biorthogonal Wavelet Transformation | |
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Problems | |
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Computer Labs | |
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Computing the Inverse Biorthogonal Wavelet Transformation | |
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Problems | |
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Computer Labs | |
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Symmetry and Boundary Effects | |
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Problems | |
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Computer Labs | |
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The JPEG2000 Image Compression Standard | |
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An Overview of JPEG | |
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Problems | |
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Computer Lab | |
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The Basic JPEG2000 Algorithm | |
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Problems | |
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Lifting and Lossless Compression | |
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Problems | |
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Computer Lab | |
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Examples | |
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Computer Lab | |
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Basic Statistics | |
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Descriptive Statistics | |
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Problems | |
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Sample Spaces, Probability, and Random Variables | |
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Problems | |
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Continuous Distributions | |
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Problems | |
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Expectation | |
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Problems | |
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Two Special Distributions | |
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Problems | |
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References | |
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Index | |