Principles of wavelet shrinkage denoising are reviewed. Both 1-D and 2-D examples are demonstrated. The performance of various ideal and practical Fourier and wavelet based de-noising procedures are evaluated and compared in a new Monte Carlo simulation experiment. Finally, recommendations for the practitioner are discussed.
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