PAPERS 

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• Selected Papers on Filter Bank Design

• M. K. Mihcak, P. Moulin, M. Anitescu, and K. Ramchandran, "Rate-Distortion-Optimal Subband Coding Without Perfect-Reconstruction Constraints," IEEE Trans. on Signal Processing, Vol. 49, No. 3, pp. 542-557, March 2001.  [postscript] ,  [abstract]
 
• P. Moulin, M. Anitescu, and K. Ramchandran, "Theory of Rate--Distortion--Optimal, Constrained Filter Banks --- Application to IIR and FIR Biorthogonal Designs," IEEE Trans. on Signal Processing, Vol. 48, No. 4, pp. 1120--1132, Apr. 2000.  [postscript] ,  [abstract]
 
• P. Moulin and M. K. Mihcak, "Theory and Design of Signal-Adapted  FIR Paraunitary Filter Banks," IEEE Trans. on Signal Processing,  Special Issue on Wavelets and Filter Banks, Vol. 46, No. 4, pp. 920-929, Apr. 1998.  [postscript] ,  [abstract]
 
• P. Moulin, M. Anitescu, K.O. Kortanek and F. Potra, "The Role of Linear Semi--Infinite Programming in Signal--Adapted QMF Bank Design," IEEE Trans. on Signal Processing, Vol. 45, No. 9, pp. 2160-2174, Sep. 1997.  [postscript] ,   [abstract]
 
• K.O. Kortanek and P. Moulin, " Semi--Infinite Programming in Orthogonal Wavelet Filter Design," Semi--Infinite Programming and Its Applications, Kluwer Academic series on Nonconvex Optimization and its Applications, 1998.  [abstract]

 
 
• Selected Papers on Image Compression
 
• V. Pavlovic, P. Moulin and K. Ramchandran, ``An Integrated Framework for Adaptive Subband Image Coding,'' IEEE Trans. on Signal Processing, Vol. 47, No. 4, pp. 1024-1038, Apr. 1999.   [postscript],  [abstract]
 
• P. Moulin, "A Multiscale Relaxation Technique for SNR Maximization in Nonorthogonal Subband Coding,"   IEEE Trans. on Image Processing,   Vol. 4, No. 9, pp. 1269-1281, Sep. 1995.  [postscript] ,  [abstract] (1997 IEEE Signal Processing Society Senior Best Paper Award in the Image and Multidimensional Signal Processing area)
 
• Selected Papers on Video Processing
 
• P. Ishwar and P. Moulin, ``On Spatial Adaptation of Motion Field Smoothness in Video Coding,''   IEEE Trans. Circ. Syst. Video Tech. ,  Vol. 10, No. 6, pp. 980-989, Sep. 2000.  [postscript],  [abstract]
 
• R. Krishnamurthy, J. W. Woods and P. Moulin, ``Frame Interpolation and Bidirectional Prediction of Video Using Compactly-Encoded Optical Flow Fields and Label Fields,'' Vol. 9, No. 5, pp. 713-726, Aug. 1999.   [postscript],  [abstract]
 
• P. Moulin, R. Krishnamurthy, and J. W. Woods, ``Multiscale Modeling and Estimation of Motion Fields for Video Coding,   IEEE Trans. on Image Processing, Vol. 6, No. 12, pp. 1606-1620, Dec. 1997. [postscript] ,  [abstract]
 
• R. Krishnamurthy, P. Moulin and J. W. Woods, ``Multiscale Motion Estimation for Scalable Video Coding,''  Proc. ICIP'96, Lausanne, Switzerland, pp. I.965-968, Sep. 1996.  [postscript]  [abstract]
 
• P. Moulin, A.T. Ogielski, G. Lilienfeld and J.W. Woods: "Video Signal Processing and Coding on Data--Parallel Computers,"  Digital Signal Processing: A Review Journal, Vol. 5, No. 2, pp. 118-129, Apr. 1995.   [postscript],   [abstract]

 
• Selected Papers on Statistical Signal and Image Processing

• J. C. Ye, P. Moulin and Y. Bresler, ``Asymptotic Global Confidence Regions for 3-D Parametric Shape Estimation in Inverse Problems,'' to appear in IEEE Trans. on Image Processing, Vol. 15, No. 10, Oct. 2006. [pdf], [abstract]
   
• S. Jana and P. Moulin, ``Optimality of KLT for High-Rate Transform Coding of Gaussian Vector-Scale Mixtures: Application to Reconstruction, Estimation and Classification,'' to appear in IEEE Trans. on Information Theory, Sep. 2006. [pdf], [abstract]
   
• P. Ishwar and P. Moulin, ``On the Equivalence Between Set-Theoretic and Maxent MAP Estimation,'' IEEE Trans. on Signal Processing , Vol. 51, No. 3, pp. 698-713, March 2003. [pdf], [abstract]
   
• J. C. Ye, Y. Bresler and P. Moulin, ``Cramer-Rao Bounds for Parametric Shape Estimation in Inverse Problems,'' IEEE Trans. on Image Processing, Vol. 12, No. 1, pp. 71-84, Jan. 2003. [postscript], [abstract]
   
• J. C. Ye, Y. Bresler and P. Moulin, ``A Self-Referencing Level-Set Method for Image Reconstruction from Sparse Fourier Samples,'' invited paper, Int. J. of Computer Vision , special issue on level-set methods, Dec. 2002. [pdf], [abstract]
   
• J. C. Ye, Y. Bresler and P. Moulin, ``Cramer-Rao Bounds for Parametric estimation of Target Boundaries in Nonlinear Inverse Scattering Problems,'' IEEE Trans. Antennas and Prop. , Vol. 49, No. 5, pp. 771-783, May 2001.   [postscript],  [abstract]
   
• J. C. Ye, Y. Bresler and P. Moulin, ``Asymptotic Global Confidence Regions in Parametric Shape Estimation Problems,'' IEEE Trans. on Information Theory, special issue on information-theoretic imaging, Vol. 46, No. 5, pp. 1881-1895, Aug. 2000.  [postscript],  [abstract]

 
• J. Liu and P. Moulin, ``Information-Theoretic Analysis of Interscale and Intrascale Dependencies Between Image Wavelet Coefficients,'' IEEE Trans. on Image Processing, Vol. 10, No. 10, pp. 1647-1658, Nov. 2001.   [postscript],  [abstract] (2002 IEEE Signal Processing Society Young Author Best Paper Award in the Image and Multidimensional Signal Processing area)

 
• J. Liu and P. Moulin, ``Complexity-Regularized Image Denoising,'' IEEE Trans. on Image Processing, Vol. 10, No. 6, pp. 841-851, June 2001.   [postscript],  [abstract]
 
• P. Moulin and J. Liu, ``Statistical Imaging and Complexity Regularization,'' IEEE Trans. on Information Theory, special issue on information-theoretic imaging, Vol. 46, No. 5, pp. 1881-1895, Aug. 2000.   [postscript],  [abstract]
 
• M. K. Mihcak, I. Kozintsev, K. Ramchandran and P. Moulin, ``Low-complexity image denoising based on statistical modeling of wavelet coefficients,'' IEEE Signal Processing Letters, Vol. 6, No. 12, pp. 300-303, Dec. 1999.   [postscript],  [abstract]
 
• P. Moulin and J. Liu, ``Analysis of Multiresolution Image Denoising Schemes Using Generalized - Gaussian and Complexity Priors,'' IEEE Trans. Info. Theory, Special Issue on Multiscale Analysis, Vol. 45, No. 3, pp. 909-919, Apr. 1999. [postscript],  [abstract]
 
• J. Liu and P. Moulin, Complexity-Regularized Image Restoration," Proc. IEEE Int. Conf. on Image Proc. (ICIP'98), Vol. 1, pp. 555-559, Chicago, Oct. 1998. [postscript],  [abstract]
 
• P. Moulin, ``Signal Estimation Using Adapted Tree--Structured Bases and the MDL Principle,'' Proc. IEEE Sig. Proc. Symp. on Time-Frequency and Time-Scale Analysis, pp. 141-143, Paris, June 1996.  [pdf] [abstract]
 
• P. Moulin, ``Model Selection Criteria and the Orthogonal Series Method for Function Estimation,'' Proc. IEEE Int. Symp. on Information Theory (ISIT'95), Whistler, B.C. ,  Sep. 1995.  [abstract]
 
• P. Moulin, "Wavelet Thresholding Techniques for Power Spectrum Estimation,"  IEEE Trans. on Signal Processing, Vol. 42, No. 11, pp. 3126-3136, Nov. 1994.  [postscript],  [abstract]
 
• P. Moulin, "A Wavelet Regularization Method for Diffuse Radar--Target Imaging and Speckle--Noise Reduction," Journal of Mathematical Imaging and Vision, Special Issue on Wavelets, Vol. 3, No. 1, pp. 123-134, 1993.  [abstract]
 
• J. A. O'Sullivan, P. Moulin, and D. L. Snyder, "An Application of Splines to Maximum Likelihood Radar Imaging," International Journal of Imaging Systems and Technology, Vol. 4, pp. 256-264, 1993.  [abstract]
 
• P. Moulin, J. A. O'Sullivan, and D. L. Snyder, "A Method of Sieves for Multiresolution Spectrum Estimation and Radar Imaging,"  IEEE Trans. on Information Theory, Special Issue on Wavelets and Multiresolution Analysis, pp. 801-813, Mar.  1992.  [abstract]
 
• P. Moulin, "An Adaptive Finite--Element Method for Image Representation," Proc. Int. Conf. on Pattern Recognition, pp. III.70-74, The Hague, The Netherlands, Aug. 1992.  [postscript] .  [abstract]
 
• P. Moulin, "An Adaptive Spline Method for Signal Restoration," Proc. ICASSP'92, San Francisco, CA, Mar. 92, pp. IV.169-172.  [abstract]
 
• Selected Papers on Detection and Classification
 
• A. Jain, P. Moulin, M. I. Miller and K. Ramchandran, ``Information-Theoretic Bounds on Target Recognition Performance Based on Degraded Image Data,''   IEEE Trans. on Pattern Analysis and Machine Intelligence, Vol. 24, No. 9, pp. 1153-1166, Sep. 2002.   [postscript] .  [abstract]
 
• S. Jana and P. Moulin, ``Optimal Design of Transform Coders for Image Classification,'' Proc. Conf. on Information Sciences and Systems, Baltimore, MD, March 1999.  [postscript] .  [abstract]
 
• P. Moulin and M. I. Miller, ``Detection Bounds for Automatic Target Recognition in Compressed Domain,''   Proc. IEEE Symp. on Information Theory,  Boston, MA, p. 142, Aug. 1998.  [postscript] .  [abstract]
 
• A. Jain, P. Moulin, K. Ramchandran and M. I. Miller, ``Performance Bounds for ATR based on Compressed Data,''   Proc. 9th Army Compression Workshop ,  Huntsville, AL, Dec. 1998.  [postscript] .  [abstract]
 
• A. Jain, P. Moulin and K. Ramchandran , ``Chernoff Bounds for Automatic Target Recognition from Compressed Data,''   Proc. IEEE Information Theory Symp. on Detection, Estimation, Classification and Imaging,  Santa Fe, NM, p. 57, Feb. 1999.  [postscript] .  [abstract]
 
• Selected Papers on Information Hiding and Watermarking
 
• Y. Wang and P. Moulin, ``Blind Fingerprinting,'' preprint, Feb. 2008.
 
• P. Moulin, ``Universal Fingerprinting: Capacity and Random-Coding Exponents,'' preprint, Jan. 2008.
 
• M. El Choubassi and P. Moulin, ``On Reliability and Security of Randomized Detectors Against Sensitivity Analysis Attacks,'' preprint, Dec. 2007.
 
• N. Kiyavash, P. Moulin and T. Kalker, ``Regular Simplex Fingerprints and Their Optimality Properties,'' preprint, Dec. 2007.
 
• M. El Choubassi and P. Moulin, ``Noniterative Algorithms for Sensitivity Analysis Attacks,'' IEEE Trans. Information Forensics and Security, Vol. 2, No. 3, pp. 113-126, June 2007. [pdf]   [abstract]
 
• P. Moulin and N. Kiyavash, ``Expurgated Gaussian Fingerprinting Codes,'' Proc. Int. Symp. on Information Theory, Nice, France, June 2007. [pdf]   [abstract]
 
• P. Moulin and N. Kiyavash, ``Performance of Random Fingerprinting Codes Under Arbitrary Nonlinear Attacks,'' Proc. ICASSP, Honolulu, HI, April 2007. [pdf]   [abstract]
 
• Y. Wang and P. Moulin, ``Perfectly Secure Steganography: Capacity, Error Exponents, and Code Constructions,''   to appear in IEEE Trans. Information Theory special issue on Security, June 2008. Also arxiv:cs.IT/0702161. [pdf]   [abstract]
 
• P. Moulin and Y. Wang, ``Capacity and Random-Coding Exponents for Channel Coding with Side Information,''   IEEE Trans. Information Theory (without appendices G and H), Vol. 53, No. 4, pp. 1326-1347, April 2007. [pdf]   [abstract]
 
• Y. Wang and P. Moulin, ``Optimized Feature Extraction for Learning-Based Image Steganalysis,'' IEEE Trans. Information Forensics and Security, Vol. 2, No. 1, pp. 31--45, March 2007. [pdf]   [abstract]
 
• N. Kiyavash and P. Moulin, ``Sphere Packing Lower Bound on Fingerprinting Error Probability,'' Proc. SPIE, San Jose, CA, Jan. 2007.
• Y. Wang and P. Moulin, ``Capacity and Optimal Collusion Attack Channels for Gaussian Fingerprinting Games,'' Proc. SPIE, San Jose, CA, Jan.~2007.
• S. Sadasivam and P.~Moulin, ``Cramer-Rao Bound on Watermark Desynchronization Parameter Accuracy,'' Proc. SPIE, San Jose, CA, Jan.~2007.
 
• P. Moulin and A. K. Goteti, ``Block QIM Watermarking Games,''  IEEE Trans. on Information Forensics and Security, Vol. 1, No. 3, Sep. 2006. [pdf]   [abstract]
 
• P. Moulin, ``On the Optimal Structure of Watermark Decoders Under Desynchronization Attacks,'' Proc. Int. Conf. on Image Proc. (ICIP),  Atlanta, Oct. 2006. [pdf]   [abstract]
 
• P. Moulin, ``Universal Decoding of Watermarks Under Geometric Attacks,'' Proc. Int. Symp. on Information Theory (ISIT),  Seattle, July 2006. [pdf]   [abstract]
 
• P. Moulin, ``Fundamentals of Watermarking and Data Hiding,''   Int. Symp. on Information Theory (ISIT) Tutorial,  Seattle, July 9, 2006. [session 1] [session 2] [session 3] [session 4] [session 5] [session 6]
 
• N. Kiyavash and P. Moulin, ``On Optimal Collusion Strategies for Fingerprinting,''  Proc. IEEE Int. Conf. on Acoustics, Speech and Signal Processing, Toulouse, France, May 2006. [pdf]   [abstract] (Best Student Paper Award in the Multimedia Signal Processing area)
 
• N. Kiyavash and P. Moulin, ``A Framework for Optimizing Nonlinear Collusion Attacks on Fingerprinting Systems,''  Proc. Conf. on Information Systems and Science, Princeton, NJ, March 2006. [pdf]   [abstract]
 
• P. Moulin and R. Koetter, ``A Framework for the Design of Good Watermark Identification Codes,''   Proc. SPIE, San Jose, CA, Jan. 2006. [pdf]   [abstract]
 
• P. Moulin and R. Koetter, ``Data-Hiding Codes,''  (tutorial paper), Proceedings IEEE, Vol. 93, No. 12, pp. 2083--2127, Dec. 2005. [pdf]   [abstract]
 
• N. Kiyavash and P. Moulin, ``Regular Simplex Fingerprints and Their Optimality Properties,'' Int. Workshop on Digital Watermarking, Siena, Italy, Sep. 2005. [pdf]   [abstract]
 
• P. Moulin and Y. Wang, ``Improved QIM Strategies for Gaussian Watermarking,'' Int. Workshop on Digital Watermarking, Siena, Italy, Sep. 2005. [pdf]   [abstract]
 
• M. El Choubassi and P. Moulin, ``A New Sensitivity Analysis Attack,''  Proc. SPIE Conf., San Jose, CA, Jan. 2005. [ps]   [abstract]
 
• P. Moulin and Y. Wang, ``On Achievable Error Exponents for Watermarking,''  Proc. SPIE Conf., San Jose, CA, Jan. 2005. [pdf]   [abstract]
 
• P. Moulin, ``Fundamentals of Watermarking and Data Hiding,''   Int. Conf. on Image Processing (ICIP) Tutorial,  Singapore, October 24, 2004. [session 1] [session 2] [session 3] [session 4] [session 5] [session 6]
 
• P. Moulin and A. Briassouli, ``A Stochastic QIM Algorithm for Robust, Undetectable Image Watermarking,''   Proc. ICIP, Singapore, Oct. 2004. [pdf]   [abstract]
 
• J. L. Cannons and P. Moulin, ``Design and Statistical Analysis of a Hash-Aided Image Watermarking System,''   IEEE Trans. on Image Processing, Oct. 2004. [pdf]   [abstract]
 
• A. K. Goteti and P. Moulin, ``Two Private, Perceptual Watermarking Games,''   Proc. ICASSP, Montreal, May 2004. [ps]   [abstract]
 
• P. Moulin, A. K. Goteti and R. Koetter, ``Optimal Sparse-QIM Codes for Zero-Rate Blind Watermarking''   Proc. ICASSP, Montreal, May 2004. [ps]   [abstract]
 
• P. Moulin and Y. Wang, ``New Results on Steganographic Capacity,''   Proc. CISS Conference, Princeton, NJ, Mar. 2004. [pdf]   [abstract]
 
• Y. Wang and P. Moulin, ``Steganalysis of Block-Structured Stegotext,''   Proc. SPIE Conf., Vol. 5306, San Jose, CA, Jan. 2004. [ps]   [abstract]
 
• P. Moulin and M. K. Mihcak, ``The Parallel-Gaussian Watermarking Game,''   UIUC Tech. Rep. UIUC-ENG-01-2214,  June 2001; revised, Sep. 2003. IEEE Trans. on Information Theory, Feb. 2004.  [postscript] .  [abstract]
 
• P. Moulin and R. Koetter, ``Data Hiding -- Theory and Algorithms,''  National University of Singapore, Institute for Mathematical Sciences, Tutorial lecture notes, Dec. 1, 2003. [pdf]   [abstract]
 
• Y. Wang and P. Moulin, ``Steganalysis of Block-DCT Steganography,''   Proc. IEEE Workshop on Statistical Signal Processing, St Louis, MO, Sep. 2003. [pdf]   [abstract]
 
• P. Moulin, ``Embedded-Signal Design for Channel Parameter Estimation Part I: Linear Embedding,''   Proc. IEEE Workshop on Statistical Signal Processing, St Louis, MO, Sep. 2003. [pdf]   [abstract]
 
• P. Moulin, ``Embedded-Signal Design for Channel Parameter Estimation Part II: Quantization Embedding,''   Proc. IEEE Workshop on Statistical Signal Processing, St Louis, MO, Sep. 2003. [pdf]   [abstract]
 
• P. Moulin, ``Information-Hiding Games,'' presented at Int. Workshop on Digital Watermarking, Seoul, Korea, Nov. 2002.   Springer-Verlag Lecture Notes in Computer Sciences, Vol. 2613, May 2003. [pdf]   [abstract]
 
P. Moulin and A. Ivanovic, ``The Zero-Rate Spread-Spectrum Watermarking Game,''   IEEE Trans. on Signal Processing, Vol. 51, No. 4, pp. 1098-1117, April 2003. [pdf]   [abstract]
 
T. Liu and P. Moulin, ``Error Exponents for Watermarking Game with Squared-Error Constraints,'' IEEE Proc. Int. Symp. on Info. Theory, Yokohama, Japan, July 2003. [ps]
 
• T. Liu and P. Moulin, ``Error Exponents for One-Bit Watermarking,'' IEEE Proc. ICASSP, Hong Kong, April 2003. [pdf]   [abstract]
 
• A. Briassouli and P. Moulin, ``Detection-Theoretic Anaysis of Warping Attacks in Spread-Spectrum Watermarking,'' IEEE Proc. ICASSP, Hong Kong, April 2003. [pdf]   [abstract]
 
• P. Moulin and M. K. Mihcak, ``A Framework for Evaluating the Data-Hiding Capacity of Image Sources,''   IEEE Trans. on Image Processing, Vol. 11, No. 9, pp. 1029-1042, Sep. 2002.  [pdf]   [abstract]
 
• M. K. Mihcak and P. Moulin, ``Information-Embedding Codes Matched to Local Gaussian Image Models,'' Proc. IEEE Int. Conf. on Image Processing, Rochester, NY, 2002.
 
• P. Moulin, A. Briassouli and H. Malvar, ``Detection-Theoretic Analysis of Desynchronization Attacks in Watermarking,'' Proc. DSP'02, Santorini, Greece, July 2002. [pdf]   [abstract]
 
• P. Moulin and A. Briassouli, ``The Gaussian Fingerprinting Game,'' Proc. CISS'02, Princeton, NJ, March 2002. [pdf]   [abstract]
 
• P. Moulin, ``A Mathematical Approach to Watermarking and Data Hiding,''   ICASSP Tutorial,  Orlando, FL, May 13, 2002.
 
• P. Moulin and E. J. Delp, ``A Mathematical Approach to Watermarking and Data Hiding,''   ICIP Tutorial,  Thessaloniki, Greece, October 7, 2001.
 
• J. A. O'Sullivan and P. Moulin, ``Some Properties of Optimal Information Hiding and Information Attacks,''   Proc. 39th Allerton conference ,  Monticello, IL, Oct. 3--5, 2001.  [pdf]   [abstract]
 
• P. Moulin, ``The Role of Information Theory in Watermarking and Its Application to Image Watermarking,'' invited paper, Signal Processing , Vol. 81, No. 6, pp. 1121-1139, June 2001. [abstract]  
 
• P. Moulin and A. Ivanovic, ``The Watermark Selection Game,''  Proc. Conf. on Info. Sciences and Systems,  Baltimore, MD, March 2001.  [postscript]   [abstract]
 
• P. Moulin, M. K. Mihcak, and G.-I. Lin, `An Information--Theoretic Model for Image Watermarking and Data Hiding,''   Proc. IEEE Int. Conf. on Image Proc.,  Vancouver, B.C., Sep. 2000.  [postscript]   [abstract]
 
• M. Kesal, M. K. Mihcak, R. Koetter and P. Moulin, ``Iteratively Decodable Codes for Watermarking Applications,''   Proc. 2nd Int. Symp. on Turbo Codes and Related Topics,  Brest, France, Sep. 2000.  [postscript]   [abstract]
 
• P. Moulin and J. A. O'Sullivan, ``Information-Theoretic Analysis of Information Hiding,'' Sep. 1999 [Sep. 99 postscript] ;  revised, Sep. 2002.   IEEE Trans. on Information Theory,  Vol. 49, No. 3, pp. 563-593, March 2003. [Sep. 02 postscript] [abstract]
 
• P. Moulin and J. A. O'Sullivan, ``Information-Theoretic Analysis of Watermarking,''   Proc. ICASSP'00 ,  Istanbul, Turkey, June 2000.  [postscript]   [abstract]
 
• J. A. O'Sullivan, P. Moulin and J. M. Ettinger, ``Information-Theoretic Analysis of Steganography,''   Proc. IEEE Symp. on Information Theory,  Boston, MA, p. 297, Aug. 1998.  [postscript]   [abstract]
 
• Other Papers
 
• P. Moulin, ``An Asymptotic Neyman-Pearson Approach to Universal List and Erasure Decoding,'' preprint, Feb. 2008.
 
• S. Ray, P. Moulin and M. Medard, ``On Jamming in the Wideband Regime,'' Proc. IEEE Int. Symp. on Information Theory, July 2006. [pdf] [abstract] .
 
• S. Ray, P. Moulin and M. Medard, ``On Optimal Signaling and Jamming Strategies in Wideband Fading Channels,'' Proc. IEEE Conf. on Signal Processing Applications for Wireless Communications (SPAWC), Cannes, France, June-July 2006. [pdf] [abstract] .
 
• T. Liu, P. Moulin and R. Koetter, ``On Error Exponents of Modulo Lattice Additive Channels,'' IEEE Trans. on Information Theory, Vol. 52, No. 2, pp. 454-471, Feb. 2006  [pdf] [abstract] .
 
• P. Ishwar and P. Moulin, ``On the existence and characterization of the maxent distribution under general moment inequality constraints,'' IEEE Trans. Information Theory, Vol. 51, No. 9, pp. 3322-3333, Sep. 2005.  [pdf] [abstract] .
 
• P. Moulin, ``Multiscale Image Decompositions and Wavelets,'' in   Handbook of Image and Video Processing ,  2nd ed. A. C. Bovik, Ed., Academic Press, 2005.  [pdf] .
 
• P. Moulin, discussion of ``Regularization of Wavelet Approximations'' by A. Antoniadis and J. Fan, ,
Journal of the American Statistical Association, Aug. 2001.  [postscript] . 
 
• P. Moulin, discussion of ``Wavelet Shrinkage: Asymptotia?'' by D. Donoho and I. Johnstone,
Journal of the Royal Statistical Society B, Vol. 57, No. 1, 1995.  

 

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