Richard Baraniuk: Selected Recent Research Papers
A fairly complete list of publications is available
here.
-
R. G. Baraniuk, V. Cevher, M. Duarte, and C. Hegde, "Model-based
Compressive Sensing," submitted to IEEE Transactions on
Information Theory, 2008.
-
V. Cevher, M. Duarte, C. Hegde, "Sparse Signal
Recovery Using Markov Random Fields," Proceedings of the
Neural Information Processing Systems Conference (NIPS), Vancouver, Canada, 2008.
-
M. Davenport, R. G. Baraniuk, and C. Scott, "Tuning Support Vector Machines
for Minimax and Neyman-Pearson Classification," submitted to IEEE
Transactions on Pattern Analysis and Machine Intelligence, 2008.
-
D. Baron, M. Wakin, M. Duarte, S. Sarvotham, and R. G. Baraniuk, "Distributed
Compressed Sensing," submitted to IEEE Transactions on Information
Theory, 2005.
-
V. Chandrasekaran, M. B.Wakin, D. Baron, and R. G. Baraniuk, "Representation
and Compression of Multi-Dimensional Piecewise Functions Using
Surflets," to appear in IEEE Transactions on Information
Theory, 2008.
-
C. J. Rozell, D. H. Johnson, R. G. Baraniuk, B. A. Olshausen, "Neurally
Plausible Sparse Coding via Thresholding and Local Competition,"
Neural Computation, Vol. 20, pp. 2526-2563, October 2008.
-
R.Wagner, A. Cohen, and R. G. Baraniuk, "Approximation
and Compression of Scattered Data by Meshless Multiscale
Decomposition," Applied and Computational Harmonic
Analysis, Vol. 25, Issue 2, pp. 133-147, September 2008.
- M. Duarte, M. Davenport, D. Takhar, J. Laska, T. Sun, K. Kelly,
and R. G. Baraniuk, "Single-Pixel
Imaging via Compressive Sampling," IEEE Signal Processing
Magazine, Vol. 25, No. 2, pp. 83-91, March 2008.
-
R. G. Baraniuk, M. Davenport, R. A. DeVore, and M. B. Wakin, "A Simple Proof of the
Restricted Isometry Property for Random Matrices (aka "The
Johnson-Lindenstrauss Lemma Meets Compressed Sensing,"),
Constructive Approximation, January 2008.
-
R. G. Baraniuk and M. B. Wakin, "Random
Projections of Smooth Manifolds," Foundations of Computational
Mathematics, December 2007.
- C. Hegde, M. Wakin, and R. G. Baraniuk, "Random
Projections for Manifold Learning," Neural Information
Processing Systems (NIPS), Vancouver, December 2007.
-
R. G. Baraniuk, "Compressive
Sensing," Lecture Notes in IEEE Signal Processing Magazine,
Vol. 24, No. 4, pp. 118-120, July 2007.
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M. A. Davenport, M. F. Duarte, M. B. Wakin, J. A. Laska, D. Takhar,
K. F. Kelly, and R. G. Baraniuk, "The Smashed
Filter for Compressive Classification and Target Recognition,"
IS&T/SPIE Computational Imaging IV, San Jose, January 2007.
-
I. Selesnick, N. G. Kingsbury, and R. G. Baraniuk, "The
Dual-Tree Complex Wavelet Transform - A Coherent Framework for
Multiscale Signal and Image Processing," IEEE Signal Processing
Magazine, November 2005.
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