DCS-AMP Documentation

Learn more about the theory and practice of applying DCS-AMP to the dynamic compressed sensing problem here.

Publications

• "Dynamic Compressive Sensing of Time-Varying Signals via Approximate Message Passing," J. Ziniel and P. Schniter, IEEE Transactions on Signal Processing, Vol. 61, No. 21, pp. 5270-5284, Nov. 2013. (See also the arxiv version.)
• "Tracking and Smoothing of Time-Varying Sparse Signals via Approximate Belief Propagation," J. Ziniel, L. C. Potter, and P. Schniter, Proc. Forty-fouth Asilomar Conference on Signals, Systems, and Computers (SS&C), (Pacific Grove, CA), Nov. 2010. [slides]

DCS-AMP: An algorithm for efficient high-dimensional inference in the dynamic compressed sensing (DCS) problem

Authors

• Justin Ziniel
• Philip Schniter

See Also:

• Nuit Blanche
• Rice CS Resources
• Modified-CS Homepage
• IPS Lab