Average Case Analysis of Multichannel Basis PursuitReportar como inadecuado




Average Case Analysis of Multichannel Basis Pursuit - Descarga este documento en PDF. Documentación en PDF para descargar gratis. Disponible también para leer online.

1 Hausdorff Center for Mathematics and Institute for Numerical Simulation - University of Bonn 2 EE-Technion - Department of Electrical Engineering - Technion

Abstract : We consider the recovery of jointly sparse multichannel signals from incomplete measurements using convex relaxation methods. Worst case analysis is not able to provide insights into why joint sparse recovery is superior to applying standard sparse reconstruction methods to each channel individually. Therefore, we analyze an average case by imposing a probability model on the measured signals. We show that under a very mild condition on the sparsity and on the dictionary characteristics, measured for example by the coherence, the probability of recovery failure decays exponentially in the number of channels. This demonstrates that most of the time, multichannel sparse recovery is indeed superior to single channel methods.





Autor: Holger Rauhut - Yonina Eldar -

Fuente: https://hal.archives-ouvertes.fr/



DESCARGAR PDF




Documentos relacionados