IEEE International Conference on Acoustics Speech and Signal Processing · 2002 · 30 citations · 8 references
EngineeringComputer EngineeringElectrical EngineeringOptimizationDigital Signal ProcessingSignal ProcessingSparse Linear AlgebraSparse Matrix ComputationSparse Signal Representation
We consider the problem of designing a sparse FIR filter and show that it can be cast into a problem of determining a sparse solution of a linear system of equations. Previously proposed design algorithms for FIR filter utilize an intelligent search over all possible structures for sparse filter. We propose a new filter design method based on a simpler algorithm for finding a sparse solution of the linear system. Simulation experiments show significant improvements over classical nonsparse methods.
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Sparse Approximate Solutions to Linear Systems
B. K. Natarajan · SIAM Journal on Computing · 1995 · 2.8K citations
Signal processing with the sparseness constraint
Bhaskar D. Rao · 2002 · 92 citations