Scenarios | ||||||||
---|---|---|---|---|---|---|---|---|
ESRM | New estimator | |||||||
True distribution type | K = 0 | K = 1 | K = 3 | K = 5 | True K | Known SNR | Est. SNR | Unknown SNR |
Gaussian (σ θ = 1) | 0 | 0 | 0 | 0 | 0.22 | 0.25 | 0.26 | 0.29 |
Laplacian (σ θ = 1) | 1 | 1 | 1 | 1 | 0.31 | 0.30 | 0.30 | 0.27 |
Gaussian (σ θ = 2) | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
Laplacian (σ θ = 2) | 1 | 1 | 1 | 1 | 0 | 0.02 | 0.02 | 0.02 |
Gaussian (σ θ = 3) | x | x | x | x | 0 | 0 | 0 | 0 |
Laplacian (σ θ = 3) | 1 | 1 | 1 | 1 | 0 | 0.03 | 0.03 | 0.03 |
Gaussian (σ θ = 5) | x | x | x | x | 0 | 0.06 | 0.06 | 0.47 |
Laplacian (σ θ = 5) | x | x | x | x | 0.02 | 0.09 | 0.11 | 0.17 |