From: Computable performance guarantees for compressed sensing matrices
Matrix A | Algo. | α 1 | α 2 | α 3 | α 4 | α 5 | k max |
---|---|---|---|---|---|---|---|
(a) α k values | |||||||
33 × 66 | 1-Step TSA | 0.28 | 0.41 | 0.50 | 0.57 | 0.62 | 2 |
2-Step TSA | 0.28 | 0.41 | 0.50 | 0.57 | 0.62-0.64 | 2 | |
3-Step TSA | 0.28 | 0.41 | 0.50 | 0.57 | 0.62 | 2 | |
53 × 105 | 1-Step TSA | 0.20 | 0.29 | 0.36 | 0.45 | 0.52-0.54 | 4 |
2-Step TSA | 0.20 | 0.29 | 0.36 | 0.45 | 0.49-0.56 | 4 | |
3-Step TSA | 0.20 | 0.29 | 0.36 | 0.45 | 0.52 | 4 | |
(b) Execution time (Unit: second) | |||||||
33 × 66 | 1-Step TSA | 0.74 | 3.62 | 28.94 | 404.11 | 5.94e4 | |
2-Step TSA | 0.74 | 3.62 | 43.94 | 541.70 | 1 day | ||
3-Step TSA | 0.74 | 3.62 | 1.69e3 | 1.73e3 | 3.70e4 | ||
ESM | 0.64 | 3.94 | 1.63e3 | 1.4e4a | 1.8e5a | ||
53 × 105 | 1-Step TSA | 1.31 | 30.61 | 608.90 | 5.35e3 | 1 day | |
2-Step TSA | 1.31 | 116.12 | 143.99 | 1.05e3 | 1 day | ||
3-Step TSA | 1.31 | 116.12 | 7.95e3 | 7.93e3 | 1.38e4 | ||
ESM | 1.28 | 127.28 | 8.70.e3 | 9.6e4a | 1.9e6a |