Table 3 Computational time in seconds to perform top-hat baseline subtraction in the transformed space using the naive and CLSA algorithms on synthetic data for varying data assumptions and SE sizes
Number of | Naive | Â | Â | CLSA | Â | Â | ||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
points | Window size (% of x-axis) | Â | Â | Window size (% of x-axis) | Â | Â | ||||||
n (×104) | 0.5 | 1 | 2 | 5 | 10 | 20 | 0.5 | 1 | 2 | 5 | 10 | 20 |
1 | 0.1 | 0.1 | 0.3 | 0.6 | 1.2 | 2.3 | 0.0 | 0.0 | 0.2 | 0.0 | 0.0 | 0.2 |
2 | 0.3 | 0.5 | 1.0 | 2.5 | 4.9 | 9.2 | 0.1 | 0.1 | 0.1 | 0.1 | 0.1 | 0.1 |
3 | 0.6 | 1.2 | 2.3 | 5.7 | 11.0 | 20.6 | 0.3 | 0.1 | 0.1 | 0.2 | 0.1 | 0.1 |
4 | 1.1 | 2.1 | 4.2 | 10.2 | 19.6 | 36.5 | 0.1 | 0.2 | 0.1 | 0.1 | 0.3 | 0.1 |
5 | 1.7 | 3.3 | 6.5 | 15.8 | 30.5 | 56.8 | 0.2 | 0.3 | 0.2 | 0.2 | 0.3 | 0.2 |
6 | 2.4 | 4.7 | 9.3 | 22.7 | 44.0 | 82.0 | 0.2 | 0.2 | 0.3 | 0.2 | 0.2 | 0.3 |
7 | 3.2 | 6.4 | 12.6 | 30.9 | 59.7 | 111.7 | 0.2 | 0.2 | 0.4 | 0.2 | 0.2 | 0.4 |
8 | 4.2 | 8.4 | 16.6 | 40.3 | 78.3 | 146.4 | 0.4 | 0.3 | 0.3 | 0.4 | 0.3 | 0.3 |
9 | 5.4 | 10.6 | 21.0 | 51.1 | 98.8 | 185.3 | 0.4 | 0.3 | 0.3 | 0.4 | 0.3 | 0.3 |
10 | 6.6 | 13.0 | 25.9 | 63.1 | 121.8 | 228.7 | 0.3 | 0.4 | 0.3 | 0.3 | 0.5 | 0.3 |