TD HRV Parameters Deviation from the GT Estimated from the Noisy and Reconstructed Series (The values are in percentage deviation except for the RR50 and PRR50 that is in Mean Absolute Deviation)
| P |
D |
Noisy/Reconstructed |
Time domain |
| RMSSD |
MeanRR |
SDRR |
MaxRR |
MinRR |
MeanHR |
SDHR |
MinHR |
MaxHR |
RR50 |
PRR50 |
| 10% |
1 |
Noisy (σ = 1) |
1.91 × 103 |
2.18 |
567.09 |
268.46 |
100.00 |
2.11 |
1.87 × 108 |
71.63 |
5.95 × 107 |
45.36 |
6.42 |
| CSI |
18.58 |
0.15 |
11.10 |
7.59 |
11.09 |
0.15 |
34.86 |
27.96 |
34.25 |
6.46 |
0.96 |
| GP (Linear) |
468.64 |
3.19 |
189.30 |
10.78 |
91.57 |
3.30 |
2.23 × 103 |
9.10 |
1.41 × 103 |
24.55 |
3.45 |
| GP (Periodic) |
8.56 |
0.08 |
4.30 |
0.13 |
0.11 |
0.08 |
4.31 |
0.14 |
0.11 |
4.42 |
0.66 |
| GP (Brownian) |
3.75 |
0.05 |
2.08 |
0.13 |
0.11 |
0.05 |
2.06 |
0.14 |
0.11 |
1.88 |
0.29 |
| GP (Exponential) |
4.96 |
0.04 |
1.15 |
0.13 |
0.11 |
0.04 |
1.14 |
0.14 |
0.11 |
2.54 |
0.40 |
| GP (Matern 3/2 / 5/2) |
3.80 / 4.04 |
0.04 / 0.04 |
1.03 / 1.08 |
0.18 / 0.14 |
0.14 / 0.13 |
0.04 / 0.04 |
0.99 / 1.05 |
0.18 / 0.14 |
0.14 / 0.13 |
1.97 / 1.92 |
0.31 / 0.30 |
| GP (RBF / RQ) |
3.05 / 4.69 |
0.05 / 0.04 |
1.16 / 1.17 |
0.14 / 0.14 |
0.19 / 0.11 |
0.05 / 0.04 |
1.14 / 1.16 |
0.15 / 0.14 |
0.20 / 0.10 |
1.58 / 2.38 |
0.25 / 0.37 |
|
| 3 |
Noisy (σ =1) |
1.93 × 103 |
2.27 |
577.14 |
272.40 |
100.00 |
2.20 |
1.88 × 108 |
71.88 |
5.95 × 107 |
37.70 |
5.34 |
| CSI |
42.22 |
0.51 |
53.03 |
26.57 |
41.64 |
0.51 |
460.30 |
493.04 |
351.39 |
9.29 |
1.38 |
| GP (Linear) |
284.50 |
3.27 |
188.69 |
8.43 |
86.02 |
3.39 |
1.95 × 103 |
7.17 |
989.64 |
9.97 |
1.39 |
| GP (Periodic) |
3.17 |
0.12 |
4.27 |
0.12 |
0.13 |
0.12 |
4.29 |
0.13 |
0.13 |
2.07 |
0.31 |
| GP (Brownian) |
4.53 |
0.08 |
2.29 |
0.12 |
0.13 |
0.08 |
2.30 |
0.13 |
0.13 |
2.17 |
0.34 |
| GP (Exponential) |
5.20 |
0.07 |
1.59 |
0.12 |
0.13 |
0.07 |
1.60 |
0.13 |
0.13 |
2.52 |
0.40 |
| GP (Matern 3/2 / 5/2) |
3.99 / 4.31 |
0.08 / 0.08 |
1.60 / 1.56 |
0.27 / 0.24 |
0.31 / 0.47 |
0.08 / 0.08 |
1.58 / 1.63 |
0.26 / 0.24 |
0.33 / 0.51 |
2.23 / 2.10 |
0.35 / 0.33 |
| GP (RBF / RQ) |
3.68 / 5.02 |
0.09 / 0.07 |
1.69 / 1.79 |
0.23 / 0.12 |
0.79 /0.13b> |
0.09 / 0.07 |
2.01 / 1.81 |
0.22 /0.13 |
1.15 /0.13 |
1.94 / 2.47 |
0.30 / 0.39 |
|
| 5 |
Noisy (σ = 1) |
1.92 × 103 |
2.28 |
579.03 |
271.80 |
100.00 |
2.21 |
1.90 × 108 |
71.93 |
5.95 × 107 |
36.12 |
5.12 |
| CSI |
67.00 |
1.05 |
122.38 |
51.05 |
77.09 |
1.04 |
2.50 × 103 |
2420.67 |
2.14 × 103 |
11.63 |
1.72 |
| GP (Linear) |
221.66 |
3.31 |
186.92 |
7.29 |
81.63 |
3.44 |
1.76 × 103 |
6.21 |
799.91 |
6.57 |
0.92 |
| GP (Periodic) |
2.66 |
0.13 |
4.29 |
0.14 |
0.16 |
0.13 |
4.30 |
0.15 |
0.15 |
1.73 |
0.27 |
| GP (Brownian) |
4.81 |
0.11 |
2.29 |
0.14 |
0.16 |
0.11 |
2.29 |
0.15 |
0.15 |
2.25 |
0.35 |
| GP (Exponential) |
5.27 |
0.10 |
1.73 |
0.14 |
0.16 |
0.10 |
1.73 |
0.15 |
0.15 |
2.37 |
0.37 |
| GP (Matern 3/2 / 5/2) |
4.09 / 4.25 |
0.12 / 0.13 |
2.30 / 2.52 |
0.40 / 0.44 |
0.60 / 1.17 |
0.12 / 0.13 |
2.34 / 2.89 |
0.39 / 0.41 |
0.63 / 1.41 |
2.22 / 2.05 |
0.35 / 0.32 |
| GP (RBF / RQ) |
3.63 / 5.13 |
0.15 / 0.09 |
3.69 / 2.09 |
0.69 / 0.14 |
2.55 / 0.16 |
0.15 / 0.09 |
18.89 / 2.11 |
46.17 / 0.15 |
5.90 / 0.15 |
1.95 / 2.36 |
0.30 / 0.37 |
|
| 7 |
Noisy (σ =1) |
1.95 × 103 |
2.34 |
588.58 |
274.02 |
100.00 |
2.27 |
1.92 × 108 |
72.09 |
5.95 × 107 |
35.63 |
5.05 |
| CSI |
89.49 |
1.83 |
215.36 |
77.17 |
113.20 |
1.83 |
6.17 × 103 |
6.33 × 103 |
4.08 × 103 |
13.57 |
2.00 |
| GP (Linear) |
183.19 |
3.44 |
188.04 |
6.14 |
77.68 |
3.59 |
1.68 × 103 |
5.26 |
694.97 |
4.82 |
0.67 |
| GP (Periodic) |
2.83 |
0.15 |
4.26 |
0.16 |
0.14 |
0.15 |
4.26 |
0.17 |
0.14 |
1.71 |
0.26 |
| GP (Brownian) |
5.03 |
0.12 |
2.30 |
0.16 |
0.13 |
0.12 |
2.30 |
0.17 |
0.13 |
2.25 |
0.35 |
| GP (Exponential) |
5.36 |
0.12 |
1.85 |
0.16 |
0.13 |
0.12 |
1.84 |
0.17 |
0.13 |
2.31 |
0.36 |
| GP (Matern 3/2 / 5/2) |
4.27 / 4.23 |
0.17 / 0.19 |
3.20 / 4.15 |
0.49 / 0.57 |
1.09 / 2.41 |
0.17 / 0.19 |
3.46 / 5.63 |
0.47 / 0.54 |
1.22 / 3.24 |
2.20 / 2.02 |
0.34 /0.31 |
| GP (RBF / RQ) |
3.60 / 5.24 |
0.25 / 0.11 |
7.78 / 2.33 |
1.42 / 0.16 |
6.25 / 0.13 |
0.25 / 0.11 |
39.55 / 2.34 |
34.20 / 0.17 |
28.37 / 0.12 |
2.03 / 2.30 |
0.32 / 0.36 |
|
| Variable Duration |
Noisy (σ =1) |
1.95 × 103 |
2.30 |
583.21 |
271.60 |
100.00 |
2.22 |
1.91 × 108 |
71.88 |
5.95 × 107 |
37.05 |
5.26 |
| CSI |
65.79 |
1.25 |
138.73 |
52.34 |
81.88 |
1.26 |
2.32 × 103 |
2.20 × 103 |
1.95 × 103 |
11.55 |
1.70 |
| GP (Linear) |
225.82 |
2.80 |
182.90 |
13.04 |
84.44 |
2.90 |
1.91 × 103 |
10.88 |
1.00 × 103 |
7.53 |
1.07 |
| GP (Periodic) |
2.60 |
0.13 |
4.28 |
0.12 |
0.18 |
0.13 |
4.36 |
0.13 |
0.17 |
1.83 |
0.28 |
| GP (Brownian) |
4.74 |
0.11 |
2.26 |
0.12 |
0.17 |
0.11 |
2.31 |
0.13 |
0.17 |
2.15 |
0.34 |
| GP (Exponential) |
5.24 |
0.10 |
1.70 |
0.12 |
0.17 |
0.10 |
1.75 |
0.13 |
0.17 |
2.37 |
0.37 |
| GP (Matern 3/2 / 5/2) |
4.09 / 4.23 |
0.13 / 0.14 |
2.55 / 2.70 |
0.38 / 0.41 |
0.84 / 1.38 |
0.13 / 0.14 |
2.74 / 3.18 |
0.36 / 0.39 |
0.93 / 1.71 |
2.15 / 2.02 |
0.34 / 0.31 |
| GP (RBF / RQ) |
3.62 / 5.09 |
0.18 / 0.10 |
4.81 / 2.07 |
0.90 / 0.13 |
3.91 / 0.17 |
0.18 / 0.10 |
11.33 / 2.13 |
6.47 / 0.13 |
10.58 / 0.16 |
1.83 / 2.33 |
0.28 / 0.36 |
| 20% |
1 |
Noisy (σ = 1) |
2.73 × 103 |
4.27 |
835.17 |
297.89 |
100.00 |
4.05 |
2.60 × 108 |
73.87 |
5.95 × 107 |
87.92 |
12.44 |
| CSI |
71.43 |
0.37 |
48.50 |
27.14 |
40.22 |
0.37 |
816.89 |
374.99 |
974.98 |
16.43 |
2.43 |
| GP (Linear) |
668.99 |
6.30 |
287.65 |
12.16 |
93.85 |
6.77 |
3.30 × 103 |
10.14 |
1.78 × 103 |
45.34 |
6.38 |
| GP (Periodic) |
14.75 |
0.12 |
8.76 |
0.23 |
0.25 |
0.12 |
8.79 |
0.24 |
0.24 |
8.06 |
1.20 |
| GP (Brownian) |
7.63 |
0.07 |
4.32 |
0.23 |
0.25 |
0.07 |
4.29 |
0.24 |
0.24 |
3.67 |
0.57 |
| GP (Exponential) |
10.21 |
0.06 |
2.33 |
0.23 |
0.25 |
0.06 |
2.32 |
0.24 |
0.24 |
4.96 |
0.78 |
| GP (Matern 3/2 / 5/2) |
7.58 / 8.14 |
0.07 / 0.06 |
1.95 / 2.22 |
0.36 / 0.24 |
0.39 / 0.28 |
0.07 / 0.06 |
1.90 / 2.18 |
0.36 / 0.25 |
0.39 / 0.27 |
3.74 /3.74 |
0.58 / 0.58 |
| GP (RBF / RQ) |
6.26 / 9.68 |
0.07 / 0.06 |
2.26 / 2.47 |
0.26 / 0.24 |
0.40 / 0.24 |
0.07 / 0.06 |
2.24 / 2.47 |
0.26 / 0.24 |
0.41 / 0.23 |
3.08 / 4.71 |
0.48 / 0.73 |
|
| 3 |
Noisy (σ = 1) |
2.73 × 103 |
4.29 |
839.02 |
298.27 |
100.00 |
4.06 |
2.61 × 108 |
73.91 |
5.95 × 107 |
73.52 |
10.41 |
| CSI |
131.73 |
1.17 |
168.27 |
70.27 |
102.11 |
1.17 |
3.40 × 103 |
2.61 × 103 |
3.23 × 103 |
21.34 |
3.15 |
| GP (Linear) |
426.74 |
6.48 |
288.08 |
10.64 |
91.46 |
6.98 |
3.02 × 103 |
8.94 |
1.41 × 103 |
18.91 |
2.63 |
| GP (Periodic) |
5.39 |
0.17 |
8.71 |
0.29 |
0.28 |
0.17 |
8.73 |
0.30 |
0.27 |
3.55 |
0.54 |
| GP (Brownian) |
9.24 |
0.12 |
4.63 |
0.29 |
0.28 |
0.12 |
4.62 |
0.30 |
0.27 |
4.27 |
0.67 |
| GP (Exponential) |
10.65 |
0.11 |
3.06 |
0.29 |
0.28 |
0.11 |
3.05 |
0.30 |
0.27 |
4.92 |
0.77 |
| GP (Matern 3/2 / 5/2) |
7.82 / 8.85 |
0.13 / 0.13 |
3.16 / 2.81 |
0.64 / 0.39 |
0.86 / 0.90 |
0.13 / 0.13 |
3.20 / 3.04 |
0.62 / 0.39 |
0.96 / 1.06 |
4.30 / 4.23 |
0.67 / 0.66 |
| GP (RBF / RQ) |
7.49 / 10.29 |
0.14 / 0.10 |
3.43 / 3.64 |
0.59 / 0.29 |
1.91 / 0.28 |
0.14 / 0.10 |
4.28 / 3.66 |
0.78 / 0.30 |
2.87 / 0.27 |
3.73 / 4.85 |
0.58 / 0.76 |
|
| 5 |
Noisy (σ =1) |
2.74 × 103 |
4.33 |
843.24 |
299.02 |
100.00 |
4.11 |
2.63 × 108 |
73.95 |
5.95 × 107 |
70.14 |
9.94 |
| CSI |
202.83 |
2.52 |
348.26 |
126.43 |
175.11 |
3.30 |
5831.40 |
6970.53 |
4036.82 |
25.42 |
3.75 |
| GP (Linear) |
337.77 |
6.50 |
285.22 |
9.54 |
89.28 |
7.01 |
2841.35 |
8.06 |
1210.47 |
12.33 |
1.72 |
| GP (Periodic) |
4.74 |
0.20 |
8.68 |
0.34 |
0.32 |
0.20 |
8.71 |
0.36 |
0.31 |
3.12 |
0.48 |
| GP (Brownian) |
9.96 |
0.15 |
4.54 |
0.34 |
0.32 |
0.15 |
4.55 |
0.36 |
0.31 |
4.46 |
0.70 |
| GP (Exponential) |
10.93 |
0.15 |
3.21 |
0.34 |
0.32 |
0.15 |
3.22 |
0.36 |
0.31 |
4.71 |
0.74 |
| GP (Matern 3/2 / 5/2) |
7.95 / 8.86 |
0.20 / 0.20 |
4.94 / 4.53 |
0.93 / 0.75 |
1.67 / 2.06 |
0.20 / 0.20 |
5.29 / 5.73 |
0.89 / 0.72 |
1.90 / 2.83 |
4.33 / 4.09 |
0.68 / 0.64 |
| GP (RBF / RQ) |
7.33 / 10.64 |
0.25 / 0.14 |
7.49 / 4.22 |
1.42 / 0.34 |
5.20 / 0.32 |
0.25 / 0.14 |
68.87 / 4.25 |
35.43 / 0.36 |
87.52 / 0.31 |
3.66 / 4.68 |
0.57 / 0.73 |
|
| 7 |
Noisy (σ =1) |
2.75 × 103 |
4.41 |
849.36 |
301.85 |
100.00 |
4.17 |
2.64 × 108 |
74.15 |
5.95 × 107 |
68.46 |
9.70 |
| CSI |
233.91 |
3.95 |
514.21 |
162.84 |
229.54 |
4.11 |
1.65 × 104 |
2.81 × 104 |
7.66 × 103 |
28.73 |
4.22 |
| GP (Linear) |
281.57 |
6.63 |
285.84 |
8.62 |
87.28 |
7.17 |
2.69 × 103 |
7.27 |
1.07 × 103 |
9.09 |
1.27 |
| GP (Periodic) |
5.33 |
0.21 |
8.62 |
0.34 |
0.35 |
0.21 |
8.67 |
0.35 |
0.34 |
3.07 |
0.48 |
| GP (Brownian) |
10.28 |
0.18 |
4.38 |
0.32 |
0.32 |
0.18 |
4.41 |
0.33 |
0.31 |
4.41 |
0.69 |
| GP (Exponential) |
10.97 |
0.18 |
3.25 |
0.32 |
0.32 |
0.18 |
3.26 |
0.33 |
0.31 |
4.54 |
0.71 |
| GP (Matern 3/2 / 5/2) |
8.25 / 8.65 |
0.28 / 0.31 |
7.01 / 7.67 |
1.19 / 1.11 |
2.66 / 3.90 |
0.28 / 0.31 |
8.07 / 11.73 |
1.12 / 1.04 |
3.16 / 6.24 |
4.24 / 3.90 |
0.67 / 0.61 |
| GP (RBF / RQ) |
7.06 / 10.73 |
0.42 / 0.16 |
16.54 / 4.58 |
2.54 / 0.32 |
11.55 / 0.32 |
0.43 / 0.16 |
299.53 / 4.63 |
423.35 / 0.33 |
225.36 / 0.31 |
3.72 / 4.51 |
0.58 / 0.71 |
|
| Variable Duration |
Noisy (σ =1) |
2.75 × 103 |
4.38 |
844.86 |
300.03 |
100.00 |
4.14 |
2.62 × 108 |
74.02 |
5.95 × 107 |
71.74 |
10.18 |
| CSI |
157.21 |
2.40 |
311.51 |
104.07 |
158.00 |
2.43 |
1.40 × 104 |
1.49 × 104 |
1.02 × 104 |
24.47 |
3.59 |
| GP (Linear) |
347.81 |
5.29 |
282.64 |
17.83 |
91.23 |
5.63 |
3.08 × 103 |
14.64 |
1.53 × 103 |
14.73 |
2.10 |
| GP (Periodic) |
4.59 |
0.19 |
8.75 |
0.31 |
0.37 |
0.19 |
8.84 |
0.32 |
0.36 |
3.26 |
0.50 |
| GP (Brownian) |
9.83 |
0.16 |
4.50 |
0.30 |
0.37 |
0.16 |
4.56 |
0.31 |
0.35 |
4.36 |
0.68 |
| GP (Exponential) |
10.92 |
0.15 |
3.16 |
0.30 |
0.37 |
0.15 |
3.21 |
0.31 |
0.35 |
4.83 |
0.76 |
| GP (Matern 3/2 / 5/2) |
7.95 / 8.82 |
0.21 / 0.21 |
5.51 / 4.89 |
0.97 / 0.74 |
2.07 / 2.35 |
0.21 / 0.21 |
6.23 / 5.87 |
0.93 / 0.70 |
2.51 / 2.89 |
4.30 / 4.15 |
0.67 / 0.65 |
| GP (RBF / RQ) |
7.15 / 10.60 |
0.27 / 0.14 |
9.54 / 4.16 |
1.66 / 0.30 |
7.27 / 0.36 |
0.27 / 0.14 |
47.35 / 4.26 |
12.32 / 0.31 |
58.77 / 0.35 |
3.58 / 4.75 |
0.56 / 0.74 |
| 30% |
1 |
Noisy (σ = 1) |
3.36 × 103 |
6.32 |
1.04 × 103 |
315.79 |
100.00 |
5.86 |
3.14 × 108 |
75.06 |
5.96 × 107 |
128.39 |
18.18 |
| CSI |
2.43 × 104 |
4.73 |
6.97 × 103 |
2.32 × 103 |
2.51 × 103 |
1.55 |
7.60 × 103 |
7.58 × 103 |
1.93 × 103 |
34.07 |
4.94 |
| GP (Linear) |
804.38 |
9.56 |
359.03 |
12.19 |
94.76 |
10.68 |
4.10 × 103 |
10.12 |
2.01 × 103 |
62.38 |
8.80 |
| GP (Periodic) |
19.21 |
0.17 |
13.53 |
0.41 |
0.37 |
0.17 |
13.58 |
0.42 |
0.36 |
10.93 |
1.63 |
| GP (Brownian) |
11.84 |
0.10 |
6.76 |
0.41 |
0.37 |
0.10 |
6.72 |
0.42 |
0.36 |
5.32 |
0.83 |
| GP (Exponential) |
15.97 |
0.09 |
3.62 |
0.41 |
0.37 |
0.09 |
3.60 |
0.42 |
0.36 |
7.38 |
1.15 |
| GP (Matern 3/2 / 5/2) |
11.64/12.47 |
0.10/0.09 |
2.96/3.56 |
0.61/0.42 |
0.63/0.43 |
0.10/0.09 |
2.90/3.49 |
0.61/0.43 |
0.64/0.43 |
5.59/5.57 |
0.87/0.86 |
| GP (RBF / RQ) |
9.76/15.17 |
0.10/0.08 |
3.59/4.01 |
0.50/0.41 |
0.71/0.36 |
0.10/0.08 |
3.60/4.01 |
0.50/0.42 |
0.77/0.35 |
4.56/6.95 |
0.70/1.08 |
|
| 3 |
Noisy (σ =1) |
3.37 × 103 |
6.34 |
1.05 × 103 |
316.91 |
100.00 |
5.87 |
3.15 × 108 |
75.14 |
5.95 × 107 |
109.01 |
15.43 |
| CSI |
532.42 |
3.43 |
589.67 |
197.31 |
345.50 |
4.35 |
8.55 × 103 |
5.69 × 103 |
7.58 × 103 |
36.82 |
5.38 |
| GP (Linear) |
530.13 |
9.75 |
359.09 |
11.09 |
93.27 |
10.92 |
3.85 × 103 |
9.27 |
1.68 × 103 |
27.06 |
3.77 |
| GP (Periodic) |
7.43 |
0.22 |
13.47 |
0.49 |
0.49 |
0.22 |
13.54 |
0.50 |
0.47 |
5.09 |
0.78 |
| GP (Brownian) |
14.34 |
0.15 |
7.10 |
0.49 |
0.49 |
0.15 |
7.11 |
0.50 |
0.47 |
6.35 |
1.00 |
| GP (Exponential) |
16.60 |
0.14 |
4.60 |
0.49 |
0.49 |
0.14 |
4.61 |
0.50 |
0.47 |
7.35 |
1.15 |
| GP (Matern 3/2 / 5/2) |
12.42 / 13.81 |
0.18 / 0.17 |
4.79 / 4.10 |
1.02 / 0.67 |
1.42 / 1.22 |
0.18 / 0.17 |
4.93 / 4.35 |
0.99 / 0.66 |
1.60 / 1.44 |
6.34 / 6.33 |
0.99 / 0.99 |
| GP (RBF / RQ) |
11.57 / 16.05 |
0.20 / 0.13 |
5.62 / 5.75 |
1.16 / 0.49 |
3.23 / 0.48 |
0.20 / 0.13 |
17.89 / 5.81 |
16.54 / 0.50 |
15.87 / 0.46 |
5.49 / 7.23 |
0.86 / 1.13 |
|
| 5 |
Noisy (σ =1) |
3.36 × 103 |
6.49 |
1.05 × 103 |
315.81 |
100.00 |
6.01 |
3.16 × 108 |
75.02 |
5.95 × 107 |
103.79 |
14.69 |
| CSI |
489.79 |
5.17 |
781.71 |
262.62 |
362.43 |
5.88 |
1.08 × 104 |
9.20 × 103 |
8.87 × 103 |
41.48 |
6.08 |
| GP (Linear) |
426.60 |
9.84 |
357.19 |
10.31 |
92.14 |
11.05 |
3.65 × 103 |
8.66 |
1.50 × 103 |
17.78 |
2.48 |
| GP (Periodic) |
7.00 |
0.25 |
13.31 |
0.52 |
0.48 |
0.25 |
13.38 |
0.54 |
0.47 |
4.45 |
0.69 |
| GP (Brownian) |
15.40 |
0.20 |
6.89 |
0.52 |
0.48 |
0.20 |
6.92 |
0.54 |
0.46 |
6.72 |
1.05 |
| GP (Exponential) |
16.93 |
0.19 |
4.72 |
0.52 |
0.48 |
0.19 |
4.76 |
0.54 |
0.46 |
7.13 |
1.12 |
| GP (Matern 3/2 / 5/2) |
12.26 / 13.87 |
0.27 / 0.26 |
7.75 / 6.25 |
1.46 / 1.03 |
2.64 / 2.50 |
0.27 / 0.26 |
8.43 / 7.32 |
1.39 / 0.99 |
3.01 / 3.10 |
6.41 / 6.35 |
1.01 / 0.99 |
| GP (RBF / RQ) |
11.35 / 16.49 |
0.35 / 0.18 |
12.72 / 6.55 |
2.35 / 0.52 |
7.99 / 0.48 |
0.35 / 0.18 |
54.66 / 6.62 |
63.16 / 0.54 |
45.08 / 0.46 |
5.56 / 7.08 |
0.87 / 1.11 |
|
| 7 |
Noisy (σ = 1) |
3.37 × 103 |
6.44 |
1.05 × 103 |
316.27 |
100.00 |
5.97 |
3.17 × 108 |
75.08 |
5.95 × 107 |
101.21 |
14.34 |
| CSI |
673.39 |
8.41 |
1.25 × 103 |
368.96 |
491.29 |
10.31 |
2.99 × 104 |
5.76 × 104 |
1.23 × 104 |
46.35 |
6.78 |
| GP (Linear) |
357.99 |
9.97 |
356.36 |
9.48 |
90.83 |
11.22 |
3.48 × 103 |
7.97 |
1.35 × 103 |
13.00 |
1.82 |
| GP (Periodic) |
8.15 |
0.27 |
13.22 |
0.57 |
0.58 |
0.27 |
13.31 |
0.59 |
0.59 |
4.34 |
0.68 |
| GP (Brownian) |
16.02 |
0.23 |
6.71 |
0.55 |
0.56 |
0.23 |
6.76 |
0.58 |
0.54 |
6.69 |
1.05 |
| GP (Exponential) |
17.13 |
0.23 |
4.75 |
0.55 |
0.56 |
0.23 |
4.80 |
0.58 |
0.54 |
6.89 |
1.08 |
| GP (Matern 3/2 / 5/2) |
12.33 / 13.65 |
0.39 / 0.38 |
12.13 / 10.75 |
1.93 / 1.53 |
4.44 / 4.83 |
0.39 / 0.38 |
14.49 / 16.38 |
1.80 / 1.45 |
5.44 / 8.54 |
6.33 / 6.02 |
0.99 / 0.94 |
| GP (RBF / RQ) |
11.00 / 16.75 |
0.60 / 0.21 |
25.82 / 7.12 |
3.62 / 0.55 |
16.44 / 0.56 |
0.61 / 0.21 |
457.36 / 7.23 |
704.64 / 0.57 |
237.38 / 0.53 |
5.44 / 6.85 |
0.85 / 1.07 |
|
| Variable Duration |
Noisy (σ =1) |
3.36 × 103 |
6.40 |
1.05 × 103 |
315.79 |
100.00 |
5.93 |
3.16 × 108 |
75.04 |
5.95 × 107 |
106.62 |
15.13 |
| CSI |
358.07 |
5.11 |
680.82 |
229.70 |
301.83 |
5.45 |
1.53 × 104 |
1.71 × 104 |
1.33 × 104 |
39.05 |
5.73 |
| GP (Linear) |
446.89 |
7.74 |
357.02 |
20.04 |
93.91 |
8.44 |
3.96 × 103 |
16.31 |
1.95 × 103 |
22.28 |
3.17 |
| GP (Periodic) |
6.47 |
0.24 |
13.38 |
0.48 |
0.63 |
0.24 |
13.55 |
0.50 |
0.60 |
4.66 |
0.72 |
| GP (Brownian) |
15.06 |
0.20 |
6.90 |
0.48 |
0.63 |
0.20 |
7.02 |
0.50 |
0.60 |
6.53 |
1.02 |
| GP (Exponential) |
16.86 |
0.19 |
4.63 |
0.48 |
0.63 |
0.19 |
4.75 |
0.50 |
0.60 |
7.24 |
1.14 |
| GP (Matern 3/2 / 5/2) |
12.34 / 13.74 |
0.27 / 0.25 |
7.86 / 6.12 |
1.36 / 0.96 |
2.81 / 2.67 |
0.27 / 0.25 |
9.01 / 7.18 |
1.30 / 0.93 |
3.49 / 3.23 |
6.31 / 6.24 |
0.99 / 0.97 |
| GP (RBF / RQ) |
11.07 / 16.37 |
0.35 / 0.18 |
14.21 / 6.38 |
2.19 / 0.48 |
9.79 / 0.62 |
0.36 / 0.18 |
103.02 / 6.56 |
25.94 / 0.50 |
151.63 / 0.60 |
5.26 / 7.12 |
0.82 / 1.12 |