Table 1 MSE of conventional estimators for chosen values of \(\rho _{xy}\), n, r, and \(\kappa\).
From: Optimal class of memory type imputation methods for time-based surveys using EWMA statistics
Strategies | \(\rho _{xy}\) | n | r | Estimators | |||
---|---|---|---|---|---|---|---|
Strategy 1 | \(t_{r_1}\) | \(t_i,~i=1,4\) | \(t_{s_1}\) | \(t_{s_4}\) | |||
0.1 | 15 | 12 | 325641.90 | 24.72 | 19.51 | 20.02 | |
14 | 18671.68 | 21.17 | 17.39 | 17.60 | |||
150 | 120 | 4.45 | 2.36 | 2.33 | 2.32 | ||
140 | 4.04 | 1.98 | 1.95 | 1.95 | |||
300 | 240 | 1.84 | 1.02 | 1.02 | 1.02 | ||
280 | 1.65 | 0.86 | 0.83 | 0.83 | |||
0.5 | 15 | 12 | 33788.55 | 19.67 | 16.27 | 15.47 | |
14 | 2960.04 | 16.18 | 13.89 | 11.95 | |||
150 | 120 | 2.76 | 1.89 | 1.86 | 1.86 | ||
140 | 2.37 | 1.54 | 1.50 | 1.50 | |||
300 | 240 | 1.16 | 0.83 | 0.82 | 0.82 | ||
280 | 0.98 | 0.76 | 0.64 | 0.64 | |||
0.9 | 15 | 12 | 1546.08 | 6.96 | 6.43 | 6.01 | |
14 | 1432.05 | 5.25 | 4.94 | 4.98 | |||
150 | 120 | 0.99 | 0.94 | 0.87 | 0.87 | ||
140 | 0.61 | 0.53 | 0.50 | 0.50 | |||
300 | 240 | 0.45 | 0.43 | 0.41 | 0.41 | ||
280 | 0.30 | 0.25 | 0.22 | 0.22 |
Strategy 2 | \(t_{r_2}\) | \(t_i,~i=2,5\) | \(t_{s_2}\) | \(t_{s_5}\) | |||
---|---|---|---|---|---|---|---|
0.1 | 15 | 12 | 408285.30 | 24.21 | 19.15 | 19.88 | |
14 | 20024.02 | 21.04 | 17.30 | 17.49 | |||
150 | 120 | 5.05 | 2.36 | 2.32 | 2.32 | ||
140 | 4.21 | 1.98 | 1.95 | 1.95 | |||
300 | 240 | 2.14 | 1.03 | 1.02 | 1.02 | ||
280 | 1.73 | 0.84 | 0.81 | 0.81 | |||
0.5 | 15 | 12 | 42357.76 | 18.10 | 15.10 | 13.86 | |
14 | 3173.08 | 15.75 | 13.55 | 12.69 | |||
150 | 120 | 2.89 | 1.76 | 1.75 | 1.74 | ||
140 | 2.41 | 1.48 | 1.45 | 1.46 | |||
300 | 240 | 1.23 | 0.77 | 0.76 | 0.76 | ||
280 | 0.99 | 0.72 | 0.62 | 0.62 | |||
0.9 | 15 | 12 | 1783.81 | 4.30 | 4.06 | 3.63 | |
14 | 1534.28 | 4.02 | 3.82 | 3.87 | |||
150 | 120 | 0.59 | 0.55 | 0.45 | 0.45 | ||
140 | 0.50 | 0.43 | 0.38 | 0.38 | |||
300 | 240 | 0.26 | 0.23 | 0.20 | 0.19 | ||
280 | 0.24 | 0.19 | 0.16 | 0.16 |
Strategy 3 | \(t_{r_3}\) | \(t_i,~i=3,6\) | \(t_{s_3}\) | \(t_{s_6}\) | |||
---|---|---|---|---|---|---|---|
0.1 | 15 | 12 | 82670.21 | 26.25 | 20.55 | 20.83 | |
14 | 1375.27 | 22.80 | 18.56 | 18.61 | |||
150 | 120 | 2.99 | 2.38 | 2.34 | 2.34 | ||
140 | 2.17 | 2.00 | 1.97 | 1.97 | |||
300 | 240 | 1.32 | 1.03 | 1.02 | 1.02 | ||
280 | 0.92 | 0.85 | 0.83 | 0.83 | |||
0.5 | 15 | 12 | 8595.05 | 24.27 | 19.47 | 19.22 | |
14 | 235.20 | 21.72 | 17.86 | 17.87 | |||
150 | 120 | 2.44 | 2.18 | 2.14 | 2.15 | ||
140 | 1.97 | 1.90 | 1.86 | 1.87 | |||
300 | 240 | 1.06 | 0.96 | 0.93 | 0.93 | ||
280 | 0.82 | 0.87 | 0.79 | 0.79 | |||
0.9 | 15 | 12 | 261.71 | 21.32 | 17.61 | 17.52 | |
14 | 124.51 | 21.05 | 17.48 | 17.46 | |||
150 | 120 | 1.93 | 1.89 | 1.87 | 1.87 | ||
140 | 1.83 | 1.82 | 1.80 | 1.80 | |||
300 | 240 | 0.84 | 0.81 | 0.79 | 0.78 | ||
280 | 0.79 | 0.77 | 0.75 | 0.75 |