Table 1:
Value function of the fitted ITRs with respect to the latent disorder severity (sum of Z1; the lower, the better) and the predictive symptoms (sum of ; the lower, the better) on the independent test set, mean (standard deviation), from 100 simulations under different training sample size N
N | Proposed | CausalForest | TARNet | Deep-O | Deep-Q | Deep-A | |
---|---|---|---|---|---|---|---|
Value function for latent disorder severity (sum of Z1; the lower, the better) | |||||||
200 | Mean (sd) | 1.80 (0.04) | 1.85 (0.06) | 1.93 (0.05) | 1.85 (0.04) | 1.83 (0.04) | 2.00 (0.08) |
500 | Mean (sd) | 1.77 (0.02) | 1.80 (0.03) | 1.91 (0.07) | 1.80 (0.02) | 1.80 (0.02) | 1.98 (0.06) |
1000 | Mean (sd) | 1.76 (0.01) | 1.79 (0.02) | 1.88 (0.09) | 1.79 (0.01) | 1.79 (0.01) | 1.98 (0.04) |
2000 | Mean (sd) | 1.74 (0.01) | 1.79 (0.01) | 1.87 (0.09) | 1.79 (0.01) | 1.79 (0.01) | 1.98 (0.04) |
Value function for predictive symptoms (sum of ; the lower, the better) | |||||||
200 | Mean (sd) | 12.74 (0.19) | 12.91 (0.28) | 13.30 (0.22) | 12.92 (0.19) | 12.84 (0.17) | 13.62 (0.32) |
500 | Mean (sd) | 12.59 (0.10) | 12.70 (0.10) | 13.22 (0.33) | 12.72 (0.09) | 12.71 (0.10) | 13.53 (0.24) |
1000 | Mean (sd) | 12.57 (0.09) | 12.65 (0.06) | 13.06 (0.40) | 12.65 (0.06) | 12.67 (0.06) | 13.55 (0.17) |
2000 | Mean (sd) | 12.52 (0.05) | 12.62 (0.04) | 13.01 (0.41) | 12.64 (0.06) | 12.67 (0.06) | 13.54 (0.17) |