TABLE 1.
Average bias and (mean squared error) of τTATE estimates. The scenarios where n1 = 200 and n0 = 500 are detailed in Figure 2.
n 0 | n 1 | Scenario | τ TATE | IOSW | OM | DR | TMLE | MOM | CAL |
---|---|---|---|---|---|---|---|---|---|
500 | 1000 | baseline | −0.1 | 0.03 (0.47) | 0.00 (0.09) | 0.00 (0.10) | 0.00 (0.10) | 0.00 (0.33) | 0.00 (0.10) |
500 | 1000 | missing | −0.1 | 0.23 (0.48) | 0.19 (0.16) | 0.19 (0.17) | 0.19 (0.17) | 0.19 (0.36) | 0.19 (0.17) |
500 | 1000 | outcome | 8.9 | −0.03 (0.41) | −1.44 (2.23) | −0.08 (0.72) | −0.03 (0.26) | −0.05 (0.24) | −0.08 (0.20) |
500 | 1000 | positivity | −0.3 | 0.27 (1.51) | −0.01 (0.08) | −0.01 (0.19) | −0.01 (0.38) | 0.00 (0.81) | −0.01 (0.19) |
500 | 1000 | sample | 4.5 | 0.64 (3.61) | 0.00 (0.03) | 0.00 (0.05) | −0.02 (0.59) | 0.00 (0.06) | 0.00 (0.04) |
500 | 1000 | sparse | −0.1 | 0.08 (1.18) | −0.01 (0.11) | −0.01 (0.16) | −0.02 (0.20) | −0.03 (0.63) | −0.01 (0.16) |
1000 | 200 | baseline | −0.1 | 0.15 (2.04) | 0.00 (0.14) | 0.00 (0.18) | −0.01 (0.18) | −0.02 (1.18) | −0.01 (0.18) |
1000 | 200 | missing | −0.1 | 0.30 (1.94) | 0.18 (0.27) | 0.20 (0.33) | 0.20 (0.33) | 0.19 (1.07) | 0.20 (0.33) |
1000 | 200 | outcome | 8.9 | −0.10 (1.66) | −1.45 (2.87) | −0.22 (2.87) | −0.15 (1.14) | −0.15 (0.87) | −0.26 (0.76) |
1000 | 200 | positivity | −0.3 | 0.91 (4.80) | 0.03 (0.24) | 0.05 (0.49) | 0.05 (3.10) | 0.11 (3.17) | 0.08 (0.62) |
1000 | 200 | sample | 3.2 | 0.37 (2.63) | −0.01 (0.10) | −0.01 (0.14) | 0.07 (1.57) | 0.00 (0.20) | −0.01 (0.13) |
1000 | 200 | sparse | −0.1 | 0.31 (4.14) | −0.01 (0.20) | −0.01 (0.37) | −0.01 (0.84) | −0.05 (2.67) | 0.00 (0.41) |
1000 | 1000 | baseline | −0.1 | 0.01 (0.48) | 0.00 (0.06) | 0.00 (0.07) | 0.00 (0.07) | −0.02 (0.29) | 0.00 (0.07) |
1000 | 1000 | missing | −0.1 | 0.21 (0.46) | 0.19 (0.11) | 0.19 (0.13) | 0.19 (0.13) | 0.19 (0.30) | 0.19 (0.13) |
1000 | 1000 | outcome | 8.9 | −0.03 (0.43) | −1.41 (2.14) | −0.06 (0.75) | −0.03 (0.23) | −0.05 (0.23) | −0.08 (0.20) |
1000 | 1000 | positivity | −0.3 | 0.19 (1.74) | 0.00 (0.06) | 0.00 (0.16) | −0.01 (0.31) | −0.01 (0.81) | 0.00 (0.16) |
1000 | 1000 | sample | 4.0 | 0.78 (4.22) | 0.00 (0.02) | −0.01 (0.04) | −0.12 (1.89) | −0.01 (0.04) | −0.01 (0.03) |
1000 | 1000 | sparse | −0.1 | 0.12 (1.03) | −0.01 (0.07) | −0.01 (0.12) | −0.01 (0.14) | 0.00 (0.57) | −0.01 (0.11) |