Table II.
Relative Bias (RB) and Relative Root Mean Square Error (RRMSE) (in Percent) for the Three Levels of Dropout with λ = 2 × 10−3 and ω = 1 and for Various Values of the Number of Patients (N = 100, 200, and 400) for SAEM with One and Three Markov Chains, AGQ, and Laplace (LAP) Algorithms
100 | 200 | 400 | ||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Parameter | Dropout | N | SAEM 1 chain | SAEM 3 chains | AGQ | LAP | SAEM 1 chain | SAEM 3 chains | AGQ | LAP | SAEM 1 chain | SAEM 3 chains | AGQ | LAP |
λ | No | RB | −2.5 | 18.9 | −31.3 | −32.2 | 7.5 | 1.8 | 1.6 | −31.4 | 17.5 | 1.1 | 1.5 | −29.9 |
RRMSE | 24.3 | 36.4 | 33.9 | 35.2 | 16.0 | 20.0 | 19.9 | 32.8 | 20.4 | 12.7 | 12.9 | 30.7 | ||
Low | RB | −11.5 | 12.8 | −0.5 | −13.8 | 5.8 | −0.008 | 1.9 | −10.9 | 18.9 | 1.8 | 1.0 | −11.3 | |
RRMSE | 26.6 | 34.6 | 30.6 | 35.0 | 19.3 | 23.1 | 23.3 | 26.0 | 22.6 | 16.1 | 15.6 | 19.4 | ||
High | RB | −22.9 | 11.0 | −1.2 | −19.7 | 0.4 | −1.3 | 1.5 | −17.0 | 18.5 | 3.4 | 1.4 | −16.5 | |
RRMSE | 35.0 | 40.0 | 39.1 | 45.9 | 22.3 | 27.5 | 27.1 | 32.8 | 23.5 | 20.6 | 19.4 | 25.5 | ||
ω | No | RB | −43.0 | −22.9 | −94.1 | −91.3 | −52.4 | −5.1 | −3.6 | −94.2 | −69.6 | −2.1 | −2.4 | −96.4 |
RRMSE | 46.2 | 35.6 | 96.3 | 95.5 | 53.1 | 22.1 | 18.5 | 96.6 | 70.1 | 11.6 | 11.8 | 97.7 | ||
Low | RB | −30.7 | −21.1 | −4.4 | 16.4 | −46.2 | −3.4 | −2.5 | 15.5 | −64.4 | −1.4 | −1.1 | −15.2 | |
RRMSE | 35.6 | 41.1 | 35.8 | 42.6 | 47.4 | 27.0 | 21.3 | 26.9 | 65.5 | 14.6 | 14.2 | 20.9 | ||
High | RB | −18.6 | −27.1 | −9.0 | 26.1 | −40.4 | −9.0 | −5.9 | 22.0 | −58.8 | −3.3 | −2.1 | 22.6 | |
RRMSE | 31.6 | 49.0 | 44.8 | 65.9 | 42.7 | 37.3 | 30.0 | 39.8 | 60.7 | 22.0 | 21.4 | 32.0 |