From: Accelerated maximum likelihood parameter estimation for stochastic biochemical systems
Method | Type | θ 1 | θ 2 | θ 3 | θ 4 | θ 5 | θ 6 | θ 7 | θ 8 | % Error |
---|---|---|---|---|---|---|---|---|---|---|
 | True | .38 | .04 | .082 | .12 | .021 | .1 | .005 | 13.21 |  |
 | Lower | n/a | .014 | .076 | n/a | .021 | .089 | .005 | 7.386 |  |
MCEM2 | MLE | .0005 | .026 | .081 | .0009 | .022 | .104 | .006 | 11.479 | 34.7 |
 | Upper | n/a | .048 | .087 | n/a | .024 | .122 | .006 | 17.839 |  |
 | Lower | .002 | .003 | .080 | .0001 | .018 | .069 | .004 | .0005 |  |
Poisson | Mean | 2.233 | .020 | .086 | .016 | .019 | .083 | .005 | 1.719 | 93.3 |
 | Upper | 4.749 | .033 | .092 | .027 | .021 | .095 | .005 | 3.972 |  |
SGD1 | MLE | 1.000 | .798 | .334 | 1.425 | Inf | .591 | .039 | 1.024 | Inf |
SGD2 | MLE | .439 | .043 | .042 | 3.241 | Inf | .029 | .003 | 2.649 | Inf |