Targeted Maximum Likelihood Estimation
GPTKB entity
Statements (28)
| Predicate | Object |
|---|---|
| gptkbp:instanceOf |
statistical analysis
|
| gptkbp:abbreviation |
TMLE
|
| gptkbp:appliesTo |
observational data
randomized trials |
| gptkbp:book |
Targeted Learning in Data Science
Targeted Learning: Causal Inference for Observational and Experimental Data |
| gptkbp:developedBy |
gptkb:Mark_van_der_Laan
gptkb:Sherri_Rose |
| gptkbp:estimatedCost |
causal effects
parameters of interest |
| gptkbp:firstDescribed |
2006
|
| https://www.w3.org/2000/01/rdf-schema#label |
Targeted Maximum Likelihood Estimation
|
| gptkbp:property |
flexibility
double robustness semiparametric efficiency |
| gptkbp:publishedIn |
The International Journal of Biostatistics
|
| gptkbp:relatedTo |
Inverse Probability Weighting
Augmented Inverse Probability Weighting G-computation |
| gptkbp:requires |
outcome model
treatment model |
| gptkbp:usedIn |
gptkb:machine_learning
biostatistics causal inference |
| gptkbp:uses |
machine learning algorithms
Super Learner |
| gptkbp:bfsParent |
gptkb:Mark_van_der_Laan
|
| gptkbp:bfsLayer |
8
|