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JOURNAL OF STATISTICAL SOFTWARE, ISSN 1548-7660, 10/2017, Volume 81, Issue 1, pp. 1 - 21
In recent years, targeted minimum loss-based estimation methodology has been used to develop estimators of parameters in longitudinal data structures (Gruber... 
estimation | COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS | targeted minimum loss-based estimation | MODELS | STATISTICS & PROBABILITY | causal inference | longitudinal data
Journal Article
The International Journal of Biostatistics, ISSN 2194-573X, 07/2012, Volume 8, Issue 1, p. 21
This paper presents a targeted minimum loss based estimator (TMLE) that incorporates known conditional bounds on a continuous outcome. Subject matter knowledge... 
targeted minimum loss based estimation | targeted maximum likelihood estimation | TMLE | boundedness | conditional bounds | MATHEMATICAL & COMPUTATIONAL BIOLOGY | INFERENCE | Likelihood Functions | Sample Size | Causality | Monte Carlo Method | Biostatistics - methods
Journal Article
Journal of Causal Inference, ISSN 2193-3677, 11/2013, Volume 1, Issue 2, pp. 235 - 254
Causal effects in right-censored survival data can be formally defined as the difference in the marginal cumulative event probabilities under particular... 
efficient influence curve | targeted minimum loss-based estimation | survival analysis | dependent right-censoring | targeted maximum likelihood estimation
Journal Article
Biometrika, ISSN 0006-3444, 12/2017, Volume 104, Issue 4, pp. 863 - 880
Doubly robust estimators are widely used to draw inference about the average effect of a treatment. Such estimators are consistent for the effect of interest... 
Doubly robust estimation | Efficient influence function | Adaptive estimation | Targeted minimum Loss-Based estimation | Targeted minimum loss-based estimation | BIOLOGY | MATHEMATICAL & COMPUTATIONAL BIOLOGY | STATISTICS & PROBABILITY
Journal Article
AMERICAN JOURNAL OF EPIDEMIOLOGY, ISSN 0002-9262, 07/2019, Volume 188, Issue 7, pp. 1328 - 1336
While prepregnancy obesity increases risk of stillbirth, few studies have evaluated the role of newly developed obesity independent of long-standing obesity.... 
MORTALITY | CAUSAL INFERENCE | pregnancy | stillbirth | RISK | GESTATIONAL WEIGHT-GAIN | PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH | targeted minimum loss-based estimation | INFANT-DEATH | nonparametric estimation | OVERWEIGHT | BODY-MASS INDEX | LINKAGE | obesity | DURATION | EXPOSURE
Journal Article
Journal of the American Statistical Association, ISSN 0162-1459, 04/2016, Volume 111, Issue 514, pp. 538 - 548
Journal Article
Biometrics, ISSN 0006-341X, 12/2018, Volume 74, Issue 4, pp. 1271 - 1281
Journal Article
Journal Article
Statistics in Medicine, ISSN 0277-6715, 07/2019, Volume 38, Issue 15, pp. 2735 - 2748
Journal Article
Journal of the American Statistical Association, ISSN 0162-1459, 07/2019, Volume 114, Issue 527, pp. 1038 - 1049
When available, vaccines are an effective means of disease prevention. Unfortunately, efficacious vaccines have not yet been developed for several major... 
Targeted minimum loss-based estimation | HIV | Malaria | Machine learning | Competing risks | Vaccine | Dependent censoring | TRIALS | RISK | STATISTICS & PROBABILITY | INFERENCE | FAILURE | PREDICTION | Sieve analysis | Infectious diseases | Effectiveness | Vaccines | Statistical inference | Artificial intelligence | Disease control | Estimators
Journal Article
The International Journal of Biostatistics, ISSN 2194-573X, 05/2014, Volume 10, Issue 1, pp. 29 - 57
Journal Article
Epidemiologic Methods, ISSN 2194-9263, 12/2017, Volume 7, Issue 1
Abstract Background Causal mediation analysis can improve understanding of the mechanisms underlying epidemiologic associations. However, the utility of... 
direct effect | targeted minimum loss-based estimation | targeted maximum likelihood estimation | indirect effect | data-dependent | double robust | mediation
Journal Article