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Journal of Applied Statistics, ISSN 0266-4763, 07/2019, Volume 46, Issue 9, pp. 1689 - 1701
Journal Article
Journal of Machine Learning Research, ISSN 1532-4435, 07/2009, Volume 10, pp. 1391 - 1445
Journal Article
The American Statistician, ISSN 0003-1305, 01/2019, Volume 73, Issue 1, pp. 32 - 42
Widespread concern over the credibility of published results has led to scrutiny of statistical practices. We address one aspect of this problem that stems... 
Regression | Control | Covariate | Balance test | Estimator | Variance | STATISTICS & PROBABILITY | TURNOUT | COVARIATE BALANCE | REGRESSION ADJUSTMENTS | RACE | MEDIA | CALLS
Journal Article
Statistics in Medicine, ISSN 0277-6715, 01/2020, Volume 39, Issue 1, pp. 70 - 96
The goal in stratified medicine is to administer the “best” treatment to a patient. Not all patients might benefit from the same treatment; the choice of best... 
changepoint | Statistics and Probability | confidence intervals | Cox regression | covariate-treatment interaction | Epidemiology | stratified medicine | covariate‐treatment interaction
Journal Article
Management Science, ISSN 0025-1909, 11/2019
Journal Article
Information Sciences, ISSN 0020-0255, 11/2013, Volume 250, pp. 113 - 141
Training classifiers with datasets which suffer of imbalanced class distributions is an important problem in data mining. This issue occurs when the number of... 
Imbalanced dataset | Dataset shift | Small disjuncts | Cost-sensitive learning | Sampling | Noisy data | SUPPORT VECTOR MACHINES | DATA-SETS | COMPUTER SCIENCE, INFORMATION SYSTEMS | COVARIATE SHIFT | IMPROVING CLASSIFICATION | CLASSIFIERS | FEATURE-SELECTION | NEURAL-NETWORKS | SOFTWARE TOOL | MINORITY CLASS | SAMPLING APPROACH | Data mining | Analysis
Journal Article
Journal of the American Heart Association, ISSN 2047-9980, 12/2019, Volume 8, Issue 23, p. e013056
Background Smoker's paradox has been observed with several vascular disorders, yet there are limited data in patients with acute heart failure (HF). We... 
Journal Article
Computational Statistics and Data Analysis, ISSN 0167-9473, 04/2020, Volume 144, p. 106848
Interval-censored failure time data often occur in many areas and their analysis has recently attracted a great deal of attention. On the other hand, most of... 
Interval censoring | Joint analysis | Time-dependent covariate | MCEM algorithm
Journal Article
Journal of Machine Learning Research, ISSN 1532-4435, 11/2013, Volume 14, pp. 3207 - 3260
This work shows how to leverage causal inference to understand the behavior of complex learning systems interacting with their environment and predict the... 
Counterfactual reasoning | Computational advertising | Causation | MODELS | causation | CAUSAL INFERENCE | COVARIATE SHIFT | ALGORITHMS | AUCTION | AUTOMATION & CONTROL SYSTEMS | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | counterfactual reasoning | computational advertising
Journal Article