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Journal of the American Statistical Association, ISSN 0162-1459, 07/2015, Volume 110, Issue 511, pp. 1024 - 1036
Over the past decade, doubly robust estimators have been proposed for a variety of target parameters in causal inference and missing data models. These are... 
Causal inference | Missing data | Semiparametric estimation | Nuisance parameters | Double robustness | REGRESSION | INCOMPLETE DATA | ALTERNATIVE STRATEGIES | MARGINAL STRUCTURAL MODELS | STATISTICS & PROBABILITY | DEMYSTIFYING DOUBLE ROBUSTNESS | COVARIATE ADJUSTMENT | SEMIPARAMETRIC NONRESPONSE MODELS | CONFOUNDERS | CAUSAL INFERENCE MODELS
Journal Article
Journal of the American Statistical Association, ISSN 0162-1459, 07/2018, Volume 113, Issue 523, pp. 1228 - 1242
Many scientific and engineering challenges-ranging from personalized medicine to customized marketing recommendations-require an understanding of treatment... 
Unconfoundedness | Adaptive nearest neighbors matching | Asymptotic normality | Potential outcomes | REGRESSION | CONFIDENCE-INTERVALS | VALID POST-SELECTION | STATISTICS & PROBABILITY | JACKKNIFE | CONSISTENCY | SUPPORT | NONPARAMETRIC-TESTS | PROPENSITY SCORE ESTIMATION | SUBGROUP ANALYSIS
Journal Article
Journal of Econometrics, ISSN 0304-4076, 2007, Volume 141, Issue 2, pp. 1353 - 1384
Journal Article
Econometric Theory, ISSN 0266-4666, 12/2017, Volume 33, Issue 6, pp. 1418 - 1456
We study the properties of the integrated score estimator (ISE), which is the Laplace version of Manski's maximum score estimator (MMSE). The ISE belongs to a... 
SEMIPARAMETRIC ESTIMATION | MATHEMATICS, INTERDISCIPLINARY APPLICATIONS | RESPONSE MODEL | STATISTICS & PROBABILITY | SOCIAL SCIENCES, MATHEMATICAL METHODS | MODEL ESTIMATION | ECONOMICS | COMPUTATION | Economic models | Monte Carlo simulation | Estimating techniques
Journal Article
The Annals of Statistics, ISSN 0090-5364, 10/2010, Volume 38, Issue 5, pp. 2884 - 2915
Journal Article
The Annals of Statistics, ISSN 0090-5364, 12/2010, Volume 38, Issue 6, pp. 3811 - 3836
Journal Article
The Annals of Statistics, ISSN 0090-5364, 8/2005, Volume 33, Issue 4, pp. 1890 - 1933
Journal Article
European Journal of Operational Research, ISSN 0377-2217, 01/2016, Volume 248, Issue 2, pp. 731 - 739
Journal Article
Scandinavian Journal of Statistics, ISSN 0303-6898, 06/2019, Volume 46, Issue 2, pp. 517 - 544
We consider estimation in the single‐index model where the link function is monotone. For this model, a profile least‐squares estimator has been proposed to... 
semiparametric models | single‐index regression model | monotone link functions | nonparametric least‐squares estimates | single-index regression model | nonparametric least-squares estimates | REGRESSION | STATISTICS & PROBABILITY | EFFICIENT ESTIMATION
Journal Article
Journal of Economic Dynamics and Control, ISSN 0165-1889, 04/2017, Volume 77, pp. 26 - 47
We consider Bayesian inference techniques for agent-based (AB) models, as an alternative to simulated minimum distance (SMD). Three computationally heavy steps... 
Agent-based | Estimation | Approximate Bayesian computation | Likelihood | Bayes | POPULATION | STATISTICAL-INFERENCE | TUTORIAL | PARTICLE FILTERS | ECONOMICS | COMPUTATION | Markov processes | Monte Carlo method | Macroeconomics | Analysis
Journal Article
Journal of Business & Economic Statistics, ISSN 0735-0015, 04/2015, Volume 33, Issue 2, pp. 241 - 254
Journal Article
by Mao, Lu
Biometrika, ISSN 0006-3444, 03/2018, Volume 105, Issue 1, pp. 215 - 220
Summary  We introduce a general class of causal estimands which extends the familiar notion of average treatment effect. The class is defined by a contrast... 
Mann-Whitney test | Semiparametric inference | Locally efficient estimation | Average treatment effect | Potential outcome | Double robustness
Journal Article
Journal of Econometrics, ISSN 0304-4076, 2010, Volume 155, Issue 2, pp. 138 - 154
Journal Article
Annals of Statistics, ISSN 0090-5364, 02/2013, Volume 41, Issue 1, pp. 250 - 268
We develop an efficient estimation procedure for identifying and estimating the central subspace. Using a new way of parameterization, we convert the problem... 
Semiparametric efficiency | Dimension reduction | Central subspace | Estimating equations | Sliced inverse regression | MODELS | sliced inverse regression | MEASUREMENT ERROR | semiparametric efficiency | DISTRIBUTED PREDICTORS | estimating equations | SEMIPARAMETRIC ESTIMATORS | STATISTICS & PROBABILITY | dimension reduction | 62J02 | 62F12 | 62H12
Journal Article
Journal of the American Statistical Association, ISSN 0162-1459, 06/2013, Volume 108, Issue 502, pp. 676 - 688
We investigate a new approach to estimating a regression function based on copulas. The main idea behind this approach is to write the regression function in... 
Profile likelihood | Dependence modeling | Semiparametric regression | Vine copula | Theory and Methods | SEMIPARAMETRIC ESTIMATION | MODELS | PACKAGE | WEAK-CONVERGENCE | STATISTICS & PROBABILITY | Models | Regression analysis
Journal Article
Journal of Econometrics, ISSN 0304-4076, 10/2019
Journal Article
Journal of Econometrics, ISSN 0304-4076, 02/2018, Volume 202, Issue 2, pp. 268 - 285
Journal Article
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