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Randomization tests for weak null hypotheses in randomized experiments
Wu, J. and Ding, P. (2021) · 1913
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On the application of probability theory to agricultural experiments. essay on principles (with discussion). section 9 (translated). reprinted ed
Neyman, J. (1923) · 1923
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Statistical Methods for Research Workers
Fisher, R. A. (1925) · 1925
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Evaluating the causal effect of university grants on student dropout: evidence from a regression discontinuity design using principal stratification
Li, F., Mattei, A., and Mealli, F. (2015) · 1931
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On the two different aspects of the representative method: the method of stratified sampling and the method of purposive selection (with discussion)
Neyman, J. (1934) · 1934
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The Design of Experiments
Fisher, R. A. (1935) · 1935
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Statistical problems in agricultural experimentation (with discussion)
Neyman, J. (1935) · 1935
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The omission or addition of an independent variate in multiple linear regression
Cochran, W. G. (1938) · 1938
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The fitting of straight lines if both variables are subject to error
Wald, A. (1940) · 1940
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Significance tests for 2 × 2 2\times 2 tables
Barnard, G. A. (1947) · 1947
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The asymptotic properties of estimates of the parameters of a single equation in a complete system of stochastic equations
Anderson, T. W. and Rubin, H. (1950) · 1950
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Smoking and carcinoma of the lung
Doll, R. and Hill, A. B. (1950) · 1950
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A generalization of sampling without replacement from a finite universe
Horvitz, D. G. and Thompson, D. J. (1952) · 1952
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Sampling Techniques
Cochran, W. G. (1953) · 1953
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Philosophy of inferences from retrospective studies
Dorn, H. F. (1953) · 1953
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Estimation and simultaneous correlation in complete equation systems. central planning bureau
Theil, H. (1953) · 1953
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Some problems in interval estimation
Fieller, E. C. (1954) · 1954
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Survey Design and Analysis: Principles, Cases, and Procedures
Hyman, H. H. (1955) · 1955
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A generalized classical method of linear estimation of coefficients in a structural equation
Basmann, R. L. (1957) · 1957
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Analysis of covariance: its nature and uses
Cochran, W. G. (1957) · 1957
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Dangers of cigarette smoking [letter]
Fisher, R. A. (1957) · 1957
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The Direction of Time
Reichenbach, H. (1957) · 1957
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Smoking and death rates: report on forty four months of follow-up of 187,783 187,783 men
Hammond, E. C. and Horn, D. (1958) · 1958
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Smoking and lung cancer: recent evidence and a discussion of some questions
Cornfield, J., Haenszel, W., Hammond, E. C., Lilienfeld, A. M., Shimkin, M. B., and Wynder, E. L. (1959) · 1959
Earlier work this paper cites.
Limiting distributions in simple random sampling from a finite population
Hájek, J. (1960) · 1960
Earlier work this paper cites.
Regression-discontinuity analysis: An alternative to the ex post facto experiment
Thistlethwaite, D. L. and Campbell, D. T. (1960) · 1960
Earlier work this paper cites.
On the combination of independent two-sample tests of wilcoxon
Van Elteren, P. (1960) · 1960
Earlier work this paper cites.
Rank methods for combination of independent experiments in analysis of variance
Hodges, J. L. and Lehmann, E. L. (1962) · 1962
Earlier work this paper cites.
Conjectures and Refutations: The Growth of Scientific Knowledge
Popper, K. (1963) · 1963
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The environment and disease: association or causation?
Bradford Hill, A. (1965) · 1965
Earlier work this paper cites.
The planning of observational studies of human populations (with discussion)
Cochran, W. G. (1965) · 1965
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Limit theorems for regressions with unequal and dependent errors
Eicker, F. (1967) · 1967
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The behavior of maximum likelihood estimates under nonstandard conditions
Huber, P. J. (1967) · 1967
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The effectiveness of adjustment by subclassification in removing bias in observational studies
Cochran, W. G. (1968) · 1968
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A test for symmetry using the sample distribution function
Butler, C. C. (1969) · 1969
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Variance estimation with one unit per stratum
Hartley, H. O., Rao, J. N. K., and Kiefer, G. (1969) · 1969
Earlier work this paper cites.
A study of the effects of hypoglycemic agents on vascular complications in patients with adult-onset diabetes. ii. mortality results
Meinert, C. L., Knatterud, G. L., Prout, T. E., and Klimt, C. R. (1970) · 1970
Earlier work this paper cites.
Estimation of heteroscedastic variances in linear models
Rao, C. R. (1970) · 1970
Earlier work this paper cites.
Comment on “an essay on the logical foundations of survey sampling, part one”
Hájek, J. (1971) · 1971
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Reading with television: An evaluation of the electric company. a report to the children’s television workshop. volumes 1 and 2
Ball, S., Bogatz, G., Rubin, D., and Beaton, A. (1973) · 1973
Earlier work this paper cites.
Controlling bias in observational studies: A review
Cochran, W. G. and Rubin, D. B. (1973) · 1973
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Causation
Lewis, D. (1973) · 1973
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Estimating causal effects of treatments in randomized and nonrandomized studies
Rubin, D. B. (1974) · 1974
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The decomposition of effects in path analysis
Alwin, D. F. and Hauser, R. M. (1975) · 1975
Earlier work this paper cites.
Sex bias in graduate admissions: Data from Berkeley
Bickel, P. J., Hammel, E. A., and O’Connell, J. W. (1975) · 1975
Earlier work this paper cites.
Nonparametrics: Statistical Methods Based on Ranks
Lehmann, E. L. (1975) · 1975
Earlier work this paper cites.
Bayesian inference for causality: The importance of randomization
Rubin, D. B. (1975) · 1975
Earlier work this paper cites.
Statistics for Experimenters: An Introduction to Design, Data Analysis, and Model Building
Box, G. E. P., Hunter, W. H., and Hunter, S. (1978) · 1978
Earlier work this paper cites.
Specification tests in econometrics
Hausman, J. A. (1978) · 1978
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Specification Searches: Ad Hoc Inference with Nonexperimental Data
Leamer, E. (1978) · 1978
Earlier work this paper cites.
Bayesian inference for causal effects: The role of randomization
Rubin, D. B. (1978) · 1978
Earlier work this paper cites.
Assessing effects of confounding variables
Schlesselman, J. J. (1978) · 1978
Earlier work this paper cites.
Robustness in the strategy of scientific model building
Box, G. E. P. (1979) · 1979
Earlier work this paper cites.
Conditional independence in statistical theory
Dawid, A. P. (1979) · 1979
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Bootstrap methods: Another look at the jackknife
Efron, B. (1979) · 1979
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Sample selection bias as a specification error
Heckman, J. J. (1979) · 1979
Earlier work this paper cites.
Logistic disease incidence models and case-control studies
Prentice, R. L. and Pyke, R. (1979) · 1979
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A new design for randomized clinical trials
Zelen, M. (1979) · 1979
Earlier work this paper cites.
Comment on “Randomization analysis of experimental data: the Fisher randomization test” by D. Basu
Rubin, D. B. (1980) · 1980
Earlier work this paper cites.
A heteroskedasticity-consistent covariance matrix estimator and a direct test for heteroskedasticity
White, H. (1980) · 1980
Earlier work this paper cites.
Process analysis estimating mediation in treatment evaluations
Judd, C. M. and Kenny, D. A. (1981) · 1981
Earlier work this paper cites.
Randomization and concomitant variables in the design of experiments
Cox, D. R. (1982) · 1982
Earlier work this paper cites.
Large sample properties of generalized method of moments estimators
Hansen, L. P. (1982) · 1982
Earlier work this paper cites.
Asymptotic confidence intervals for indirect effects in structural equation models
Sobel, M. E. (1982) · 1982
Earlier work this paper cites.
Accounting for no-shows in experimental evaluation designs
Bloom, H. S. (1984) · 1984
Earlier work this paper cites.
Effects of self-study for coachable test item types
Powers, D. E. and Swinton, S. S. (1984) · 1984
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The consequences of adjustment for a concomitant variable that has been affected by the treatment
Rosenbaum, P. R. (1984) · 1984
Earlier work this paper cites.
Reducing bias in observational studies using subclassification on the propensity score
Rosenbaum, P. R. and Rubin, D. B. (1984) · 1984
Earlier work this paper cites.
The moderator-mediator variable distinction in social psychological research: Conceptual, strategic, and statistical considerations
Baron, R. M. and Kenny, D. A. (1986) · 1986
Earlier work this paper cites.
Comparison of treatment of renal calculi by open surgery, percutaneous nephrolithotomy, and extracorporeal shockwave lithotripsy
Charig, C. R., Webb, D. R., Payne, S. R., and Wickham, J. E. (1986) · 1986
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Delayed effects of the military draft on mortality
Hearst, N., Newman, T. B., and Hulley, S. B. (1986) · 1986
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Statistics and causal inference (with discussion)
Holland, P. W. (1986) · 1986
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Apoupoprotein E isoforms, serum cholesterol, and cancer
Katan, M. B. (1986) · 1986
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Evaluating the econometric evaluations of training programs with experimental data
LaLonde, R. J. (1986) · 1986
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Some new results on indirect effects and their standard errors in covariance structure models
Sobel, M. E. (1986) · 1986
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Simultaneous-equation estimation in a clinical trial of the effect of smoking on birth weight
Permutt, T. and Hebel, J. R. (1989) · 1989
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The role of known effects in observational studies
Rosenbaum, P. R. (1989) · 1989
Earlier work this paper cites.
Lifetime earnings and the Vietnam era draft lottery: evidence from social security administrative records
Angrist, J. D. (1990) · 1990
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Nonparametric bounds on treatment effects
Manski, C. F. (1990) · 1990
Earlier work this paper cites.
Does compulsory school attendance affect schooling and earnings?
Angrist, J. D. and Krueger, A. B. (1991) · 1991
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Compliance as an explanatory variable in clinical trials (with discussion)
Efron, B. and Feldman, D. (1991) · 1991
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On estimating efficacy from clinical trials
Sommer, A. and Zeger, S. L. (1991) · 1991
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Effects of computer reminders for influenza vaccination on morbidity during influenza epidemics
McDonald, C. J., Hui, S. L., and Tierney, W. M. (1992) · 1992
Earlier work this paper cites.
Identifiability and exchangeability for direct and indirect effects
Robins, J. M. and Greenland, S. (1992) · 1992
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Estimating exposure effects by modelling the expectation of exposure conditional on confounders
Robins, J. M., Mark, S. D., and Newey, W. K. (1992) · 1992
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Efficient and Adaptive Estimation for Semiparametric Models
Bickel, P. J., Klaassen, C. A. J., Ritov, Y., and Wellner, J. A. (1993) · 1993
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Using geographic variation in college proximity to estimate the return to schooling
Card, D. (1993) · 1993
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The paired availability design: a proposal for evaluating epidural analgesia during labor
Baker, S. G. and Lindeman, K. S. (1994) · 1994
Earlier work this paper cites.
Identification and estimation of local average treatment effects
Imbens, G. W. and Angrist, J. D. (1994) · 1994
Earlier work this paper cites.
Two-stage least squares estimation of average causal effects in models with variable treatment intensity
Angrist, J. D. and Imbens, G. W. (1995) · 1995
Earlier work this paper cites.
Causal diagrams for empirical research (with discussion)
Pearl, J. (1995) · 1995
Earlier work this paper cites.
Identification of causal effects using instrumental variables (with discussion)
Angrist, J. D., Imbens, G. W., and Rubin, D. B. (1996) · 1996
Earlier work this paper cites.
Local Polynomial Modelling and Its Applications
Fan, J. and Gijbels, I. (1996) · 1996
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Regression shrinkage and selection via the lasso
Tibshirani, R. (1996) · 1996
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Bounds on treatment effects from studies with imperfect compliance
Balke, A. and Pearl, J. (1997) · 1997
Earlier work this paper cites.
Adjusting for non-compliance and contamination in randomized clinical trials
Cuzick, J., Edwards, R., and Segnan, N. (1997) · 1997
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Bootstrap Methods and Their Application
Davison, A. C. and Hinkley, D. V. (1997) · 1997
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Estimating outcome distributions for compliers in instrumental variables models
Imbens, G. W. and Rubin, D. B. (1997) · 1997
Earlier work this paper cites.
Studentized permutation tests for non-iid hypotheses and the generalized Behrens-Fisher problem
Janssen, A. (1997) · 1997
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Estimation of effects of sequential treatments by reparameterizing directed acyclic graphs
Robins, J. M. and Wasserman, L. A. (1997) · 1997
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Estimating the labor market impact of voluntary military service using social security data on military applicants
Angrist, J. D. (1998) · 1998
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Children and their parents’ labor supply: Evidence from exogenous variation in family size
Angrist, J. D. and Evans, W. N. (1998) · 1998
Earlier work this paper cites.
Robust models in probability sampling (with discussion)
Firth, D. and Bennett, K. E. (1998) · 1998
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Cornfield’s inequality
Gastwirth, J. L., KRIEGER, A. M., and ROSENBAUM, P. R. (1998) · 1998
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Multi-centre trial analysis revisited
Gould, A. L. (1998) · 1998
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On the role of the propensity score in efficient semiparametric estimation of average treatment effects
Hahn, J. (1998) · 1998
Earlier work this paper cites.
Causal effects in nonexperimental studies: Reevaluating the evaluation of training programs
Dehejia, R. H. and Wahba, S. (1999) · 1999
Earlier work this paper cites.
Association, causation, and marginal structural models
Robins, J. M. (1999) · 1999
Earlier work this paper cites.
Adjusting for nonignorable drop-out using semiparametric nonresponse models
Scharfstein, D. O., Rotnitzky, A., and Robins, J. M. (1999) · 1999
Earlier work this paper cites.
Causal inference without counterfactuals (with discussion)
Dawid, A. P. (2000) · 2000
Cited alongside, same era.
On the effect of treatment among would-be treatment compliers: An analysis of the multiple risk factor intervention trial
Follmann, D. A. (2000) · 2000
Cited alongside, same era.
Marginal structural models to estimate the causal effect of zidovudine on the survival of hiv-positive men
Hernán, M. Á., Brumback, B., and Robins, J. M. (2000) · 2000
Cited alongside, same era.
Assessing the effect of an influenza vaccine in an encouragement design
Hirano, K., Imbens, G. W., Rubin, D. B., and Zhou, X. H. (2000) · 2000
Cited alongside, same era.
Using heteroscedasticity consistent standard errors in the linear regression model
Long, J. S. and Ervin, L. H. (2000) · 2000
Cited alongside, same era.
Endovascular or open repair strategy for ruptured abdominal aortic aneurysm: 30 day outcomes from improve randomised trial
Investigators, I. T. et al. (2014) · 2014
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Do debit cards increase household spending? evidence from a semiparametric causal analysis of a survey
Mercatanti, A. and Li, F. (2014) · 2014
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External validity: From do-calculus to transportability across populations
Pearl, J. and Bareinboim, E. (2014) · 2014
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Comments on the Neyman–Fisher controversy and its consequences
Sabbaghi, A. and Rubin, D. B. (2014) · 2014
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The estimation of direct and indirect causal effects in the presence of misclassified binary mediator
Valeri, L. and Vanderweele, T. J. (2014) · 2014
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Ming, K. and Rosenbaum, P. R. (2000) · 2000
Cited alongside, same era.
Causality: Models, Reasoning and Inference
Pearl, J. (2000) · 2000
Cited alongside, same era.
Marginal structural models and causal inference in epidemiology
Robins, J. M., Hernan, M. A., and Brumback, B. (2000) · 2000
Cited alongside, same era.
Asymptotic Statistics
Van der Vaart, A. W. (2000) · 2000
Cited alongside, same era.
Identification and estimation of treatment effects with a regression-discontinuity design
Hahn, J., Todd, P., and Van der Klaauw, W. (2001) · 2001
Cited alongside, same era.
Estimation of causal effects using propensity score weighting: An application to data on right heart catheterization
Hirano, K. and Imbens, G. W. (2001) · 2001
Cited alongside, same era.
A note on optimal matching with variable controls using the assignment algorithm
Ming, K. and Rosenbaum, P. R. (2001) · 2001
Cited alongside, same era.
VanderWeele, T. J., Tchetgen Tchetgen, E. J., Cornelis, M., and Kraft, P. (2014) · 2014
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On regression adjustment for the propensity score
Vansteelandt, S. and Daniel, R. M. (2014) · 2014
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Structural nested models and G-estimation: the partially realized promise
Vansteelandt, S. and Joffe, M. (2014) · 2014
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Mendelian randomization with invalid instruments: effect estimation and bias detection through Egger regression
Bowden, J., Davey Smith, G., and Burgess, S. (2015) · 2015
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Randomization inference in the regression discontinuity design: An application to party advantages in the US Senate
Cattaneo, M. D., Frandsen, B. R., and Titiunik, R. (2015) · 2015
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Observational studies
Cochran, W. G. (2015) · 2015
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Causal inference from 2 K 2^{K} factorial designs by using potential outcomes
Dasgupta, T., Pillai, N. S., and Rubin, D. B. (2015) · 2015
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To adjust or not to adjust? Sensitivity analysis of M-bias and butterfly-bias
Ding, P. and Miratrix, L. W. (2015) · 2015
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Matching methods in practice: Three examples
Imbens, G. W. (2015) · 2015
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Causal Inference for Statistics, Social, and Biomedical Sciences: An Introduction
Imbens, G. W. and Rubin, D. B. (2015) · 2015
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Counterfactuals and Causal Inference
Morgan, S. L. and Winship, C. (2015) · 2015
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Variable-ratio matching with fine balance in a study of the Peer Health Exchange
Pimentel, S. D., Yoon, F., and Keele, L. (2015) · 2015
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Randomization inference for treatment effects on a binary outcome
Rigdon, J. and Hudgens, M. G. (2015) · 2015
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Two R packages for sensitivity analysis in observational studies
Rosenbaum, P. R. (2015) · 2015
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Doubly robust estimation of standardized risk difference and ratio in the exposed population
Shinozaki, T. and Matsuyama, Y. (2015) · 2015
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Introduction to Observational Studies and the Reprint of Cochran’s paper “Observational Studies” and Comments
Small, D. S. (2015) · 2015
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Assessing the sensitivity of methods for estimating principal causal effects
Stuart, E. A. and Jo, B. (2015) · 2015
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Explanation in Causal Inference: Methods for Mediation and Interaction
VanderWeele, T. J. (2015) · 2015
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Bias-reduced doubly robust estimation
Vermeulen, K. and Vansteelandt, S. (2015) · 2015
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Control function methods in applied econometrics
Wooldridge, J. M. (2015) · 2015
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Matching on the estimated propensity score
Abadie, A. and Imbens, G. W. (2016) · 2016
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Do cash transfers improve birth outcomes? evidence from matched vital statistics, program, and social security data
Amarante, V., Manacorda, M., Miguel, E., and Vigorito, A. (2016) · 2016
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Lasso adjustments of treatment effect estimates in randomized experiments
Bloniarz, A., Liu, H., Zhang, C. H., Sekhon, J., and Yu, B. (2016) · 2016
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Globally efficient non-parametric inference of average treatment effects by empirical balancing calibration weighting
Chan, K. C. G., Yam, S. C. P., and Zhang, Z. (2016) · 2016
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Iron deficiency and schooling attainment in peru
Chong, A., Cohen, I., Field, E., Nakasone, E., and Torero, M. (2016) · 2016
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A paradox from randomization-based causal inference (with discussion)
Ding, P. (2016) · 2016
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A potential tale of two by two tables from completely randomized experiments
Ding, P. and Dasgupta, T. (2016) · 2016
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Randomization inference for treatment effect variation
Ding, P., Feller, A., and Miratrix, L. (2016) · 2016
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Sensitivity analysis without assumptions
Ding, P. and VanderWeele, T. J. (2016) · 2016
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Sharp sensitivity bounds for mediation under unmeasured mediator-outcome confounding
Ding, P. and Vanderweele, T. J. (2016) · 2016
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A conditional randomization test to account for covariate imbalance in randomized experiments
Hennessy, J., Dasgupta, T., Miratrix, L., Pattanayak, C., and Sarkar, P. (2016) · 2016
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Principal causal effect identification and surrogate end point evaluation by multiple trials
Jiang, Z., Ding, P., and Geng, Z. (2016) · 2016
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Exact confidence intervals for the average causal effect on a binary outcome
Li, X. and Ding, P. (2016) · 2016
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Regression-discontinuity analysis: An alternative to the ex-post facto experiment (with discussion)
Thistlewaite, D. L. and Campbell, D. T. (2016) · 2016
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High-dimensional regression adjustments in randomized experiments
Wager, S., Du, W., Taylor, J., and Tibshirani, R. J. (2016) · 2016
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Should instrumental variables be used as matching variables?
Wooldridge, J. (2016) · 2016
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Using post-outcome measurement information in censoring-by-death problems
Yang, F. and Small, D. S. (2016) · 2016
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A randomization-based perspective on analysis of variance: a test statistic robust to treatment effect heterogeneity
Ding, P. and Dasgupta, T. (2017) · 2017
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Principal stratification analysis using principal scores
Ding, P. and Lu, J. (2017) · 2017
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General forms of finite population central limit theorems with applications to causal inference
Li, X. and Ding, P. (2017) · 2017
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An introduction to g methods
Naimi, A. I., Cole, S. R., and Kennedy, E. H. (2017) · 2017
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Bootstrap inference of matching estimators for average treatment effects
Otsu, T. and Rai, Y. (2017) · 2017
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Negative control exposure studies in the presence of measurement error: implications for attempted effect estimate calibration
Sanderson, E., Macdonald-Wallis, C., and Davey Smith, G. (2017) · 2017
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On interpreting the regression discontinuity design as a local experiment
Sekhon, J. S. and Titiunik, R. (2017) · 2017
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Sensitivity analysis in observational research: introducing the E-value
VanderWeele, T. J. and Ding, P. (2017) · 2017
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Mediation analysis with time varying exposures and mediators
VanderWeele, T. J. and Tchetgen Tchetgen, E. J. (2017) · 2017
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Improving the visualization, interpretation and analysis of two-sample summary data mendelian randomization via the radial plot and radial regression
Bowden, J., Spiller, W., Del Greco M, F., Sheehan, N., Thompson, J., Minelli, C., and Davey Smith, G. (2018) · 2018
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Double/debiased machine learning for treatment and structural parameters
Chernozhukov, V., Chetverikov, D., Demirer, M., Duflo, E., Hansen, C., Newey, W., and Robins, J. (2018) · 2018
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Causal inference: A missing data perspective
Ding, P. and Li, F. (2018) · 2018
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Principal ignorability in mediation analysis: through and beyond sequential ignorability
Forastiere, L., Mattei, A., and Ding, P. (2018) · 2018
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Simple least squares estimator for treatment effects using propensity score residuals
Lee, M.-J. (2018) · 2018
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Worth weighting? how to think about and use weights in survey experiments
Miratrix, L. W., Sekhon, J. S., Theodoridis, A. G., and Campos, L. F. (2018) · 2018
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Using standard tools from finite population sampling to improve causal inference for complex experiments
Mukerjee, R., Dasgupta, T., and Rubin, D. B. (2018) · 2018
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Does obesity shorten life? Or is it the soda? On non-manipulable causes
Pearl, J. (2018) · 2018
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The Book of Why: The New Science of Cause and Effect
Pearl, J. and Mackenzie, D. (2018) · 2018
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Sensitivity analysis for stratified comparisons in an observational study of the effect of smoking on homocysteine levels
Rosenbaum, P. R. (2018) · 2018
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Causal mediation analysis with observational data: considerations and illustration examining mechanisms linking neighborhood poverty to adolescent substance use
Rudolph, K. E., Goin, D. E., Paksarian, D., Crowder, R., Merikangas, K. R., and Stuart, E. A. (2018) · 2018
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Estimation and inference of heterogeneous treatment effects using random forests
Wager, S. and Athey, S. (2018) · 2018
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Decomposing treatment effect variation
Ding, P., Feller, A., and Miratrix, L. (2019) · 2019
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Probability: Theory and Examples
Durrett, R. (2019) · 2019
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Limitations and misinterpretations of E-values for sensitivity analyses of observational studies
Ioannidis, J. P. A., Tan, Y. J., and Blum, M. R. (2019) · 2019
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Metalearners for estimating heterogeneous treatment effects using machine learning
Künzel, S. R., Sekhon, J. S., Bickel, P. J., and Yu, B. (2019) · 2019
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Addressing extreme propensity scores via the overlap weights
Li, F., Thomas, L. E., and Li, F. (2019) · 2019
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Doubly robust estimation of the weighted average treatment effect for a target population
Tao, Y. and Fu, H. (2019) · 2019
Later among the works it cites.
Sampling-based versus design-based uncertainty in regression analysis
Abadie, A., Athey, S., Imbens, G. W., and Wooldridge, J. M. (2020) · 2020
Later among the works it cites.
Rural roads and local economic development
Asher, S. and Novosad, P. (2020) · 2020
Later among the works it cites.
When possible, report a fisher-exact p value and display its underlying null randomization distribution
Bind, M.-A. C. and Rubin, D. B. (2020) · 2020
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The environment and disease: association or causation? (with discussion)
Bradford Hill, A. (2020) · 2020
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Bayesian regression tree models for causal inference: regularization, confounding, and heterogeneous effects
Hahn, P. R., Murray, J. S., and Carvalho, C. M. (2020) · 2020
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Causal Inference: What If
Hernán, M. A. and Robins, J. M. (2020) · 2020
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Potential outcome and directed acyclic graph approaches to causality: Relevance for empirical practice in economics
Imbens, G. (2020) · 2020
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Measurement errors in the binary instrumental variable model
Jiang, Z. and Ding, P. (2020) · 2020
Later among the works it cites.
Rerandomization and regression adjustment
Li, X. and Ding, P. (2020) · 2020
Later among the works it cites.
Regression-adjusted average treatment effect estimates in stratified randomized experiments
Liu, H. and Yang, Y. (2020) · 2020
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Modern algorithms for matching in observational studies
Rosenbaum, P. R. (2020) · 2020
Later among the works it cites.
Robust estimation of propensity score weights via subclassification
Wang, L., Zhang, Y., Richardson, T. S., and Zhou, X.-H. (2020) · 2020
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Statistical inference in two-sample summary-data Mendelian randomization using robust adjusted profile score
Zhao, Q., Wang, J., Hemani, G., Bowden, J., and Small, D. (2020) · 2020
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Causal Inference: The Mixtape
Cunningham, S. (2021) · 2021
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Overlap in observational studies with high-dimensional covariates
D’Amour, A., Ding, P., Feller, A., Lei, L., and Sekhon, J. (2021) · 2021
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The Frisch–Waugh–Lovell theorem for standard errors
Ding, P. (2021) · 2021
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Identification of causal effects within principal strata using auxiliary variables
Jiang, Z. and Ding, P. (2021) · 2021
Later among the works it cites.
Regression adjustment in completely randomized experiments with a diverging number of covariates
Lei, L. and Ding, P. (2021) · 2021
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Leveraging the fisher randomization test using confidence distributions: Inference, combination and fusion learning
Luo, X., Dasgupta, T., Xie, M., and Liu, R. Y. (2021) · 2021
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Revisiting the g-null paradox
McGrath, S., Young, J. G., and Hernán, M. A. (2021) · 2021
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Revisiting regression adjustment in experiments with heterogeneous treatment effects
Negi, A. and Wooldridge, J. M. (2021) · 2021
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Clarifying causal mediation analysis for the applied researcher: Effect identification via three assumptions and five potential outcomes
Nguyen, T. Q., Schmid, I., Ogburn, E. L., and Stuart, E. A. (2021) · 2021
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Incorporating partial adherence into the principal stratification analysis framework
Sanders, E. Gustafson, P. and Karim, M. E. (2021) · 2021
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Empirical strategies in economics: Illuminating the path from cause to effect
Angrist, J. D. (2022) · 2022
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Fundamentals of Causal Inference: With R
Brumback, B. A. (2022) · 2022
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On the statistical role of inexact matching in observational studies
Guo, K. and Rothenhäusler, D. (2022) · 2022
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The effect: An introduction to research design and causality
Huntington-Klein, N. (2022) · 2022
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Multiply robust estimation of causal effects under principal ignorability
Jiang, Z., Yang, S., and Ding, P. (2022) · 2022
Later among the works it cites.
Assumption-lean inference for generalised linear model parameters (with discussion)
Vansteelandt, S. and Dukes, O. (2022) · 2022
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Rerandomization with diminishing covariate imbalance and diverging number of covariates
Wang, Y. and Li, X. (2022) · 2022
Later among the works it cites.
Zhang, M. and Ding, P. (2022) · 2022
Later among the works it cites.
The generalized Oaxaca–Blinder estimator
Guo, K. and Basse, G. (2023) · 2023
Closest in time.
Causal analysis: Impact evaluation and Causal Machine Learning with applications in R
Huber, M. (2023) · 2023
Closest in time.
Bayesian causal inference: a critical review
Li, F., Ding, P., and Mealli, F. (2023) · 2023
Closest in time.
Estimation based on nearest neighbor matching: from density ratio to average treatment effect
Lin, Z., Ding, P., and Han, F. (2023) · 2023
Closest in time.
Lu, S. and Ding, P. (2023) · 2023
Closest in time.
Propensity scores in the design of observational studies for causal effects
Rosenbaum, P. R. and Rubin, D. B. (2023) · 2023
Closest in time.
When is the estimated propensity score better? High-dimensional analysis and bias correction
Su, F., Mou, W., Ding, P., and Wainwright, M. (2023) · 2023
Closest in time.
A test for instrument validity
Kitagawa, T. (2015) · 2063
Closest in time.