Fetching the paper…
Reading the bibliography…
Treatment effects can be estimated from observational data as the difference in potential outcomes.
Estimating causal effects of treatments in randomized and nonrandomized studies
Rubin, D. B. (1974) · 1974
Earlier work this paper cites.
Inference and missing data
Rubin, D. B. (1976) · 1976
Earlier work this paper cites.
Linear systems analysis in pharmacokinetics
Cutler, D. J. (1978) · 1978
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.
A graphical approach to the identification and estimation of causal parameters in mortality studies with sustained exposure periods
Robins, J. (1987) · 1987
Earlier work this paper cites.
A limited memory algorithm for bound constrained optimization
Byrd, R. H., Lu, P., Nocedal, J., and Zhu, C. (1995) · 1995
Earlier work this paper cites.
Dose-response and trend analysis in epidemiology: alternatives to categorical analysis
Greenland, S. (1995) · 1995
Earlier work this paper cites.
Long short-term memory
Hochreiter, S. and Schmidhuber, J. (1997) · 1997
Earlier work this paper cites.
The causal effect of education on earnings
Card, D. (1999) · 1999
Earlier work this paper cites.
Marginal structural models and causal inference in epidemiology
Robins, J. M., Hernan, M. A., and Brumback, B. (2000) · 2000
Earlier work this paper cites.
Causal inference for complex longitudinal data: the continuous case
Gill, R. D. and Robins, J. M. (2001) · 2001
Earlier work this paper cites.
Mimic II: a massive temporal ICU patient database to support research in intelligent patient monitoring
Saeed, M., Lieu, C., Raber, G., and Mark, R. G. (2002) · 2002
Earlier work this paper cites.
Doubly robust estimation in missing data and causal inference models
Bang, H. and Robins, J. M. (2005) · 2005
Earlier work this paper cites.
Semiparametric inference in observational duration-response studies, with duration possibly right-censored
Johnson, B. A. and Tsiatis, A. A. (2005) · 2005
Earlier work this paper cites.
Renal replacement therapy in the intensive care unit
Pannu, N. and Gibney, R. N. (2005) · 2005
Earlier work this paper cites.
Semiparametric latent factor models
Seeger, M., Teh, Y.-W., and Jordan, M. (2005) · 2005
Earlier work this paper cites.
Applied biopharmaceutics & pharmacokinetics
Shargel, L., Andrew, B., and Wu-Pong, S. (2005) · 2005
Cited alongside, same era.
Physiological changes during hemodialysis in patients with intradialysis hypertension
Chou, K.-J., Lee, P.-T., Chen, C.-L., et al. (2006) · 2006
Cited alongside, same era.
Gaussian processes for machine learning
Rasmussen, C. E. and Williams, C. (2006) · 2006
Cited alongside, same era.
Effects of kindergarten retention on children’s social-emotional development: an application of propensity score method to multivariate, multilevel data
Hong, G. and Yu, B. (2008) · 2008
Cited alongside, same era.
Statistical modeling of causal effects in continuous time
Lok, J. J. (2008) · 2008
Cited alongside, same era.
Computationally efficient convolved multiple output gaussian processes
Álvarez, M. A. and Lawrence, N. D. (2009) · 2009
Counterfactual reasoning and learning systems: The example of computational advertising
Bottou, L., Peters, J., Quiñonero-Candela, J., et al. (2013) · 2013
Later among the works it cites.
Gaussian Processes for Big Data
Hensman, J., Fusi, N., and Lawrence, N. D. (2013) · 2013
Later among the works it cites.
Tensorflow: Large-scale machine learning on heterogeneous distributed systems
Abadi, M., Agarwal, A., Barham, P., et al. (2014) · 2014
Later among the works it cites.
A multivariate timeseries modeling approach to severity of illness assessment and forecasting in icu with sparse, heterogeneous clinical data
Ghassemi, M., Pimentel, M. A., Naumann, T., et al. (2015) · 2015
Later among the works it cites.
Scalable variational Gaussian process classification
Hensman, J. and Matthews, A. (2015) · 2015
Later among the works it cites.
Counterfactual estimation and optimization of click metrics in search engines: A case study
alphaXiv searches the wider corpus for related work and actual follow-ups.
alphaXiv is searching for related work…
Cited alongside, same era.
Causal inference in statistics: An overview
Pearl, J. et al. (2009) · 2009
Cited alongside, same era.
Variational model selection for sparse Gaussian process regression
Titsias, M. K. (2009) · 2009
Cited alongside, same era.
Linear mixed models for longitudinal data
Verbeke, G. and Molenberghs, G. (2009) · 2009
Cited alongside, same era.
The parametric g-formula to estimate the effect of highly active antiretroviral therapy on incident aids or death
Westreich, D., Cole, S. R., Young, J. G., et al. (2012) · 2009
Cited alongside, same era.
BART: Bayesian additive regression trees
Chipman, H. A., George, E. I., McCulloch, R. E., et al. (2010) · 2010
Cited alongside, same era.
Automatic control systems
Golnaraghi, F. and Kuo, B. (2010) · 2010
Cited alongside, same era.
Li, L., Chen, S., Kleban, J., and Gupta, A. (2015) · 2015
Later among the works it cites.
Directly modeling missing data in sequences with RNNs: Improved classification of clinical time series
Lipton, Z. C., Kale, D. C., and Wetzel, R. (2016) · 2016
Later among the works it cites.
Learning adaptive forecasting models from irregularly sampled multivariate clinical data
Liu, Z. and Hauskrecht, M. (2016) · 2016
Later among the works it cites.
Optimal individualized dosing strategies: A pharmacologic approach to developing dynamic treatment regimens for continuous-valued treatments
Rich, B., Moodie, E. E., and Stephens, D. A. (2016) · 2016
Later among the works it cites.
Recommendations as treatments: Debiasing learning and evaluation
Schnabel, T., Swaminathan, A., Singh, A., Chandak, N., and Joachims, T. (2016) · 2016
Later among the works it cites.
Integrative analysis using coupled latent variable models for individualizing prognoses
Schulam, P. and Saria, S. (2016) · 2016
Later among the works it cites.
Observational-interventional priors for dose-response learning
Silva, R. (2016) · 2016
Later among the works it cites.
Semiparametric regression and machine learning methods for estimating optimal dynamic treatment regimes
Tao, Y. (2016) · 2016
Later among the works it cites.
A Bayesian nonparametic approach for estimating individualized treatment-response curves
Xu, Y., Xu, Y., and Saria, S. (2016) · 2016
Later among the works it cites.
What-if reasoning with counterfactual Gaussian processes
Schulam, P. and Saria, S. (2017) · 2017
Closest in time.