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[1] D. Rubin. Causal Inference Using Potential Outcomes , 2005 .
[2] Toniann Pitassi,et al. Fairness through Causal Awareness: Learning Causal Latent-Variable Models for Biased Data , 2018, FAT.
[3] C. Granger. Testing for causality: a personal viewpoint , 1980 .
[4] J. Pearl. Causal inference in statistics: An overview , 2009 .
[5] Michael Eichler,et al. On Granger causality and the effect of interventions in time series , 2009, Lifetime data analysis.
[6] Uri Shalit,et al. Estimating individual treatment effect: generalization bounds and algorithms , 2016, ICML.
[7] Yan Liu,et al. On Causality Inference in Time Series , 2012, AAAI Fall Symposium: Discovery Informatics.
[8] M. Eichler. Granger causality and path diagrams for multivariate time series , 2007 .
[9] Kerstin Vogler,et al. Longitudinal And Panel Data Analysis And Applications In The Social Sciences , 2016 .
[10] Bo Ning,et al. Bayesian Method for Causal Inference in Spatially-Correlated Multivariate Time Series , 2018, Bayesian Analysis.
[11] M. Montgomery,et al. Measuring living standards with proxy variables , 2011, Demography.
[12] Jana Šimáková,et al. Analysis of the Relationship between Oil and Gold Prices , 2011 .
[13] Bernhard Schölkopf,et al. A Generalized Representer Theorem , 2001, COLT/EuroCOLT.
[14] Thai‐Ha Le,et al. Oil and gold: correlation or causation? , 2011 .
[15] Kun Zhang,et al. Causal Discovery and Forecasting in Nonstationary Environments with State-Space Models , 2019, ICML.
[16] Bernhard Schölkopf,et al. Causal Inference on Time Series using Restricted Structural Equation Models , 2013, NIPS.
[17] J. Pearl. Causality: Models, Reasoning and Inference , 2000 .
[18] D. Horvitz,et al. A Generalization of Sampling Without Replacement from a Finite Universe , 1952 .
[19] Neil Shephard,et al. Time Series Experiments and Causal Estimands: Exact Randomization Tests and Trading , 2017, Journal of the American Statistical Association.
[20] Max Welling,et al. Causal Effect Inference with Deep Latent-Variable Models , 2017, NIPS 2017.
[21] Thomas B. Schön,et al. Inferring Heterogeneous Causal Effects in Presence of Spatial Confounding , 2019, ICML.
[22] Ruocheng Guo,et al. Linked Causal Variational Autoencoder for Inferring Paired Spillover Effects , 2018, CIKM.
[23] Mingzhou Ding,et al. Evaluating causal relations in neural systems: Granger causality, directed transfer function and statistical assessment of significance , 2001, Biological Cybernetics.
[24] S. Riegg,et al. Causal Inference and Omitted Variable Bias in Financial Aid Research: Assessing Solutions , 2008 .
[25] G. Wahba,et al. A Correspondence Between Bayesian Estimation on Stochastic Processes and Smoothing by Splines , 1970 .
[26] Michael Eichler,et al. A graphical approach for evaluating effective connectivity in neural systems , 2005, Philosophical Transactions of the Royal Society B: Biological Sciences.
[27] Ruocheng Guo,et al. A Survey of Learning Causality with Data , 2018, ACM Comput. Surv..
[28] Judea Pearl,et al. Causal Inference , 2010 .