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References
Pearl, J. Causality: Models, Reasoning, and Inference. (Cambridge Univ. Press, Cambridge, UK, 2000).
Maathuis, M.H., Kalisch, M. & Bühlmann, P. Ann. Stat. 37, 3133–3164 (2009).
Hughes, T.R. et al. Cell 102, 109–126 (2000).
Tibshirani, R. J. Roy. Statist. Soc. Ser. B 58, 267–288 (1996).
Zou, H. & Hastie, T. J. Roy. Statist. Soc. Ser. B 67, 301–320 (2005).
Marbach, D., Schaffter, T., Mattiussi, C. & Floreano, D. J. Comp. Biol. 16 229–239 (2009).
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Maathuis, M., Colombo, D., Kalisch, M. et al. Predicting causal effects in large-scale systems from observational data. Nat Methods 7, 247–248 (2010). https://doi.org/10.1038/nmeth0410-247
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DOI: https://doi.org/10.1038/nmeth0410-247
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