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Report on "Identifiability of bivariate causal structures"

  • Demonstrated that eruption time of Old Faithful Geyser has a causal effect on the waiting time of the consecutive eruption using causal models LiNGAM and bi-variate Additive Noise Models (ANM) implemented in R.
  • Studied causal inference with emphasis placed on bi-variate structural equation models by following the book "Elements of Causal Inference" by Jonas Peters et al.
  • Old Faithful Geyser Data is available in base-R. The dataset can be accessed using data("faithful").