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PCMCI/PCMCI+ graph inference algorithms

Open kahaaga opened this issue 1 year ago • 0 comments

The PCMCI/PCMCI+ algorithms are state-of-the-art when it comes to detection causal graphs from data. They should be included in the library.

References

  • Runge, J., Nowack, P., Kretschmer, M., Flaxman, S., & Sejdinovic, D. (2019). Detecting and quantifying causal associations in large nonlinear time series datasets. Science advances, 5(11), eaau4996.
  • Runge, J. (2020, August). Discovering contemporaneous and lagged causal relations in autocorrelated nonlinear time series datasets. In Conference on Uncertainty in Artificial Intelligence (pp. 1388-1397). PMLR.

kahaaga avatar Apr 05 '23 10:04 kahaaga