Causal Fourier Analysis on Directed Acyclic Graphs and Posets.
Bastian SeifertChris WendlerMarkus PüschelPublished in: CoRR (2022)
Keyphrases
- directed acyclic graph
- fourier analysis
- causal models
- causal reasoning
- frequency domain
- fourier transform
- causal discovery
- non stationary
- equivalence class
- spherical harmonics
- conditional independence
- observational data
- random variables
- causal bayesian networks
- directed graph
- causal structure
- structural learning
- independence relations
- equivalence classes
- causal relationships
- shape representation
- bayesian networks
- shape analysis
- probabilistic model
- markov property