Causal inference for empirical dynamical systems based on persistent homology.
Hiroaki BandoShizuo KajiTakaharu YaguchiPublished in: JSIAM Lett. (2022)
Keyphrases
- dynamical systems
- causal inference
- persistent homology
- additive noise
- topological features
- causal models
- discrete data
- state space
- fixed point
- abductive reasoning
- nonlinear dynamical systems
- nonmonotonic reasoning
- computational geometry
- rare events
- logic programs
- edge detection
- machine learning
- predictive state representations
- active learning