Discovering Causal Structure with Reproducing-Kernel Hilbert Space ε-Machines.
Nicolas BroduJames P. CrutchfieldPublished in: CoRR (2020)
Keyphrases
- reproducing kernel hilbert space
- causal structure
- causal discovery
- causal relationships
- loss function
- kernel methods
- causal models
- experimental data
- kernel function
- special case
- euclidean space
- learning theory
- density estimation
- gaussian process
- data dependent
- real valued
- domain adaptation
- discovery process
- distance measure
- input space
- causal graph
- learning problems
- causal relations
- metric learning
- pairwise
- data analysis
- random variables
- feature space
- kernel matrix
- knowledge discovery
- domain specific
- linear model
- support vector