Causal Discovery from Temporally Aggregated Time Series.
Mingming GongKun ZhangBernhard SchölkopfClark GlymourDacheng TaoPublished in: UAI (2017)
Keyphrases
- causal discovery
- causal models
- causal relationships
- discovery process
- causal structure
- bayesian networks
- directed acyclic graph
- dynamic time warping
- conditional independence
- markov blanket
- temporal information
- spatio temporal
- temporal order
- temporal sequences
- observational data
- causal relations
- topic models
- markov chain
- graphical models
- special case
- data mining
- data sets