EM Based Bounding of Unidentifiable Queries in Structural Causal Models.
Marco ZaffalonAlessandro AntonucciRafael CabañasPublished in: CoRR (2020)
Keyphrases
- causal models
- structural model
- causal discovery
- causal relationships
- query language
- conditional independence
- query processing
- tractable cases
- user queries
- causal inference
- causal relations
- web search engines
- structural equation models
- query evaluation
- causal structure
- database
- response time
- upper bound
- causal reasoning
- generative model
- maximum likelihood
- retrieval systems
- web search
- em algorithm
- dependency graphs
- decision making
- data sources
- probability distribution
- directed acyclic graph
- range queries
- expectation maximization
- data model
- information retrieval