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Leveraging Relational Representations for Causal Discovery
causality relational learning social network analysis
2014/12/18
This thesis represents a synthesis of relational learning and causal discovery, two subjects at the frontier of machine learning research. Relational learning investigates algorithms for constructing ...
Causal Discovery for Relational Domains: Representation, Reasoning, and Learning
causal discovery relational data machine learning graphical models
2014/12/18
Many domains are currently experiencing the growing trend to record and analyze massive, observational data sets with increasing complexity. A commonly made claim is that these data sets hold potentia...