Ontology highlight
ABSTRACT:
SUBMITTER: Hill SM
PROVIDER: S-EPMC6986916 | biostudies-literature | 2019
REPOSITORIES: biostudies-literature
Hill Steven M SM Oates Chris J CJ Blythe Duncan A DA Mukherjee Sach S
Journal of machine learning research : JMLR 20190101
This paper frames causal structure estimation as a machine learning task. The idea is to treat indicators of causal relationships between variables as 'labels' and to exploit available data on the variables of interest to provide features for the labelling task. Background scientific knowledge or any available interventional data provide labels on some causal relationships and the remainder are treated as unlabelled. To illustrate the key ideas, we develop a distance-based approach (based on biv ...[more]