Direct Estimation of Differences in Causal Graphs

© 2018 Curran Associates Inc..All rights reserved. We consider the problem of estimating the differences between two causal directed acyclic graph (DAG) models with a shared topological order given i.i.d. samples from each model. This is of interest for example in genomics, where changes in the stru...

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Bibliographic Details
Main Authors: Wang, Yuhao (Author), Squires, Chandler (Author), Belyaeva, Anastasiya (Author), Uhler, Caroline (Author)
Other Authors: Massachusetts Institute of Technology. Laboratory for Information and Decision Systems (Contributor), Massachusetts Institute of Technology. Institute for Data, Systems, and Society (Contributor)
Format: Article
Language:English
Published: 2021-11-08T19:35:13Z.
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