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...

Full description

Bibliographic Details
Main Authors: Wang, Yuhao, Squires, Chandler, Belyaeva, Anastasiya, Uhler, Caroline
Other Authors: Massachusetts Institute of Technology. Laboratory for Information and Decision Systems
Format: Article
Language:English
Published: 2021
Online Access:https://hdl.handle.net/1721.1/137798