85 citations · 253 across the 29 of their papers we have counts for
4 papers · 1 filter
Estimating causal structure using conditional DAG models
Chris J. Oates, Jim Q. Smith, Sach Mukherjee
This paper considers inference of causal structure in a class of graphical models called "conditional DAGs". These are directed acyclic graph (DAG) models with two kinds of variabl…
Causal network inference using biochemical kinetics
C. J. Oates, F. Dondelinger, N. Bayani +3
Network models are widely used as structural summaries of biochemical systems. Statistical estimation of networks is usually based on linear or discrete models. However, the dynami…
Exact Estimation of Multiple Directed Acyclic Graphs
Chris J. Oates, Jim Q. Smith, Sach Mukherjee +1
This paper considers the problem of estimating the structure of multiple related directed acyclic graph (DAG) models. Building on recent developments in exact estimation of DAGs us…
Joint Structure Learning of Multiple Non-Exchangeable Networks
Chris J. Oates, Sach Mukherjee
Several methods have recently been developed for joint structure learning of multiple (related) graphical models or networks. These methods treat individual networks as exchangeabl…