Use of Directed Acyclic Graphs

نویسنده

  • Brian Sauer
چکیده

This supplement describes how counterfactual theory is used to define causal effects and the conditions in which observed data can be used to estimate counterfactual-based causal effects. Basic definitions and language used in causal graph theory are then presented. The graphical separation rules linking the causal assumptions encoded in a diagram to the statistical relations implied by the causal diagrams are then presented. The supplement concludes with a description of how Directed Acyclic Graphs (DAGs) can be used to select covariates for statistical adjustment, identify sources of bias, and support causal interpretation in comparative effectiveness studies. Supplement 2. Use of Directed Acyclic Graphs

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Directed cyclic graphs, conditional independence, and non-recursive linear structural equation models

Recursive linear structural equation models can be represented by directed acyclic graphs. When represented in this way, they satisfy the Markov Condition. Hence it is possible to use the graphical d-separation to determine what conditional independence relations are entailed by a given linear structural equation model. I prove in this paper that it is also possible to use the graphical d-separ...

متن کامل

Hierarchical alignment of weighted directed acyclic graphs

In some applications of matching, the structural or hierarchical properties of the two graphs being aligned must be maintained. The hierarchical properties are induced by the direction of the edges in the two directed graphs. These structural relationships defined by the hierarchy in the graphs act as a constraint on the alignment. In this paper, we formalize this problem as the weighted alignm...

متن کامل

Weighted hierarchical alignment of directed acyclic graph

In some applications of matching, the structural or hierarchical properties of the two graphs being aligned must be maintained. The hierarchical properties are induced by the direction of the edges in the two directed graphs. These structural relationships defined by the hierarchy in the graphs act as a constraint on the alignment. In this paper, we formalize the above problem as the weighted a...

متن کامل

Topological Labeling of Periodic Graphs

In this paper, we extend the de nition of topological labeling of nite directed acyclic graphs to in nite acyclic periodic graphs. Unlike nite acyclic graphs, we show that acyclic periodic graphs cannot be topologically labelled with integers in general. However, we show that these graphs can be labelled with rationals. We also give su cient conditions for the existence of an integral topologic...

متن کامل

Interval Propagation on Directed Acyclic Graphs Interval Propagation and Search on Directed Acyclic Graphs for Numerical Constraint Solving

The fundamentals of interval analysis on directed acyclic graphs (DAGs) for global optimization and constraint propagation have recently been proposed by Schichl and Neumaier [2005]. For representing numerical problems, the authors use DAGs whose nodes are subexpressions and whose directed edges are computational flows. Compared to tree-based representations [Benhamou et al. 1999], DAGs offer t...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2013