Name
Abstract | ||
|---|---|---|
For a given target node $T$ and a given depth $k \geq 1$, we propose an algorithm for discovering a local causal network around the target $T$ to depth $k$. In our algorithm, we find parents, children and some descendants (PCD) of nodes stepwise away from the target $T$ until all edges within the depth $k$ local network cannot be oriented further. Our algorithm extends the PCD-by-PCD algorithm for prediction with intervention presented in Yin et al. (2008). Our algorithm can construct a local network to depth $k$, has a more efficient stop rule and finds PCDs along some but not all paths starting from the target. |
Year | Venue | DocType |
|---|---|---|
2010 | NIPS Causality: Objectives and Assessment | Journal |
Volume | Citations | PageRank |
6 | 1 | 0.36 |
References | Authors | |
0 | 4 | |
Name | Order | Citations | PageRank |
|---|---|---|---|
| You Zhou | 1 | 21 | 3.79 |
| Changzhang Wang | 2 | 5 | 1.55 |
| Jianxin Yin | 3 | 21 | 2.43 |
| Zhi Geng | 4 | 54 | 10.36 |