3 papers
stat.ML2025
LILI clustering algorithm: Limit Inferior Leaf Interval Integrated into Causal Forest for Causal Interference
Yiran Dong, Di Fan, Chuanhou Gao
Causal forest methods are powerful tools in causal inference. Similar to traditional random forest in machine learning, causal forest independently considers each causal tree. Howe…
cs.LG2025
Disentangled Graph Autoencoder for Treatment Effect Estimation
Di Fan, Renlei Jiang, Yunhao Wen +1
Treatment effect estimation from observational data has attracted significant attention across various research fields. However, many widely used methods rely on the unconfoundedne…
cs.LG2024
Learning Network Representations with Disentangled Graph Auto-Encoder
Di Fan, Chuanhou Gao
The (variational) graph auto-encoder is widely used to learn representations for graph-structured data. However, the formation of real-world graphs is a complicated and heterogeneo…