Heterogeneous treatment effect estimation with subpopulation identification for personalized medicine in opioid use disorder

no code implementations • 30 Jan 2024 • Seungyeon Lee, Ruoqi Liu, wenyu song, Ping Zhang

Deep learning models have demonstrated promising results in estimating treatment effects (TEE).

SubgroupTE: Advancing Treatment Effect Estimation with Subgroup Identification

1 code implementation • 22 Jan 2024 • Seungyeon Lee, Ruoqi Liu, wenyu song, Lang Li, Ping Zhang

Precise estimation of treatment effects is crucial for evaluating intervention effectiveness.

counterfactual

EchoEA: Echo Information between Entities and Relations for Entity Alignment

1 code implementation • 7 Jul 2021 • Xueyuan Lin, Haihong E, wenyu song, Haoran Luo

Furthermore, we propose attribute-combined bi-directional global-filtered strategy (ABGS) to improve bootstrapping, reduce false samples and generate high-quality training data.

Attribute Entity Alignment +2

RTFE: A Recursive Temporal Fact Embedding Framework for Temporal Knowledge Graph Completion

no code implementations • NAACL 2021 • Youri Xu, E Haihong, Meina Song, wenyu song, Xiaodong Lv, wang haotian, yang jinrui

Since RTFE learns each timestamp recursively, it can naturally transit to future timestamps.

Graph Embedding Temporal Knowledge Graph Completion