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cs.LG2020★ 2 cited
GraphITE: Estimating Individual Effects of Graph-structured Treatments
Shonosuke Harada, Hisashi Kashima
Outcome estimation of treatments for target individuals is an important foundation for decision making based on causal relations. Most existing outcome estimation methods deal with…
cs.LG2020
Counterfactual Propagation for Semi-Supervised Individual Treatment Effect Estimation
Shonosuke Harada, Hisashi Kashima
Individual treatment effect (ITE) represents the expected improvement in the outcome of taking a particular action to a particular target, and plays important roles in decision mak…