150 citations · 431 across the 41 of their papers we have counts for
9 papers · 1 filter
Poincare: Recommending Publication Venues via Treatment Effect Estimation
Ryoma Sato, Makoto Yamada, Hisashi Kashima
Choosing a publication venue for an academic paper is a crucial step in the research process. However, in many cases, decisions are based solely on the experience of researchers, w…
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…
Chemical Property Prediction Under Experimental Biases
Yang Liu, Hisashi Kashima
Predicting the chemical properties of compounds is crucial in discovering novel materials and drugs with specific desired characteristics. Recent significant advances in machine le…
CrowDEA: Multi-view Idea Prioritization with Crowds
Yukino Baba, Jiyi Li, Hisashi Kashima
Given a set of ideas collected from crowds with regard to an open-ended question, how can we organize and prioritize them in order to determine the preferred ones based on preferen…
Regret Minimization for Causal Inference on Large Treatment Space
Akira Tanimoto, Tomoya Sakai, Takashi Takenouchi +1
Predicting which action (treatment) will lead to a better outcome is a central task in decision support systems. To build a prediction model in real situations, learning from biase…
Fast Unbalanced Optimal Transport on a Tree
Ryoma Sato, Makoto Yamada, Hisashi Kashima
This study examines the time complexities of the unbalanced optimal transport problems from an algorithmic perspective for the first time. We reveal which problems in unbalanced op…