9 citations · 9 across the 3 of their papers we have counts for
3 papers
cs.LG2026
Learning Optimal Dynamic Matching via Graph Neural Networks
Genta Okada, Shunya Noda, Junpei Komiyama +1
Dynamic matching markets require decisions about whom to match and when: matching now yields value but removes participants who may create better future opportunities. We develop a…
econ.TH2021
Deviation-Based Learning: Training Recommender Systems Using Informed User Choice
Junpei Komiyama, Shunya Noda
This paper proposes a new approach to training recommender systems called deviation-based learning. The recommender and rational users have different knowledge. The recommender lea…
econ.TH2020★ 9 cited
On Statistical Discrimination as a Failure of Social Learning: A Multi-Armed Bandit Approach
Junpei Komiyama, Shunya Noda
We analyze statistical discrimination in hiring markets using a multi-armed bandit model. Myopic firms face workers arriving with heterogeneous observable characteristics. The asso…