Examining Effect of Label Redundancy for Machine Learning using Crowdsourcing. - Ayame Shimizu; Kei Wakabayashi (iiWAS, 2021)

Effect of Label Redundancy in Crowdsourcing for Training Machine Learning Models. - Ayame Shimizu; Kei Wakabayashi (J. Data Intell., 2022)

Hybrid Crowd-AI Learning for Human-Interpretable Symbolic Rules in Image Classification. - Ayame Shimizu; Kei Wakabayashi; Masaki Matsubara; Hiroyoshi Ito; Atsuyuki Morishima (IIAI-AAI, 2023)