Matthew J. Holland

Novel learning algorithms through off-sample generalization metric design 

Grant-in-Aid for Scientific Research (B), Japan Society for the Promotion of Science, Apr, 2022 - Mar, 2026

Machine learning with guarantees under diverse risk measures 

PRESTO (Fundamental Technologies for Trustworthy AI), JST, Oct, 2021 - Mar, 2026

Designing new learning algorithms via novel feedback generation mechanisms 

JNNS30 Commemorative Research Grant, Japanese Neural Network Society, Jan, 2022 - Dec, 2022

Learning with guarantees under more diverse notions of risk 

ACT-X (Frontier of Mathematics and Information Science), JST, Nov, 2020 - Mar, 2022

Robust and efficient learning algorithms through control of margin distributions 

Grant-in-Aid for Early-Career Scientists, Japan Society for Promotion of Science, Apr, 2019 - Mar, 2022

Stabilization and performance guarantees for machine learning methods via margin distribution control 

Research grant, Kayamori Foundation for Information Science Advancement, Jan, 2019 - Dec, 2020

Robust and efficient learning algorithms through control of margin distributions 

Grant-in-Aid for Research Activity start-up, Japan Society for the Promotion of Science, Aug, 2018 - Mar, 2019

Safe AI is efficient AI: improved generalization via robust learning algorithms 

ACT-I (Information and Future), Japan Science and Technology Agency, Oct, 2017 - Mar, 2019

Analysis of automated loss-selecting algorithms and their extension to time-series data 

Grant-in-Aid for JSPS Fellows, Japan Society for the Promotion of Science, Apr, 2016 - Dec, 2017