[J] Oral U (Union ) : Union
Sun. May 25, 2025 10:45 AM - 12:15 PM JSTSun. May 25, 2025 1:45 AM - 3:15 AM UTC
Exhibition Hall Special Setting (1) Exhibition Hall 7&8, Makuhari Messe
convener:Hiromichi Nagao(Earthquake Research Institute, The University of Tokyo), Yukihiro Takahashi(Department of Cosmosciences, Graduate School of Science, Hokkaido University), Yusuke Iida(Niigata University), Masuo Nakano(Japan Agency for Marine-Earth Science and Technology), Chairperson:Hiromichi Nagao(Earthquake Research Institute, The University of Tokyo), Yukihiro Takahashi(Department of Cosmosciences, Graduate School of Science, Hokkaido University), Yusuke Iida(Niigata University), Masaru Nakano(Japan Agency for Marine-Earth Science and Technology)
10:45 AM - 11:15 AM JST (1:45 AM - 2:15 AM UTC)
[U13-01] Machine Learning from Imperfect Supervision★Invited Papers *Masashi Sugiyama1 (1.RIKEN/The University of Tokyo)
Keywords: machine learning,weakly supervised learning,label-noise robust learning,transfer learning
In recent applications of machine learning, it is often challenging to collect high-quality labeled data. This talk will introduce weakly supervised learning methods, label-noise robust learning techniques, and transfer learning approaches that enable accurate learning even from incomplete labeled data.