The Institute of Scientific and Industrial Research, Osaka University

ISIR OSAKA UNIVERSITY

Division of Information and Quantum Sciences

Department of Reasoning for Intelligence

Staff

T.WASHIO
  • Prof.
    T.WASHIO
S.HARA
  • Assis. Prof.
    S.HARA

Content of research

Under the evolution of information & communication network and sensing technology, large scale data sets are now collected and accumulated in various scientific and social fields. However, because of our cognitive and psychological limit in the information processing capability, we are very poor at extracting useful knowledge from a huge amount of data. Our research focus is on exploring various methods of machine learning from fron large scale data using mathematical constraints and statistical search techniques.

Current Research Programs

  • 1. Machine Learning from Super High Dimensional Data
    2. Machine Learning\ Based on Discrete Convex Optimization
    3. Measurement Oriented Machine Learning
    4. Learning Causal Structure Based on Causal Process Invariance

Figure / Graph

離散凸最適化による最適センサ配置の学習
計測指向機械学習による高性能センシング

VIDEO INTRODUCTION