Yukawa, Masahiro
Faculty of Science and Technology Dept. Electronics and Electrical Engineering Professor
Graduate School of Science and Technology School of Engineering and Design Curriculum of Electronics and Electrical Engineering Professor
Research Overview
Our goal of research is to build a new mathematical paradigm of (online) algorithm that can be used in a wide range of field such as signal processing, machine learning, and data science. The central achievements so far include the developments of efficient online learning algorithms based on fixed-point approximation, convex analysis, and the theory of reproducing kernel. The efficacy of the proposed approaches has been shown in applications to acoustics, communications, and time-series data prediction.
Specialty
Signal Processing, Optimization, Communications, Machine Learning
Thesis Guide Qualification
Thesis Guide Qualification in the Graduate School of Science and Technology
Master/Doctor