吳沛遠的個人資料 - Profile of Pei-Yuan Wu

吳沛遠 Pei-Yuan Wu

國立台灣大學電機工程學系
Assistant Professor, Department of Electrical Engineering, National Taiwan University

主要研究領域:

機器學習,主動辨識,估計理論,智慧製造

Major Research Areas:

machine learning, active authentication, estimation theory, smart manufacturing

研究領域摘要:

Research Summary:

1. Privacy Preserving Machine Learning:  We study the embedding of cryptography, such as homeomorphic encryption and garbled circuits, into machine learning algorithms, in order to reduce the risk of exposing confidential personal information.

2. Active Authentication: In collaboration with Princeton University and Iowa State University, we study how to continuously and unintrusively authenticate user's identity based on his/her behavior biometrics. (CBS news: https://www.cnet.com/news/one-way-to-make-passwords-obsolete-just-keep-typing/)

3. Kernel Methods: We study the cost-effectiveness and robustness issues in kernel-based machine learning.

4. Deep Learning Applications: Scene text recognition, image dehazing, pose estimation. 

Photo of Pei-Yuan Wu