Namgil Lee

Currently, I am an associate professor at the Department of Information Statistics at Kangwon National University. Previously I was a research scientist at the Cichocki Laboratory for Advanced Brain Signal Processing at RIKEN Brain Science Institute, Japan. My research interests lie in

  • Multivariate statistical models,

  • Tensor methods, and

  • Machine learning,

with applications to Drug discovery and Neuroimaging. Find more details and updated news in this homepage.

Affiliation

Associate Professor

Department of Information Statistics, Kangwon National University

Gangwondaehak-gil 1, Chuncheon, Gangwon 24341, Republic of Korea

E-mail: namgil.lee(at)kangwon.ac.kr

Tel: +82-33-250-8433

Fax: +82-33-259-5663

Chief Research Scientist

Bionsight

7 Teheran-ro-5gil, Seoul 06134, Republic of Korea

Research Interests

Multivariate Statistics

Probabilistic Graphical Models

Multivariate Time Series Models

Machine Learning

Learning Theory and Algorithms

  • Generalization, Imbalanced Data, Semi-supervised Learning, Data Augmentation

Machine Learning and Deep Learning Models

  • Nonlinear Regression and Classification, Generative Models

Tensor Methods

Tensor Networks / Tensorized Neural Networks

Applications: Large Scale Optimization, Tensor Completion, Recommender Systems, Tensor Regression

Drug Discovery

Drug-Target Network Analysis

Deep Learning for Drug Discovery

Neuroimaging

Functional Connectivity Analysis for FMRI / EEG