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
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