Namgil Lee

Publication Activity (10 Years)

Years Active: 2008-2021
Publications (10 Years): 13

Top Topics

Tensor Decomposition

Dimensionality Reduction

Top Venues

SIAM J. Matrix Anal. Appl.

Found. Trends Mach. Learn.

Publications

Namgil Lee, Heejung Yang, Hojin Yoo
score in binary classification with imbalanced data. CoRR (2021)
Namgil Lee
Block Tensor Train Decomposition for Missing Value Imputation. APSIPA (2018)
Namgil Lee, Andrzej Cichocki
Fundamental tensor operations for large-scale data analysis using tensor network formats. Multidimens. Syst. Signal Process. 29 (3) (2018)
Tatsuya Yokota, Namgil Lee, Andrzej Cichocki
Robust Multilinear Tensor Rank Estimation Using Higher Order Singular Value Decomposition and Information Criteria. IEEE Trans. Signal Process. 65 (5) (2017)
Andrzej Cichocki, Anh Huy Phan, Qibin Zhao, Namgil Lee, Ivan V. Oseledets, Masashi Sugiyama, Danilo P. Mandic
Tensor Networks for Dimensionality Reduction and Large-scale Optimization: Part 2 Applications and Future Perspectives. Found. Trends Mach. Learn. 9 (6) (2017)
Andrzej Cichocki, Anh Huy Phan, Qibin Zhao, Namgil Lee, Ivan V. Oseledets, Masashi Sugiyama, Danilo P. Mandic
Tensor Networks for Dimensionality Reduction and Large-Scale Optimizations. Part 2 Applications and Future Perspectives. CoRR (2017)
Namgil Lee, Hyemi Choi, Sung-Ho Kim
Bayes shrinkage estimation for high-dimensional VAR models with scale mixture of normal distributions for noise. Comput. Stat. Data Anal. 101 (2016)
Andrzej Cichocki, Namgil Lee, Ivan V. Oseledets, Anh Huy Phan, Qibin Zhao, Danilo P. Mandic
Low-Rank Tensor Networks for Dimensionality Reduction and Large-Scale Optimization Problems: Perspectives and Challenges PART 1. CoRR (2016)
Andrzej Cichocki, Namgil Lee, Ivan V. Oseledets, Anh Huy Phan, Qibin Zhao, Danilo P. Mandic
Tensor Networks for Dimensionality Reduction and Large-scale Optimization: Part 1 Low-Rank Tensor Decompositions. Found. Trends Mach. Learn. 9 (4-5) (2016)
Namgil Lee, Andrzej Cichocki
Regularized Computation of Approximate Pseudoinverse of Large Matrices Using Low-Rank Tensor Train Decompositions. SIAM J. Matrix Anal. Appl. 37 (2) (2016)
Namgil Lee, Anh Huy Phan, Fengyu Cong, Andrzej Cichocki
Nonnegative Tensor Train Decompositions for Multi-domain Feature Extraction and Clustering. ICONIP (3) (2016)
Namgil Lee, Andrzej Cichocki
Estimating a Few Extreme Singular Values and Vectors for Large-Scale Matrices in Tensor Train Format. SIAM J. Matrix Anal. Appl. 36 (3) (2015)
Namgil Lee, Andrzej Cichocki
Regularized Computation of Approximate Pseudoinverse of Matrices Using Low-Rank Tensor Train Decompositions. CoRR (2015)
Namgil Lee, Andrzej Cichocki
Fundamental Tensor Operations for Large-Scale Data Analysis in Tensor Train Formats. CoRR (2014)
Namgil Lee, Andrzej Cichocki
Big Data Matrix Singular Value Decomposition Based on Low-Rank Tensor Train Decomposition. ISNN (2014)
Namgil Lee, Andrzej Cichocki
Very Large-Scale Singular Value Decomposition Using Tensor Train Networks. CoRR (2014)
Fayyaz Ahmad, Namgil Lee, Eunwoo Kim, Sung-Ho Kim, Hyun Wook Park
A shrinkage method for causal network detection of brain regions. Int. J. Imaging Syst. Technol. 23 (2) (2013)
Namgil Lee, Jong-Min Kim
Conversion of categorical variables into numerical variables via Bayesian network classifiers for binary classifications. Comput. Stat. Data Anal. 54 (5) (2010)
Jeonghwan Lee, Gilsang Yoon, Namgil Lee, Sangjin Ryoo, Cheolwoo You, Intae Hwang
Performance Analysis of the D-STTD Communication System with AMC Scheme. Int. J. Commun. Netw. Syst. Sci. 2 (5) (2009)
Byounggi Kim, Namgil Lee, Sangjin Ryoo
An Improved Power Estimation for Mobile Satellite Communication Systems. Int. J. Commun. Netw. Syst. Sci. 2 (3) (2009)
Namgil Lee, Intae Hwang, Seong-Hwan Kim, Cheol-Hun Na, Sangjin Ryoo
Power Control Schemes for Land Mobile Satellite Communication Systems. J. Inform. and Commun. Convergence Engineering 7 (1) (2009)
Imhoi Koo, Namgil Lee, Rhee Man Kil
Parameterized cross-validation for nonlinear regression models. Neurocomputing 71 (16-18) (2008)