Selected Publications

Towards Better Understanding of Training Certifiably Robust Models against Adversarial Examples
Author: Sungyoon Lee, Woojin Lee, Jinseong Park, Jaewook Lee*
Conference: NeurIPS 2021
Publisher: Neural Information Processing Systems
Abstract | pdf | Google Scholar| BibTeX
Parameter-free HE-friendly Logistic Regression
Author: Junyoung Byun, Woojin Lee, Jaewook Lee*
Conference: NeurIPS 2021
Publisher: Neural Information Processing Systems
Abstract | pdf | Google Scholar| BibTeX
Fair Clustering with Fair Correspondence Distribution
Author: Woojin Lee, Hyungjin Ko, Junyoung Byun, Taeho Yoon, Jaewook Lee*
Journal: Information Sciences, Vol.581, pp.155-178, December 2021
Publisher: Elsevier
Abstract | pdf | Google Scholar| BibTeX
Atomic cross-chain settlement model for central banks digital currency
Author: Yunyoung Lee, Bumho Son, Huisu Jang, Junyoung Byun, Taeho Yoon, Jaewook Lee*
Journal: Information Sciences, Vol.580, pp.838-856, November 2021
Publisher: Elsevier
Abstract | pdf | Google Scholar| BibTeX
Compact class-conditional domain invariant learning for multi-class domain adaptation
Author: Woojin Lee, Hoki Kim, and Jaewook Lee*
Journal: Pattern Recognition, Vol.112, April 2021
Publisher: Elsevier
Abstract | pdf | Google Scholar| BibTeX
Graph-based multi-factor asset pricing model
Author: Bumho Son, Jaewook Lee*
Journal: Finance Research Letters, April 2021
Publisher: Elsevier
Abstract | pdf | Google Scholar| BibTeX
Understanding Catastrophic Overfitting in Single-step Adversarial Training
Author: Hoki Kim, Woojin Lee, and Jaewook Lee*
Conference: AAAI 2021, Jan 2021
Publisher: Association for the Advancement of Artificial Intelligence.
Abstract | pdf | Google Scholar| BibTeX
Lipschitz-Certifiable Training with a Tight Outer Bound
Author: Sungyoon Lee, Jaewook Lee, and Saerom Park*
Conference: Neural Information Processing Systems 33, Dec 2020
Publisher: NeurIPS.
Abstract | pdf | Google Scholar| BibTeX
Do FOMC and macroeconomic announcements affect Bitcoin prices?
Author: Sujin Pyo and Jaewook Lee*
Journal: Finance Research Letters, Vol. 37, pp. 101386, November 2020
Publisher: Elsevier
Abstract | pdf | BibTeX | Google Scholar
Stability Analysis of Denoising Autoencoders Based on Dynamical Projection System
Author: Saerom Park and Jaewook Lee*
Journal: IEEE Transactions on Knowledge and Data Engineering, July 2020
Publisher: IEEE
Abstract | pdf | BibTeX | Google Scholar | Electronic Edition
Semi-supervised distributed representations of documents for sentiment analysis
Author:Park Saerom, Jaewook Lee, and Kyoungok Kim*
Journal: Neural Networks, Vol. 119, pp. 139-150, November 2019
Publisher: Elsevier Science INC
Abstract | pdf | BibTeX | Google Scholar
Generative Bayesian neural network model for risk-neutral pricing of American index options
Author:Jang, Huisu, and Jaewook Lee*
Journal: Quantitative Finance, published online, Vol. 19-(4), pp. 587-603, April 2019
Abstract | pdf | BibTeX | Google Scholar
Exploiting the low-risk anomaly using machine learning to enhance the Black–Litterman framework: Evidence from South Korea
Author: Sujin Pyo and Jaewook Lee*
Journal: Pacific-Basin Finance Journal, Vol. 51, pp. 1-12, October, 2018
Publisher: Elsevier
Abstract | pdf | BibTeX | Google Scholar
An empirical study on modeling and prediction of bitcoin prices with bayesian neural networks based on blockchain information
Author: Jang, Huisu, and Jaewook Lee*
Journal: IEEE Access 6, February 2018: 5427-5437
Publisher: IEEE
Abstract | pdf | BibTeX | Google Scholar
Active learning using transductive sparse Bayesian regression
Author: Youngdoo Son and Jaewook Lee*
Journal: Information Science, Vol.374, pp.240-254, December 2016
Publisher: Elsevier Science INC
Abstract | pdf | BibTeX | Google Scholar | Electronic Edition
Self-correcting ensemble using a latent consensus model
Author: Namhyoung Kim, Youngdoo Son, Youngjo Lee and Jaewook Lee*
Journal: Applied Soft Computing, Vol. 47-(10), pp. 262-270, October 2016
Publisher: Elsevier Science INC.
Abstract | pdf | BibTeX | Google Scholar | Electronic Edition
Voronoi Cell-Based Clustering Using a Kernel Support
Author: Kyoungok Kim, Youngdoo, and Jaewook Lee*
Journal: IEEE Trans. on Knowledge and Data Engineering, Vol. 27-(4),pp. 1146-1156, April 2015
Publisher: IEEE Computer SOC
Abstract | pdf | BibTeX | Google Scholar | Electronic Edition
Nonlinear Dynamic Projection for Noise Reduction of Dispersed Manifolds
Author:Kyoungok Kim and Jaewook Lee*
Journal: IEEE Trans. on Pattern Analysis and Machine Intelligence, Vol. 36-(11), pp. 2303-2309, Novemver, 2014
Publisher: IEEE Computer SOC
Abstract | pdf | BibTeX | Google Scholar | Electronic Edition
Sentiment visualization and classification via semi-supervised nonlinear dimensionality reduction
Author: Kyoungok Kim and Jaewook Lee*
Journal: Pattern Recognition, Vol.47, No.2, pp.758-768, February, 2014
Publisher: Pergamon-Elsevier Science Ltd.
Abstract | pdf | BibTeX | Google Scholar | Electronic Edition
Do affine jump-diffusion models require global calibration? Empirical studies from option markets
Author: Kyoungok Kim and Jaewook Lee*
Journal: Quantitative Finance, Vol. 14, No.1, pp. 111-123, January 2014
Abstract | pdf | BibTeX | Google Scholar | Electronic Edition
Probabilistic generative ranking method based on multi-support vector domain description
Author: Kyu-Hwan Jung and Jaewook Lee*
Journal: Information Science, Vol.247, pp.144-153, October, 2013
Publisher: Elsevier Science INC
Abstract | pdf | BibTeXGoogle Scholar | Electronic Edition 
No-arbitrage implied volatility functions: Empirical evidence from KOSPI 200 index options
Author: Kyu-Hwan Jung, Namhyoung Kim and Jaewook Lee*
Journal: Pattern Recognition, Vol.44, No.8, pp.1698-1707, August, 2011
Publisher: Elsevier
Abstract | pdf | BibTeXGoogle Scholar
Dynamic Dissimilarity Measure for Support-Based Clustering
Author: Daewon Lee and Jaewook Lee*
Journal: IEEE Trans. on Knowledge and Data Engineering, Vol. 22, No. 6, pp.900-905, June 2010
Publisher: IEEE-Inst Electrical Electronics Engineers Inc
Abstract | pdf | BibTeX | Google Scholar
Fast support-based clustering method for large-scale problems
Author:Kyu-Hwan Jung, Daewon Lee and Jaewook Lee*,
Journal: Pattern Recognition, Vol. 43, pp.1975-1983, May 2010
Publisher: Pergamon-Elsevier Science Ltd
Abstract | pdf | BibTeX | Google Scholar
Improving memory-based collaborative filtering via similarity updating and prediction modulation
Author
: Buhwan Jeong , Jaewook Lee *, Hyunbo Cho
Journal: Information Sciences, Vol. 180, pp.602?612, March 2010
Publisher: Pergamon-Elsevier Science Ltd
Abstract | pdf | BibTeX | Google Scholar
Constructing Sparse Kernel Machines Using Attractors
Author: Daewon Lee, Kyu-Hwan Jung, and Jaewook Lee*
Journal: IEEE Trans. on Neural Networks, Vol. 20, No.4, pp. 721-729, April 2009
Publisher : Institute of Electrical and Electronics Engineers
Abstract | pdf | BibTeX | Google Scholar
Clustering Based on Gaussian Processes
Author : Hyun-Chul Kim and Jaewook Lee*
Journal : Neural Computation, Vol. 19(11), pp. 3088-3107, November 2007
Publisher : Elsevier
Abstract | pdf | BibTeX |Google Scholar
Equilibrium-Based Support Vector Machine for Semi-Supervised Classification
Author: Dae-Won Lee, Jaewook Lee*
Journal: IEEE Trans. on Neural Networks, Vol. 18, No. 2, pp. 578-583, March 2007.
Publisher : Institute of Electrical and Electronics Engineers
Abstract | pdf | BibTeX | Google Scholar
Domain described support vector classifier for multi-classification problems
Author: Dae-Won Lee, Jaewook Lee*
Journal: Pattern Recognition, Vol. 40, pp. 41-51, Feb. 2007.
Publisher : Elsevier
Abstract | pdf | BibTeX | Google Scholar
Dynamic Characterization of Cluster Structures for Robust and Inductive Support Vector Clustering
Author: Jaewook Lee*, Dae-Won Lee
Journal: IEEE Trans. on Pattern Analysis and Machine Intelligence, Vol. 28-(11), pp. 1869-1874, Nov. 2006.
Publisher : IEEE Computer SOC
Abstract | pdf | BibTeX | Google Scholar
An Improved Cluster Labeling Method for Support Vector Clustering
Author: Jaewook Lee* and Dae-Won Lee
Journal: IEEE Trans. on Pattern Analysis and Machine Intelligence, Vol. 27-(3), pp. 461- 464, March 2005
Publisher : IEEE Computer SOC
Abstract | pdf | BibTeX | Google Scholar
A Novel Three-phase Trajectory Informed Search Methodology For Global Optimization
Author: Jaewook Lee*
Journal: Journal of Global Optimization, Vol. 38 (1), pp. 61-77, May 2007
Publisher : Springer
Abstract | pdf | BibTeX | Google Scholar
Frequency Insertion Strategy for Channel Assignment Problem
Author: Won-young Shin, Soo Y. Chang, Jaewook Lee and Chi-Hyuck Jun*
Journal: International Journal Of Production Research, Vol. 43-(17), pp. 3619-3632, September 2005
Publisher : Springer
Abstract | pdf | BibTeX | Google Scholar
Joint Economic Production Allocation and Ordering Policies in A Supply Chain Consisting of Multiple Plants and A Single Retailer
Author: Taebok Kim, Yushin Hong*, and Jaewook Lee
Journal: International Journal Of Production Research, Vol. 43-(17), pp. 3619-3632, September 2005
Publisher : Taylor&Francis
Abstract | pdf | BibTeX | Google Scholar
Efficient Optimization of Process Parameters in Shadow Mask Manufacturing using Genetic Algorithm
Author: Buhwan Jeong, Jaewook Lee , and Hyunbo Cho*
Journal: International Journal Of Production Research, Vol. 43-(15), pp. 3209-3230, August 2005
Publisher : Taylor&Francis
Abstract | pdf | BibTeX | Google Scholar
Pseudo-Basin of Attraction for Combinatorial Dynamical Systems: Theory and Its Application to Combinatorial Optimization
Author: Jaewook Lee*
Journal: IEEE Trans. on Circuits and Systems- Part II, Vol. 52-(4), pp. 189-193, April 2005
Publisher : IEEE
Abstract | pdf | BibTeX | Google Scholar
A Dynamical Trajectory-Based Methodology for Systematically Computing Multiple Optimal Solutions of General Nonlinear Programming Problems
Author: Jaewook Lee* and Hsiao-Dong Chiang
Journal: IEEE Trans. on Automatic Control, Vol. 49-(6), pp. 888 – 899, June 2004
Publisher : IEEE
Abstract | pdf | BibTeX | Google Scholar
A Singular Fixed-Point Homotopy Method to Locate the Closest Unstable Equilibrium Point for Transient Stability Region Estimate
Author: Jaewook Lee* and Hsiao-Dong Chiang
Journal: IEEE Trans. on Circuits and Systems- Part II, Vol. 51-(4), pp. 185-189, April 2004
Publisher : IEEE
Abstract | pdf | BibTeX | Google Scholar
An Optimization-Driven Framework for the Computation of the Controlling UEP in Transient Stability Analysis
Author: Jaewook Lee*
Journal: IEEE Trans. on Automatic Control, Vol. 49-(1), pp. 115- 119 , January 2004
Publisher : IEEE
Abstract | pdf | BibTeX | Google Scholar
Attractor-Based Trust-Region Algorithm for Efficient Training of Multilayer Perceptrons
Author: Jaewook Lee*
Journal: Electronics Letters, Vol. 39-(9), pp. 71-72, 1 May 2003
Publisher : IEEE
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Dynamic Gradient Approaches to Compute the Closest Unstable Equilibrium Point for Stability Region Estimate And Their Computational Limitations
Author: Jaewook Lee*
Journal: IEEE Trans. on Automatic Control, Vol. 48-(2), pp. 321- 324, February 2003
Publisher : IEEE
Abstract | pdf | BibTeX | Google Scholar
Theory of Stability Regions of A Class of Non-Hyperbolic Dynamical Systems And Its Applications to Constraint Satisfaction Problems
Author: Jaewook Lee* and Hsiao-Dong Chiang
Journal : IEEE Trans. on Circuits and Systems- Part I, Vol. 49-(2), pp. 196-209, February 2002
Publisher : IEEE
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Convergent Regions of Newton Homotopy Method for Nonlinear Systems: Theory and Computational Applications
Author: Jaewook Lee* and Hsiao-Dong Chiang
Journal: IEEE Trans. on Circuits and Systems- Part I, Vol. 48-(1), pp. 51-66, January 2001
Publisher : IEEE
Abstract | pdf | BibTeX | Google Scholar
Constructive Homotopy Methods for Finding all or Multiple DC operating points of Noninear Circuits and Systems
Author: Jaewook Lee* and Hsiao-Dong Chiang
Journal: IEEE Trans. on Circuits and Systems- Part I, Vol. 48-(1), pp. 35-50, January 2001
Publisher : IEEE
Abstract | pdf | BibTeX | Google Scholar