Embedded Files
Trustworthy artificial intelligence
Trustworthy artificial intelligence
AI Safety and Robustness
AI Safety and Robustness
Towards undetectable adversarial attack on time series classification
H. Kim, Y. Lee, W. Lee, J. Lee*
Information Sciences, 122216, 2025
Are Self-Attentions Effective for Time Series Forecasting?
D. Kim, J. Park, J. Lee, H. Kim
NeurIPS, 2024
Sliced Wasserstein adversarial training for improving adversarial robustness
W. Lee, S. Lee, H. Kim, J. Lee*
Journal of Ambient Intelligence and Humanized Computing 15(8), 3229-3242, 2024
H. Kim, S. Lee, J. Lee*, W. Lee, Y. Son
Engineering Applications of AI 130, 107980, 2024
Fantastic Robustness Measures: The Secrets of Robust Generalization
H. Kim, J. Park, Y. Choi, J. Lee*
NeurIPS, 2023
H. Kim, W. Lee, S. Lee, J. Lee*
Neural Networks, 2023
Implicit Jacobian regularization weighted with impurity of probability output
S. Lee, J. Park, J. Lee*
ICML, 2023
Fast sharpness-aware training for periodic time series classification and forecasting
J. Park, H. Kim, Y. Choi, W. Lee, J. Lee*
Applied Soft Computing 144, 110467, 2023
Generating Transferable Adversarial Examples for Speech Classification
H. Kim, J. Park, J. Lee*
Pattern Recognition 137, 109286, 2023
Variational cycle-consistent imputation adversarial networks for general missing patterns
W. Lee, S. Lee, J. Byun, H. Kim, J. Lee*
Pattern Recognition 129, 108720, 2022
GradDiv: Adversarial Robustness of Randomized Neural Networks via Gradient Diversity Regularization
S. Lee, W. Lee, J. Lee*
IEEE TPAMI 45 (2), 2645-2651, 2022
Towards Better Understanding of Training Certifiably Robust Models against Adversarial Examples
S. Lee, W. Lee, J. Lee*
NeurIPS, 2021
Understanding Catastrophic Overfitting in Single-step Adversarial Training
H. Kim, W. Lee, J. Lee*
AAAI, 2021
Lipschitz-Certifiable Training with a Tight Outer Bound
S. Lee, J. Lee, S. Park*
NeurIPS, 2020
Privacy-preserving AI and Fairness
Privacy-preserving AI and Fairness
Improving the utility of differentially private clustering through dynamical processing
J. Byun, Y. Choi, J. Lee*
Pattern Recognition 157, 110890, 2025
Privacy-preserving inference resistant to model extraction attacks
J. Byun, Y. Choi, J. Lee*, S. Park
Expert Systems with Applications 256, 124830, 2024
Fair sampling in diffusion models through switching mechanism
Y. Choi, J. Park, H. Kim, J. Lee*, S. Park
AAAI 38(20), 21995–22005, 2024
J. Park, Y. Choi, J. Lee*
CVPR, 2024
Efficient differentially private kernel support vector classifier for multi-class classification
J. Park, Y. Choi, J. Byun, J. Lee, S. Park*
Information Sciences 619, 889-907, 2023
Fast and Differentially Private Fair Clustering
J. Byun, W. Lee, J. Lee*
IJCAI, 2023
Differentially Private Sharpness-Aware Training
J. Park, H. Kim, Y. Choi, J. Lee*
ICML, 2023
Efficient homomorphic encryption framework for privacy-preserving regression
J. Byun, S. Park, J. Lee*
Applied Intelligence 53 (9), 10114-10129, 2022
Parameter-free HE-friendly Logistic Regression
J. Byun, W. Lee, J. Lee*
NeurIPS, 2021
Fair Clustering with Fair Correspondence Distribution
W. Lee, H. Ko, J. Byun, T. Yoon, J. Lee*
Information Sciences 581, 155-178, 2021
Stable Machine Learning
Stable Machine Learning
Stability Analysis of Denoising Autoencoders Based on Dynamical Projection System
S. Park, J. Lee*
IEEE Transactions on Knowledge and Data Engineering, 33 (8), 3155-3159, 2021
W. Lee, H. Kim, J. Lee*
Pattern Recognition, Vol. 112, 107763, 2021
S. Park, J. Lee, K. Kim*
Neural Networks, Vol. 119, pp. 139–150, 2019
Y. Son, J. Lee*
Information Sciences, Vol. 374, pp. 240–254, 2016
N. Kim, Y. Youngdoo, Y. Lee, J. Lee*
Applied Soft Computing, Vol. 47(10), pp. 262–270, 2016
K. Kim, Y. Youngdoo, J. Lee*
IEEE Transactions on Knowledge and Data Engineering, Vol. 27(4), pp. 1146–1156, 2015
K. Kim, J. Lee*
IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 36(11), pp. 2303–2309, 2014
K. Kim, J. Lee*
Pattern Recognition, Vol. 47(2), pp. 758–768, 2014
K. Jung, J. Lee*
Information Sciences, Vol. 247, pp. 144–153, 2013
K. Jung, N. Kim, J. Lee*
Pattern Recognition, Vol. 44(8), pp. 1698–1707, 2011
D. Lee, J. Lee*
IEEE Transactions on Knowledge and Data Engineering, Vol. 22(6), pp. 900–905, 2010
K. Jung, D. Lee, J. Lee*
Pattern Recognition, Vol. 43, pp. 1975–1983, 2010
B. Jeong, J. Lee*, H. Cho
Information Sciences, Vol. 180, pp. 602–612, 2010
D. Lee, K. Jung, J. Lee*
IEEE Transactions on Neural Networks, Vol. 20(4), pp. 721–729, 2009
H. Kim, J. Lee*
Neural Computation, Vol. 19(11), pp. 3088–3107, 2007
D. Lee, J. Lee*
IEEE Transactions on Neural Networks, Vol. 18(2), pp. 578–583, 2007
D. Lee, J. Lee*
Pattern Recognition, Vol. 40, pp. 41–51, 2007
J. Lee*, D. Lee
IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 28(11), pp. 1869–1874, 2006
J. Lee*, D. Lee
IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 27(3), pp. 461–464, 2005
Foundations : Stability Analysis and Global Optimization
Foundations : Stability Analysis and Global Optimization
D.-W. Lee*, J. Lee, Y.-G. Yoon
Computer Physics Communications, Vol. 177, p. 218, 2007
J. Lee*
Journal of Global Optimization, Vol. 38(1), pp. 61–77, 2007
W.-Y. Shin, S. Y. Chang, J. Lee, C.-H. Jun*
Wireless Networks, Vol. 12(1), pp. 45–52, 2006
T. Kim, Y. Hong*, J. Lee
International Journal of Production Research, Vol. 43(17), pp. 3619–3632, 2005
B. Jeong, J. Lee, H. Cho*
International Journal of Production Research, Vol. 43(15), pp. 3209–3230, 2005
J. Lee*
IEEE Transactions on Circuits and Systems II, Vol. 52(4), pp. 189–193, 2005
J. Lee*, H.-D. Chiang
IEEE Transactions on Automatic Control, Vol. 49(6), pp. 888–899, 2004
J. Lee*, H.-D. Chiang
IEEE Transactions on Circuits and Systems II, Vol. 51(4), pp. 185–189, 2004
J. Lee*
IEEE Transactions on Automatic Control, Vol. 49(1), pp. 115–119, 2004
J. Lee*
Electronics Letters, Vol. 39(9), pp. 71–72, 2003
J. Lee*
IEEE Transactions on Automatic Control, Vol. 48(2), pp. 321–324, 2003
J. Lee*, H.-D. Chiang
IEEE Transactions on Circuits and Systems I, Vol. 49(2), pp. 196–209, 2002
J. Lee*, H.-D. Chiang
IEEE Transactions on Circuits and Systems I, Vol. 48(1), pp. 51–66, 2001
J. Lee*, H.-D. Chiang
IEEE Transactions on Circuits and Systems I, Vol. 48(1), pp. 35–50, 2001
Data Mining Applications
Data Mining Applications
S. Park, J. Byun, J. Lee, J. Cheon, J. Lee*
IEEE Access, Vol. 8, pp. 57414–57425, 2020
S. Park, W. Lee, J. Lee*
Intelligent Data Analysis, Vol. 231(4), pp. 779–797, 2019
S. Park, J. Hah, J. Lee*
Electronics Letters, Vol. 53(25), pp. 1625–1626, 2017
K. Kim, C.-H. Jun, J. Lee*
Expert Systems with Applications, Vol. 41(15), pp. 6575–6584, 2014
H.-C. Kim, J. Lee, D. Lee*
The Computer Journal, Vol. 57(3), pp. 339–346, 2014
K. Kim, J. Lee*
Expert Systems with Applications, Vol. 39(18), pp. 13328–13337, 2012
H. Park, H. Kim, S. Yang, J. Lee*
Expert Systems with Applications, Vol. 39(16), pp. 12557–12563, 2012
N. Kim, K.-H. Jung, Y. Kim, J. Lee*
Expert Systems with Applications, Vol. 39(15), pp. 11839–11845, 2012
H. Heo, H. Park, N. Kim, J. Lee*
Neurocomputing, Vol. 73, pp. 169–175, 2009
B. Jeong, J. Lee*, H. Cho
Expert Systems with Applications, Vol. 36(3), pp. 6181–6186, 2009
B. Jeong, J. Lee*, H. Cho
Expert Systems with Applications, Vol. 36(3), pp. 7309–7312, 2009
B. Jeong, D. Lee, J. Lee*, H. Cho
Expert Systems with Applications, Vol. 36(1), pp. 358–365, 2009
B. Jeong, D. Lee, H. Cho, J. Lee*
Expert Systems with Applications, Vol. 34, pp. 1651–1658, 2008
C. Cho, S. Kim*, J. Lee, D.-W. Lee
European Journal of Operational Research, Vol. 168(3), pp. 998–1008, 2006
S. Balamurali, H. Park, C.-H. Jun*, K.-J. Kim, J. Lee
Communications in Statistics—Simulation and Computation, Vol. 34, pp. 799–809, 2005
J.-S. Lee, C.-H. Jun*, J. Lee, S. Kim
Expert Systems with Applications, Vol. 29, pp. 700–704, 2005
Financial Technology (Fintech)
Financial Technology (Fintech)
Financial AI and Computational Finance
Financial AI and Computational Finance
Choi, D. Kim, J. Lee*
Engineering Applications of Artificial Intelligence, Vol. 158, 111490, 2024
H. Ko, J. Lee, J. Byun*
Future Generation Computer Systems, 107901, 2025
H. Ko, J. Lee*
Computational Economics, pp. 1–47, 2025
W. Jeong, S. Park, S. Lee, B. Son, J. Lee*, H. Ko
Finance Research Letters, Vol. 68, 105871, 2024
J. Park, H. Ko, J. Lee*
Computational Economics, 2024
H. Ko, J. Lee*
Finance Research Letters, Vol. 64, 105433, 2024
H. Ko, B. Son, J. Lee*
Journal of International Financial Markets, Institutions and Money, Vol. 91, 101949, 2024
H. Ko, S. Lee, J. Lee*
Pacific-Basin Finance Journal, Vol. 83, 102263, 2024
B. Son, Y. Lee, S. Park, J. Lee*
Journal of Forecasting, Vol. 42(7), pp. 1539–1559, 2023
H. Ko, J. Byun, J. Lee*
Journal of International Financial Markets, Institutions and Money, Vol. 89, 101873, 2023
J. Byun, H. Ko, J. Lee*
Finance Research Letters, Vol. 54, 103794, 2023
B. Son, J. Lee*
Finance Research Letters, Vol. 44, 102032, 2022
H. Jang, J. Lee*
Quantitative Finance, Vol. 19(4), pp. 587–603, 2019
H. Jang, J. Lee*
Physica A: Statistical Mechanics and its Applications, 2019
S. Pyo, J. Lee*
Pacific-Basin Finance Journal, Vol. 51, pp. 1–12, 2018
H. Jang, J. Lee*
IEEE Access, Vol. 6, pp. 5427–5437, 2018
S. Pyo, J. Lee, M. Cha, H. Jang*
PLoS ONE, Vol. 12(11), e0188107, 2017
Y. Son, H. Byun, J. Lee*
Expert Systems with Applications, Vol. 58(1), pp. 210–220, 2016
S. Park, J. Lee, Y. Son*
PLoS ONE, Vol. 11(2), pp. 1–13, 2016
J. Lee, Y. Lee*
Applied Numerical Mathematics, Vol. 87(1), pp. 20–30, 2015
H. Park, N. Kim*, J. Lee
Expert Systems with Applications, Vol. 41(11), pp. 5227–5237, 2014
S. Yang, J. Lee*
Quantitative Finance, Vol. 14(1), pp. 111–123, 2014
N. Kim, J. Lee*
Journal of Empirical Finance, Vol. 21(2), pp. 36–53, 2013
J. Lee, Y. Lee*
Journal of Computational and Applied Mathematics, Vol. 237(1), pp. 234–243, 2013
H. Park, J. Lee*
Expert Systems with Applications, Vol. 39(18), pp. 13243–13252, 2012
Y. Son, D. Noh, J. Lee*
Expert Systems with Applications, Vol. 39(14), pp. 11607–11615, 2012
S. Yang, J. Lee*
Expert Systems with Applications, Vol. 39(1), pp. 482–493, 2012
S. Yang, Y. Lee, G. Oh, J. Lee*
Expert Systems with Applications, Vol. 38(3), pp. 4816–4823, 2011
S. Yang, J. Lee*
Expert Systems with Applications, Vol. 38(3), pp. 1702–1708, 2011
G. Han, B. Kim, J. Lee*
Expert Systems with Applications, Vol. 36(3), pp. 4431–4436, 2009
G. Han, J. Lee*
Expert Systems with Applications, Vol. 35(1–2), pp. 515–523, 2008
Blockchain, Digital Assets (CBDC, stablecoins, Cryptocurrencies, NFTs)
Blockchain, Digital Assets (CBDC, stablecoins, Cryptocurrencies, NFTs)
S. Lee, J. Lee, W. Lee
Finance Research Letters, Vol. 76, 106914, 2025
S. Park, W. Jeong, Y. Lee, B. Son, H. Jang, J. Lee*
Future Generation Computer Systems, Vol. 153, pp. 70–83, 2024
H. Ko, B. Son, J. Lee*
Research in International Business and Finance, Vol. 67, 102135, 2024
H. Ko, J. Lee*
Applied Economics Letters, Vol. 31(14), pp. 1278–1285, 2024
S. Park, S. Lee, Y. Lee, H. Ko, B. Son, J. Lee, H. Jang*
Applied Economics Letters, 2022
H. Ko, B. Son, Y. Lee, H. Jang, J. Lee*
Finance Research Letters, Vol. 47, 102784, 2022
S. Lee, J. Lee, Y. Lee*
Finance Research Letters, Vol. 53, 103590, 2023
Y. Lee, B. Son, H. Jang, J. Byun, T. Yoon, J. Lee*
Information Sciences, Vol. 580, pp. 838–856, 2021
S. Pyo, J. Lee*
Finance Research Letters, Vol. 37, 101386, 2020
patent
patent
손실 산입 학습 방법, 그의 장치, 기록 매체 및 이를 적용한 전자 디바이스(LEARNING METHOD, APPARATUS, COMPUTER READABLE RECORDING MEDIUM FOR IMPUTING MISSING DATA AND ELECTRONIC DEVICE USING THE METHOD), 10-2770927 (Registered), February 2025
차분 정보 보호를 지원하는 클러스터링 방법 및 장치(METHOD AND APPARATUS FOR CLUSTERING WITH DIFFERENTIAL PRIVACY SUPPORT), 10-2815746 (Registered), May 2025
클래스 의존적 도메인 유사화 학습 방법, 장치 및 컴퓨터 판독 가능한 기록 매체(METHOD, APPARATUS AND COMPUTER READABLE RECORDING MEDIUM FOR LEARNING DOMAIN INVARIANT OF COMPACT CLASS-CONDITIONAL DOMAIN ADAPTATION), 10-2526086 (Registered), April 2023
공정 분포 추정을 통한 공정 군집화 방법 및 그의 장치(METHOD AND APPARATUS FOR PERFORMING FAIR CLUSTERING THROUGH ESTIMATING FAIR DISTRIBUTION), 10-2542451 (Registered), June 2023
동형 암호를 이용한 투자 포트폴리오 제공 장치 및 방법(METHOD AND APPARATUS FOR INVESTMENT PORTFOLIO USING HOMOMORPHIC ENCRYPTION), 10-2023-0080813 (Application), June 2023
적대적 음성 예제를 감지 방법 및 시스템(METHOD AND SYSTEM FOR DETECTING ADVERSARIAL AUDIO EXAMPLES), 10-2023-0087024 (Application), July 2023
적대적 음성 예제 생성 방법 및 시스템(METHOD AND SYSTEM FOR GENERATING ADVERSARIAL AUDIO EXAMPLES), 10-2023-0087006 (Application), July 2023
동형 암호를 활용한 사적 변수의 보안 방법 및 장치(METHOD AND APPARATUS FOR PRIVACY PRESERVING USING HOMOMORPHIC ENCRYPTION WITH PRIVATE VARIABLES), 10-2633416 (Registered), January 2024
METHOD AND APPARATUS FOR PRIVACY PRESERVING USING HOMOMORPHIC ENCRYPTION WITH PRIVATE VARIABLES, 17-853798 (US Application), June 2022
클래스 의존적 도메인 유사화 학습 방법, 장치 및 컴퓨터 판독 가능한 기록 매체(METHOD, APPARATUS AND COMPUTER READABLE RECORDING MEDIUM FOR LEARNING DOMAIN INVARIANT OF COMPACT CLASS-CONDITIONAL DOMAIN ADAPTATION), 1020200147036 (Application), November 2020
공정 분포 추정을 통한 공정 군집화 방법 및 그의 장치(METHOD AND APPARATUS FOR PERFORMING FAIR CLUSTERING THROUGH ESTIMATING FAIR DISTRIBUTION), 1020200146312 (Application), November 2020
손실 산입 학습 방법, 그의 장치, 기록 매체 및 이를 적용한 전자 디바이스(LEARNING METHOD, APPARATUS, COMPUTER READABLE RECORDING MEDIUM FOR IMPUTING MISSING DATA AND ELECTRONIC DEVICE USING THE METHOD), 1020200146311 (Application), November 2020
도메인 적응을 위한 분산화된 문서 표현 방법(DISTRIBUTED DOCUMENT REPRESENTATION METHOD FOR DOMAIN ADAPTATION), 1022808560000 (Registered), July 2021
문서 임베딩을 생성하는 장치 및 방법(APPARATUS AND METHOD FOR GENERATING DOCUMENT EMBEDDING), 1022808560000 (Registered), March 2021
가우시안 프로세스 회귀분석을 이용한 클러스터링 방법 및 그 장치(CLUSTERING METHOD AND APPARATUS USING GAUSSIAN PROCESS REGRESSION), 1020180119443 (Application), November 2018
관련도 벡터 머신을 이용한 기계학습방법, 이를 구현하는 컴퓨터 프로그램 및 이를 수행하도록 구성되는 정보처리장치(MACHINE LEARNING METHOD USING RELEVANCE VECTOR MACHINE, COMPUTER PROGRAM IMPLEMENTING THE SAME AND INFORMATION PROCESSING DEVICE CONFIGURED TO PERFORM THE SAME), 1018951210000 (Registered), August 2018
다양체 학습에 기반한 데이터 분류 방법(METHOD FOR DATA CLASSIFICATION BASED ON MANIFOLD LEARNING), 1015884310000 (Registered), January 2016
보로노이 셀 기반의 서포트 클러스터링 장치 및 방법(DEVICE AND METHOD FOR VORONOIS CELL-BASED SUPPORT CLUSTERING), 1015772490000 (Registered), December 2015
대용량 데이터에 대한 고속 커널 퀀타일 군집화 방법(FAST KERNEL QUANTILE CLUSTERING METHOD FOR LARGE-SCALE DATA), 1011338040000 (Registered), March 2012
평형기반 서포트 벡터를 이용한 귀납적이고 계층적인 군집화 방법(INDUCTIVE AND HIERARCHICAL CLUSTERING METHOD USING EQUILIBRIUM-BASED SUPPORT VECTOR), 1008952610000 (Registered), April 2009
서포트 벡터 도메인 묘사를 이용한 다범주 분류 방법 및 장치와 그에 사용되는 컴퓨터 판독가능 저장매체 (METHOD AND APPARATUS FOR MULTI-CLASS CLASSIFICATION USING SUPPORT VECTOR DOMAIN DESCRIPTION, AND COMPUTER-READABLE STORAGE MEDIUM USED THERETO), 1008422150000 (Registered), June 2008
Page updated
Google Sites
Report abuse