Papers
International
* Corresponding Author, Bold - Lab member
Ahn, S., Jo, Y., Park, J., Kim, S., Kim, J., Lee, M.G., Kim, S.B., Lee, S.*, Kim, Y.*, (2024) "Multimodal Human Action Recognition for Upper Limb Exercise of Individuals with Cerebral Palsy," IEEE Transactions on Systems, Man, and Cybernetics: Systems, in Press (SCIE JCR 10%)
Lee, J., Kim, Y.*, Kim, S.B.*, (2023) "Noise Robust Graph-based Semi-Supervised Learning with Dynamic Shaving Label Propagation," Applied Soft Computing, Vol. 142, 110371. (SCIE JCR 10%)
Kim, Y., Wang, T., Wang, X., Xiong, D., Park, S., (2022) "Multiple Instance Neural Networks Based on Sparse Attention for Cancer Detection using T-cell Receptor Sequences," BMC Bioinformatics, Vol. 23, 469. (SCIE JCR Q2)
Koh, E., Kim, Y.*, (2022) "Risk Association of Liver Cancer and Hepatitis B with Tree Ensemble and Lifestyle Features," International Journal of Environmental Research and Public Health, Vol. 19, 15171. (SSCI JCR Q1)
Moon, S., Cho, H., Koh, E., Cho, Y.S., Oh, H.L., Kim, Y.*, Kim, S.B.*, (2022) "Remanufacturing Decision-making for Gas Insulated Switchgear with Remaining Useful Life Prediction", Sustainability, Vol. 14, 12357. (SSCI JCR Q2)
Kim, Y., Lee, M., Kim, S.B., (2021) “Swarm Ascending: Swarm Intelligence-based Exemplar Group Detection for Robust Clustering,” Applied Soft Computing, Vol. 102, 107062. (SCIE JCR 10%)
Mok, C., Baek, I., Cho, Y.S., Kim, Y. *, Kim, S.B.* (2021), "Pallet Recognition with Multi-task Learning for Automated Guided Vehicles," Applied Sciences, 11(24), 11808. (SCIE JCR Q2)
Kim, I., Kim, Y.*, Kim, S. (2020), “Learning Loss for Test-time Augmentation,” Advances in Neural Information Processing Systems (NeurIPS). (Top-tier AI Conference)
Kim, Y., Lee, J., Ahn, G., Santos, I.C., Schug, K.A., Kim, S.B. (2020), “Convolutional Neural Network for Preprocessing-free Bacterial Spectra Identification,” Journal of Chemometrics, Vol. 34, e3304. (SCIE JCR Q1)
Kim, Y., Do, H., Kim, S.B. (2020), “Outer-Points Shaver: Robust Graph-Based Clustering via Node Cutting,” Pattern Recognition, Vol.97, 107001. (SCIE JCR 10%)
Lee, S., Kim, Y., Kang, H., Lee, S.-K., Chung, S., Cheong, T., Shin, K., Park, J., Kim, S.B. (2020), “Intelligent Traffic Control for Autonomous Vehicle Systems Based on Machine Learning,” Expert Systems with Applications, Vol. 144, 113074. (SCIE JCR 10%)
Kim, Y., Kim, S.B. (2018), “Collinear Groupwise Feature Selection via Discrete Fusion Group Regression,” Pattern Recognition, Vol.83, pp.1–13. (SCIE JCR 10%)
Park, C., Kim, Y., Park, Y., Kim, S.B. (2018), “Multitask Learning for Virtual Metrology in Semiconductor Manufacturing Systems,” Computers and Industrial Engineering, Vol.123, pp.209–219. (SCIE JCR Q1)
Kim, Y., Kim, S.B. (2018), “Optimal False Alarm Controlled Support Vector Data Description for Multivariate Process Monitoring,” Journal of Process Control, Vol.65, pp.1–14. (SCIE JCR Q2)
Santos, I. C., Smuts, J., Choi, W.-S., Kim, Y., Kim, S. B., Schug, K.A. (2018), “Analysis of Bacterial FAMEs Using Gas Chromatography – Vacuum Ultraviolet Spectroscopy for the Identification and Discrimination of Bacteria,” Talanta, Vol.182, pp.536–543. (SCIE JCR 10%)
Kim, Y., Schug, K.A., Kim, S.B. (2015), “An Ensemble Regularization Method for Feature Selection in Mass Spectral Fingerprints,” Chemometrics and Intelligent Laboratory Systems, Vol.146, pp.322–328. (SCIE JCR 10%)
Domestic
* Corresponding Author, Bold - Lab member
여채윤, 조용원, 박진혁, 안시후, 김상민, 김정인, 이상민, 이민구, 김영훈*, (2023) "뇌병변 장애인의 관절 각도 데이터를 활용한 머신러닝 기반의 재활운동 능력 평가에 관한 연구," 재활복지공학회논문지, 제17권, 제4호, pp.289-302.
김민지, 김시연, 한혜민, 김영훈*, (2023) "Explainable Artificial Intelligence를 활용한 멀티모달 데이터 기반 사용자 감정 예측," 한국컴퓨터종합학술대회 논문집, pp.2058–2060.
Ongoing
Yeo, C., Nam, S., Kim, Y., “Fused LassoNet: Enhanced Feature Selection for Spectral Data in Neural Networks." (Submitted)
Presentations
International
* Corresponding Author, Bold - Lab member
Lee, J., Kim, Y.*, Kim, S.B., Noise-Robust Graph-based Semi-Supervised Learning with Dynamic Shaving Label Propagation, 2023 Informs Annual Meeting, Phoenix, AZ, U.S., 2023 (Oct. 15-17)
Lee, K., Kim, Y.*, Anomaly Detection in Rotating Machinery: Enhancing the Performance of the Anomaly Transformer and Robustness to Noise, 2023 Informs Annual Meeting, Phoenix, AZ, U.S., 2023 (Oct. 15-17)
Yeo, C., Jo, Y., Park, J., Ahn, S., Kim, S., Kim, J., Lee, S., Lee, M.G., Kim, Y.*, Evaluation of Rehabilitation Exercise of Disabled People Based on Machine Learning with Joint Angle Data, Phoenix, 2023 Informs Annual Meeting, AZ, U.S., 2023 (Oct. 15-17)
Kim, I., Kim, Y.*, Kim, S., Learning Loss for Test-time Augmentation, Thirty-fourth Conference on Neural Information Processing Systems, Vancouver, Canada, 2020 (Dec. 6-12)
Kim, Y., Kim, S.B., Collaborative Dual Evolving Network for Graph-free Label Propagation, Informs International Conference, Taipei, Taiwan, 2018 (Jun. 17-20)
Santos, I.C., Martin, M.S., Reyes M.L., Carlton, D.D. Smuts, J., Choi, W.-S., Kim, Y., Kim, S.B., Whitworth, K., Stigler-Granados, P., Hildenbrand, Z.L., Schug, K.A., MALDI-TOF MS and GC-VUV for the Identification of Bacteria and Their Responses to Environmental Stressors, 66th ASMS Conference on Mass Spectrometry and Allied Topics, San Diego, CA, U.S., 2018 (June. 3-7)
Kim, Y., Kim, S.B., Minimum-Variance Monitoring Statistic and Control Chart, International Symposium on Statistical Process Monitoring, Seoul, Korea, 2017 (Jul. 3-7)
Kim, Y., Kim, S.B., Minimum-Variance Monitoring Statistic and Control Chart, International Conference on Industrial Engineering, Seoul, Korea, 2016 (Oct. 10-12)
Kim, Y., Kim, S.B., Process Monitoring and Diagnosis via Optimization Methods, International Symposium on Statistical Process Monitoring, Padua, Italy, 2015 (Jul. 7-9)
Kim, Y., Kim, S.B., One-Class Classification by Local Target Selection, International Conference on Future Computer and Communication, Singapore, 2015 (May. 20-22)
Kim, Y., Shim, S. and Kim, S.B. Conflict Graphical Model of Feature Selection, INFORMS, San Francisco, CA, US, 2014 (Nov. 9-12)
Domestic
* Corresponding Author, Bold - Lab member
여채윤, 김영훈, Fused Lassonet: 시계열적 특징을 갖는 데이터를 위한 인공신경망의 향상된 변수 선택, 한국데이터마이닝학회, 서울, 한국, 2023 (Nov. 7)
이규철, 김영훈, 잡음에 강건한 회전기계 이상탐지 모델 설계와 제로 샷 결함 분류, 한국데이터마이닝학회, 서울, 한국, 2023 (Nov. 7)
이규철, 김영훈, Anomaly Transformer 기반의 회전기계 이상치 탐색 분석, 대한산업공학회, 제주, 한국, 2023 (Jun. 1-2)
여채윤, 조용원, 박진혁, 안시후, 김상민, 김정인, 이상민, 이민구, 김영훈, 장애인 관절 각도 데이터를 활용한 머신러닝 기반의 재활운동 능력 평가에 관한 연구, 대한산업공학회, 제주, 한국, 2023 (Jun. 1-2)
Kim, Y., Park, S., Multiple Instance Neural Network Based on Sparse Attention for Cancer Detection Using T-cell Receptor Sequences, Korean Statistical Society, Seoul, Korea, 2021 (Nov. 6)
Lee, J., Kim, Y., Kim, S.B., Noise Robust Semi-Supervised Learning with Dynamic Label Propagation, Industrial Engineering & Management Science Conference, Seoul, Korea, 2021 (Nov. 12)
Kim, Y., Kim, S.B., Graph-free Label Propagation with Collaborative Dual Evolving Network for Big Data, Industrial Engineering & Management Science Conference, Seoul, Korea, 2018 (Nov. 9)
Kim, Y., Kim, S.B., Outer Points Shaver: Robust Graph-Based Clustering via Node Cutting, Korea Business Intelligence Data Mining Society, Busan, Korea, 2017 (Nov. 24-25)
Mok, C., Kim, Y., Kim, S.B., Random Forest-Based Control Chart for Detecting Out of Control. Industrial Engineering & Management Science Conference, Daejeon, Korea, 2017 (Nov. 4)
Kim, Y., Kim, S.B., Outer Points Shaver: Robust Graph-Based Clustering via Node Cutting, Industrial Engineering & Management Science Conference, Daejeon, Korea, 2017 (Nov. 4)
Kim, Y., Kim, S.B., Feature Selection for High-dimensional Data via Collinear Group-wise Regression, Industrial Engineering & Management Science Conference, Yeosu, Korea, 2017 (Apr. 27-28)
So, H., Kim, Y., Kim, S.B., Exchange Traded Funds Portfolio Optimization for Enhanced Indexation using Forecasting Method, Industrial Engineering & Management Science Conference, Seoul, Korea, 2015 (Nov. 7)
Kim, Y., Kim, S.B., A Mixed Integer Programming Data Description Method for Control Chart, Industrial Engineering & Management Science Conference, Seoul, Korea, 2015 (Nov. 7)
Kim, Y., Kim, S.B., A Novel Control Chart Based on Mixed Integer Programming, Industrial Engineering & Management Science Conference, Jeju, Korea, 2015 (Apr. 9-10)
Kim, Y., Shim, S. and Kim, S.B., Conflict Graphical Model of Feature Selection, Industrial Engineering & Management Science Conference, Jeju, Korea, 2015 (April 9-10)
Kim, Y., Shim, S. and Kim, S.B., Conflict Graphical Model of Feature selection, Korea Business Intelligence Data Mining Society, Busan, Korea, 2014 (Nov. 28-29)
Kim, Y., Kim, S.B. Mixed Integer Optimization-Based Density Estimation Method and Application, Korea Quality Congress, Seoul, Korea, 2014 (Oct. 31)
Kim, Y., Kim, S.B. High-Dimensional Spectra Analysis of Malaria Mosquitoes with Fused Lasso, Korea Business Intelligence Data Mining Society, Sokcho, Korea, 2013 (Nov. 30)
Kim, Y., Kim, S.B. Weighted Feature KNN Algorithm with Genetic Algorithm for Feature Selection, Industrial Engineering & Management Science Conference, Yeosu, Korea, 2013 (May. 24-25)