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Posts by Collection
portfolio
Portfolio item number 2
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publications
A mathematical programming approach for integrated multiple linear regression subset selection and validation
Published in Pattern Recognition, 2020
Recommended citation: Chung, S., Park, Y. W., & Cheong, T. (2020). A mathematical programming approach for integrated multiple linear regression subset selection and validation. Pattern Recognition, 108, 107565.
Look-ahead decision making for renewable energy: A dynamic “predict and store” approach
Published in Applied Energy, 2021
Recommended citation: Wang, J., Chung, S., AlShelahi, A., Kontar, R., Byon, E., & Saigal, R. (2021). Look-ahead decision making for renewable energy: A dynamic “predict and store” approach. Applied Energy, 296, 117068.
Functional Principal Component Analysis for Extrapolating Multistream Longitudinal Data
Published in IEEE Transactions on Reliability, 2021
Recommended citation: Chung, S. & Kontar, R. (2021). Functional principal component analysis for extrapolating multistream longitudinal data. IEEE Transactions on Reliability, 70(4), 1321-1331.
Federated Condition Monitoring Signal Prediction With Improved Generalization
Published in IEEE Transactions on Automation Science and Engineering, 2022
Recommended citation: Chung, S., Chou, C. H., Fang, X., Al Kontar, R., & Okwudire, C. (2022). A Multi-Stage Approach for Knowledge-Guided Predictions With Application to Additive Manufacturing. IEEE Transactions on Automation Science and Engineering, 19(3), 1675-1687.
Weakly Supervised Multi-output Regression via Correlated Gaussian Processes
Published in INFORMS Journal on Data Science, 2022
Recommended citation: Chung, S., Al Kontar, R., & Wu, Z. (2022). Weakly Supervised Multi-output Regression via Correlated Gaussian Processes. INFORMS Journal on Data Science 1(2):115-137.
Federated Condition Monitoring Signal Prediction with Improved Generalization
Published in IEEE Transactions on Reliability, 2023
Recommended citation: Chung, S. & Al Kontar, R. Federated Condition Monitoring Signal Prediction With Improved Generalization. IEEE Transactions on Reliability. Advance online publication. doi: 10.1109/TR.2023.3283348.
Federated Multi-output Gaussian Processes
Published in Technometrics, 2023
Recommended citation: Chung, S. & Kontar, R. (2023) Federated Multi-output Gaussian Processes. Technometrics. Advance online publication. DOI: 10.1080/00401706.2023.2238834.
Real-time Adaptation for Condition Monitoring Signal Prediction using Label-aware Neural Processes
Published in ArXiv, 2024
Recommended citation: Chung, S., & Kontar, R. A. (2024). Real-time Adaptation for Condition Monitoring Signal Prediction using Label-aware Neural Processes. arXiv preprint arXiv:2403.16377.
Federated Automatic Latent Variable Selection in Multi-output Gaussian Processes
Published in ArXiv, 2024
Recommended citation: Gao, Jingyi & Chung, S. (2024). Federated Automatic Latent Variable Selection in Multi-output Gaussian Processes. arXiv preprint arXiv:2407.16935.
talks
Talk 1 on Relevant Topic in Your Field
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Conference Proceeding talk 3 on Relevant Topic in Your Field
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teaching
Teaching experience 2
Workshop, University 1, Department, 2015
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SYS6021: Statistical Modeling I
Graduate course, Systems and Information Engineering, University of Virginia, 2023
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