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Collaborations and top research areas from the last five years
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A cyber-resilient control framework with adaptive model predictive control (AMPC) for securing energy systems in smart buildings
Li, G., Fu, Y., O’Neill, Z., Yang, Z., Adetola, V., Wen, J., Ren, L., Wu, T., Zhu, Q., Candan, K. S. & Parikh, C., 2026, In: Science and Technology for the Built Environment. 32, 1, p. 1-24 24 p.Research output: Contribution to journal › Article › peer-review
2 Link opens in a new tab Scopus citations -
Cross-Domain Conditional Diffusion Models for Time Series Imputation
Zhang, K., Jing, B., Candan, K. S., Zhou, D., Wen, Q., Liu, H. & Ding, K., 2026, Machine Learning and Knowledge Discovery in Databases. Research Track and Applied Data Science Track - European Conference, ECML PKDD 2025, Proceedings. Pfahringer, B., Japkowicz, N., Larrañaga, P., Ribeiro, R. P., Dutra, I., Jorge, A. M., Soares, C., Gama, J., Pechenizkiy, M., Cortez, P., Pashami, S. & Abreu, P. H. (eds.). Springer Science and Business Media Deutschland GmbH, p. 57-74 18 p. (Lecture Notes in Computer Science; vol. 16020 LNCS).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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DeepMapping++: Balancing Efficiency and Storage for Lossless Lookup and Approximate Range Aggregation
Guan, H., Zhou, L., Candan, K. S. & Zou, J., Jun 1 2026, In: IEEE Transactions on Knowledge and Data Engineering. 38, 6, p. 3471-3485 15 p.Research output: Contribution to journal › Article › peer-review
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Gradient Guided Parameter Space Sampling for Knowledge Discovery with Limited Budgets
Anton, J. R., Sapino, M. L. & Candan, K. S., 2026, In: IEEE Access. 14, p. 53958-53977 20 p.Research output: Contribution to journal › Article › peer-review
Open Access -
Graph-based unsupervised domain adaptation for fault diagnosis of HVAC systems
Ghalamsiah, N., Wen, J., Wu, T., Candan, K. S. & O'Neill, Z., Feb 1 2026, In: Building and Environment. 289, 114055.Research output: Contribution to journal › Article › peer-review
Open Access
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Elements: CausalBench: A Cyberinfrastructure for Causal-Learning Benchmarking for Efficacy, Reproducibility, and Scientific Collaboration
Liu, H. (CoI) & Candan, K. (PI)
National Science Foundation (NSF)
7/1/23 → 6/30/26
Project: Research project
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NSF Engines Southwest Sustainability Innovation Engine SWSIE
Nielsen, D. (CoI), Neithalath, N. (CoI), White, D. (CoI), Solis, P. (CoI), Flory, J. (CoI), Johnson, B. (CoI), Keeler, L. (CoI), Mathews, M. (CoI), Ariaratnam, S. (CoI), Barclay, S. (CoI), Dirks, G. (CoI), Goodnick, S. (CoI), Rittmann, B. (CoI), Guston, D. (CoI), Westerhoff, P. (CoI), Pataki, D. (CoI), Candan, K. (CoI), Garcia, M. (CoI), Miller, C. (CoI), Santanam, R. (CoI), Vivoni, E. (CoI), Anderies, M. (CoI), Rice, S. (CoI), Guardaro, M. (CoI), Green, M. (CoI) & Schlosser, P. (PI)
National Science Foundation (NSF)
3/1/24 → 2/28/26
Project: Research project
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PIRE: Building Decarbonization via AI-empowered District Heat Pump Systems
Wu, T. (PI) & Candan, K. (CoI)
National Science Foundation (NSF)
1/1/23 → 12/31/25
Project: Research project
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PIPP Phase I: Predicting Emergence in Multidisciplinary Pandemic Tipping-points (PREEMPT)
Liu, H. (CoI) & Candan, K. (PI)
National Science Foundation (NSF)
8/1/22 → 1/31/25
Project: Research project
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SCC-IRG JST: PanCommunity: Leveraging Data and Models for Understanding and Improving Community Response in Pandemics
Candan, K. (PI) & Pedrielli, G. (CoI)
National Science Foundation (NSF)
10/1/21 → 9/30/24
Project: Research project