Vipin Kumar

Employment

• University of Minnesota Regents Professor and William Norris Endowed Chair

Education

Education history is unavailable.

Projects & Funding

Projects & funding information is unavailable.

Publications (9)

• Integrating Scientific Knowledge with Machine Learning for Engineering and Environmental Systems
  ACM Computing Surveys 2023 DOI: 10.1145/3514228
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• Robust Inverse Framework using Knowledge-guided Self-Supervised Learning
  Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining 2022 DOI: 10.1145/3534678.3539448
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• ReaLSAT, a global dataset of reservoir and lake surface area variations
  Scientific Data 2022 DOI: 10.1038/s41597-022-01449-5
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• Invertibility aware Integration of Static and Time-series data: An application to Lake Temperature Modeling
  Proceedings of the 2022 SIAM International Conference on Data Mining (SDM) 2022 DOI: 10.1137/1.9781611977172.79
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• Strategies for building robust prediction models using data unavailable at prediction time
  Journal of the American Medical Informatics Association 2021 DOI: 10.1093/jamia/ocab229
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• KGML-ag: A Modeling Framework of Knowledge-Guided Machine Learning to Simulate Agroecosystems: A Case Study of Estimating N2O Emission using Data from Mesocosm Experiments
  2021 DOI: 10.5194/gmd-2021-317
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• Predicting Water Temperature Dynamics of Unmonitored Lakes With Meta‐Transfer Learning
  Water Resources Research 2021 DOI: 10.1029/2021wr029579
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• Predicting diabetes clinical outcomes using longitudinal risk factor trajectories
  BMC Medical Informatics and Decision Making 2020 DOI: 10.1186/s12911-019-1009-3
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• Learning with Small Data
  Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining 2020 DOI: 10.1145/3394486.3406466
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