Michael Steinbach
University of Minnesota-Twin Cities
H-index: 50
North America-United States
Top articles of Michael Steinbach
Title | Journal | Author(s) | Publication Date |
|---|---|---|---|
Towards Entity-Aware Conditional Variational Inference for Heterogeneous Time-Series Prediction: An application to Hydrology | Rahul Ghosh Arvind Renganathan Wallace McAliley Michael Steinbach Christopher Duffy | 2024 | |
Prescribed Fire Modeling using Knowledge-Guided Machine Learning for Land Management | Somya Sharma Chatterjee Kelly Lindsay Neel Chatterjee Rohan Patil Ilkay Altintas De Callafon | 2024 | |
Mini-Batch Learning Strategies for modeling long term temporal dependencies: a study in environmental applications | Shaoming Xu Ankush Khandelwal Xiang Li Xiaowei Jia Licheng Liu | 2023 | |
Causal Structure Learning from Imperfect Longitudinal Data in Healthcare | Haoyu Yang Roshan Tourani Jia Li Pedro Caraballo Michael Steinbach | 2023/6/26 | |
Strategies for building robust prediction models using data unavailable at prediction time | Journal of the American Medical Informatics Association | Haoyu Yang Roshan Tourani Ying Zhu Vipin Kumar Genevieve B Melton | 2022/1/1 |
Integrating scientific knowledge with machine learning for engineering and environmental systems | ACM Computing Surveys | Jared Willard Xiaowei Jia Shaoming Xu Michael Steinbach Vipin Kumar | 2022/1 |
Realization of causal representation learning to adjust confounding bias in latent space | arXiv preprint arXiv:2211.08573 | Jia Li Xiang Li Xiaowei Jia Michael Steinbach Vipin Kumar | 2022/11/15 |
Physics-guided recurrent neural networks for predicting lake water temperature | Xiaowei Jia Jared D Willard Anuj Karpatne Jordan S Read Jacob A Zwart | 2022/8/15 | |
Regionalization in a global hydrologic deep learning model: from physical descriptors to random vectors | Water Resources Research | Xiang Li Ankush Khandelwal Xiaowei Jia Kelly Cutler Rahul Ghosh | 2022/8 |
Physics-guided machine learning for scientific discovery: An application in simulating lake temperature profiles | ACM/IMS Transactions on Data Science | Xiaowei Jia Jared Willard Anuj Karpatne Jordan S Read Jacob A Zwart | 2021/5/17 |
Effectiveness of Basin Aware Modulation in a Global Hydrologic Deep Learning Model: from Physical Descriptors to Random Vectors | AGU Fall Meeting Abstracts | Xiang Li Ankush Khandelwal Rahul Ghosh Arvind Renganathan John Nieber | 2021/12 |
Source Aware Modulation for leveraging limited data from heterogeneous sources | Xiang Li Ankush Khandelwal Rahul Ghosh Arvind Renganathan Jared Willard | 2021 | |
Are Long short-term memory (LSTM) model simulations of watershed discharge improved when water storage is included as input? The Case Study at Rum River Watershed, MN | AGU Fall Meeting Abstracts | Pai-Feng Teng John Nieber Xiang Li Charles Regan Christopher Duffy | 2021/12 |
Physics-guided recurrent graph model for predicting flow and temperature in river networks | Xiaowei Jia Jacob Zwart Jeffrey Sadler Alison Appling Samantha Oliver | 2021 | |
Artificial intelligence for modeling complex systems: taming the complexity of expert models to improve decision making | ACM Transactions on Interactive Intelligent Systems | Yolanda Gil Daniel Garijo Deborah Khider Craig A Knoblock Varun Ratnakar | 2021/7/21 |
Association of BMI, comorbidities and all-cause mortality by using a baseline mortality risk model | PloS one | Jia Li Gyorgy Simon M Regina Castro Vipin Kumar Michael S Steinbach | 2021/7/9 |
A computational method for learning disease trajectories from partially observable EHR data | IEEE journal of biomedical and health informatics | Wonsuk Oh Michael S Steinbach M Regina Castro Kevin A Peterson Vipin Kumar | 2021/6/15 |
Integrating physics-based modeling with machine learning: A survey | Applied Energy | Hao Tu Scott Moura Yebin Wang Huazhen Fang | 2023/1/1 |
Incorporating Causal Effects into Deep Learning Predictions on EHR Data | arXiv preprint arXiv:2011.05466 | Jia Li Haoyu Yang Xiaowei Jia Vipin Kumar Michael Steinbach | 2020/11/11 |
Teaching deep learning causal effects improves predictive performance | Scanning Electron Microsc Meet at | Jia Li Xiaowei Jia Haoyu Yang Vipin Kumar Michael Steinbach | 2020/11/10 |
