Please visit Google Scholar , DBLP, NCBI Bibliograpy, or Dr. Steinbach's full vita for more complete information.
(Some recent papers.)
2020 2019 2018 2017
2020
Integrating Physics-Based Modeling
with Machine Learning: A Survey.
Jared Willard, Xiaowei Jia, Shaoming Xu,
Michael Steinbach, Vipin Kumar.
April 2020. https://arxiv.org/abs/2003.04919
Physics-Guided Machine Learning for
Scientific Discovery: An Application
in Simulating Lake Temperature
Profiles.
Xiaowei Jia, Jared Willard, Anuj
Karpatne, Jordan Read, Jacob Zwart,
Michael Steinbach, Vipin Kumar.
January 2020. https://arxiv.org/pdf/2001.11086.pdf
Predicting diabetes clinical
outcomes using longitudinal risk
factor trajectories.
Gyorgy J Simon, Kevin A Peterson, M
Regina Castro, Michael S Steinbach,
Vipin Kumar, Pedro J Caraballo.
BMC Medical Informatics and
Decision Making, vol 20,
1-9. https://doi.org/10.1186/s12911-019-1009-3
2019
Discovering genetic interactions
bridging pathways in genome-wide
association studies.
Gang Fang, Wen Wang, Vanja Paunic, Hamed
Heydari, Michael Costanzo, Xiaoye Liu,
Xiaotong Liu, Benjamin VanderSluis,
Benjamin Oately, Michael Steinbach,
Brian Van Ness, Eric E Schadt, Nathan D
Pankratz, Charles Boone, Vipin Kumar,
Chad L Myers.
Nature Communications
volume 10, Article number: 4274 (2019)https://www.nature.com/articles/s41467-019-12131-7
Evaluating the Impact of Data
Representation on EHR-Based Analytic
Tasks.
Wonsuk Oh, Michael S Steinbach, M Regina
Castro, Kevin A Peterson, Vipin Kumar,
Pedro J Caraballo, Gyorgy J Simon.
17th World Congress on Medical
and Health Informatics, MEDINFO 2019,
pages 288-292. doi: 10.3233/SHTII90229
Physics guided RNNs for modeling
dynamical systems: A case study in
simulating lake temperature profiles
X. Jia, J. Willard, A. Karpatne, J.
Read, J. Zwart, M. Steinbach, V. Kumar
Proceedings of the 2019 SIAM
International Conference on Data
Mining, pp. 558-566. Society
for Industrial and Applied Mathematics.
May 2019. doi:10.1137/1.9781611975673.63
(link)
Physics Guided RNNs for Modeling
Dynamical Systems: A Case Study in
Simulating Lake Temperature Profiles.
Xiaowei Jia, Jared Willard, Anuj
Karpatne, Jordan Read, Jacob Zwart,
Michael Steinbach, Vipin Kumar.
Proceedings of the 2019 SIAM
International Conference on Data
Mining, May 2019. doi:
101137/1.9781611975673.63
Process-Guided Deep Learning
Predictions of Lake Water Temperature.
Jordan S. Read, Xiaowei Jia, Jared
Willard, Alison P. Appling, Jacob A.
Zwart, Samantha K. Oliver, Anuj
Karpatne, Gretchen J.A. Hansen, Paul C.
Hanson, William Watkins, Michael
Steinbach, Vipin Kumar.
2019. Water Resources Research
(55). https://doi.org/10.1029/2019WR024922
2018
Computational Approaches for Early Emerging Heterogeneity and Disorder Risk.Don't Do Imputation: Dealing with
Informative Missing Values in EHR Data
Analysis.
J Li, M Wang, MS Steinbach, V Kumar, GJ
Simon
2018 IEEE International Conference on
Big Knowledge (ICBK), 415-422
Mining Electronic Health Records (EHRs)
A Survey.
P Yadav, M Steinbach, V Kumar, G Simon
ACM Computing Surveys (CSUR) 50 (6),
1-40