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Michael S. Steinbach · SciRah

Researcher profile · Semantic Scholar

Michael S. Steinbach

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Michael S. Steinbach — researcher profile on SciRah

h-index: 44
Works: 200
Citations: 21K

Most-cited papers

Theory-Guided Data Science: A New Paradigm for Scientific Discovery from Data
A. Karpatne, G. Atluri, James H. Faghmous, Michael S. Steinbach +5 more
2016IEEE Transactions on Knowledge and Data Engineering1,509 citations Open access
Semantic Scholar
Integrating Scientific Knowledge with Machine Learning for Engineering and Environmental Systems
J. Willard, Xiao-Wei Jia, Shaoming Xu, Michael S. Steinbach +1 more
2020ACM Computing Surveys945 citations Open access
Semantic Scholar
Integrating Physics-Based Modeling with Machine Learning: A Survey
J. Willard, Xiao-Wei Jia, Shaoming Xu, Michael S. Steinbach +1 more
2020arXiv.org452 citations
Semantic Scholar
Process‐Guided Deep Learning Predictions of Lake Water Temperature
J. Read, Xiao-Wei Jia, J. Willard, A. Appling +8 more
2019Water Resources Research362 citations Open access
Semantic Scholar
Physics-Guided Machine Learning for Scientific Discovery: An Application in Simulating Lake Temperature Profiles
Xiao-Wei Jia, J. Willard, A. Karpatne, J. Read +3 more
2020Trans. Data Sci.316 citations Open access
Semantic Scholar
Introduction to Data Mining (2nd Edition)
P. Tan, Michael S. Steinbach, A. Karpatne, Vipin Kumar
2018282 citations
Semantic Scholar
Physics Guided RNNs for Modeling Dynamical Systems: A Case Study in Simulating Lake Temperature Profiles
Xiao-Wei Jia, J. Willard, A. Karpatne, J. Read +3 more
2018SDM240 citations
Semantic Scholar
Delay within the 3-Hour Surviving Sepsis Campaign Guideline on Mortality for Patients with Severe Sepsis and Septic Shock
Lisiane Pruinelli, B. Westra, Pranjul Yadav, Ale J. Hoff +4 more
2018Critical Care Medicine173 citations Open access
Semantic Scholar
Associations between cortical thickness and general intelligence in children, adolescents and young adults
Kyle R. Menary, P. Collins, James N. Porter, R. Muetzel +5 more
2013Intelligence124 citations Open access
Semantic Scholar
Mining Electronic Health Records (EHRs)
Pranjul Yadav, Michael S. Steinbach, Vipin Kumar, G. Simon
2018ACM Computing Surveys120 citations Open access
Semantic Scholar
Neurodevelopmental heterogeneity and computational approaches for understanding autism
Suma Jacob, J. Wolff, Michael S. Steinbach, Colleen B. Doyle +2 more
2019Translational Psychiatry95 citations Open access
Semantic Scholar
Physics-Guided Recurrent Graph Model for Predicting Flow and Temperature in River Networks
Xiao-Wei Jia, Jacob Aaron Zwart, J. Sadler, A. Appling +7 more
2021SDM89 citations Open access
Semantic Scholar
Mining Electronic Health Records: A Survey
Pranjul Yadav, Michael S. Steinbach, Vipin Kumar, György J. Simon
201786 citations
Semantic Scholar
Discovering genetic interactions bridging pathways in genome-wide association studies
Gang Fang, Wen Wang, V. Paunic, H. Heydari +12 more
2017Nature Communications82 citations Open access
Semantic Scholar
Artificial Intelligence for Modeling Complex Systems: Taming the Complexity of Expert Models to Improve Decision Making
Y. Gil, D. Garijo, D. Khider, Craig A. Knoblock +31 more
2021ACM Trans. Interact. Intell. Syst.73 citations Open access
Semantic Scholar
Introduction to Data Mining (Second Edition)
P. Tan, Michael S. Steinbach, A. Karpatne, Vipin Kumar
201966 citations
Semantic Scholar
High-Order SNP Combinations Associated with Complex Diseases: Efficient Discovery, Statistical Power and Functional Interactions
Gang Fang, M. Haznadar, Wen Wang, Haoyu Yu +5 more
2012PLoS ONE63 citations Open access
Semantic Scholar
Complex biomarker discovery in neuroimaging data: Finding a needle in a haystack
G. Atluri, Kanchana Padmanabhan, Gang Fang, Michael S. Steinbach +6 more
2013NeuroImage: Clinical59 citations Open access
Semantic Scholar
Introduction To Data Mining”, Person Education, 2007
P. Tan, Michael S. Steinbach, Vipin Kumar
201556 citations
Semantic Scholar
Proteomic Profiles in Acute Respiratory Distress Syndrome Differentiates Survivors from Non-Survivors
M. Bhargava, Trisha Becker, K. Viken, P. Jagtap +7 more
2014PLoS ONE52 citations Open access
Semantic Scholar
Regionalization in a Global Hydrologic Deep Learning Model: From Physical Descriptors to Random Vectors
Xiang Li, A. Khandelwal, Xiao-Wei Jia, Kelly Cutler +8 more
2022Water Resources Research51 citations Open access
Semantic Scholar
Transposon Mutagenesis Screen Identifies Potential Lung Cancer Drivers and CUL3 as a Tumor Suppressor
C. Dorr, Callie L. Janik, Madison T. Weg, R. A. Been +11 more
2015Molecular Cancer Research50 citations Open access
Semantic Scholar
Mining Low-Support Discriminative Patterns from Dense and High-Dimensional Data
Gang Fang, G. Pandey, Wen Wang, Manish Gupta +2 more
2012IEEE Transactions on Knowledge and Data Engineering50 citations Open access
Semantic Scholar
Type 2 Diabetes Mellitus Trajectories and Associated Risks
Wonsuk Oh, Era Kim, M. Castro, P. Caraballo +3 more
2016Big Data49 citations Open access
Semantic Scholar
A graph‐based approach to find teleconnections in climate data
Jaya Kawale, S. Liess, Arjun Kumar, Michael S. Steinbach +5 more
2013Statistical analysis and data mining43 citations
Semantic Scholar
Physics Guided Recurrent Neural Networks For Modeling Dynamical Systems: Application to Monitoring Water Temperature And Quality In Lakes
Xiao-Wei Jia, A. Karpatne, J. Willard, Michael S. Steinbach +4 more
2018arXiv.org40 citations
Semantic Scholar
Theory-Guided Data Science for Climate Change
James H. Faghmous, Arindam Banerjee, S. Shekhar, Michael S. Steinbach +3 more
2014Computer33 citations
Semantic Scholar
Computational Approaches to Protein Function Prediction
G. Pandey, Vipin Kumar, Michael S. Steinbach, C. Meyers
201226 citations
Semantic Scholar
Secondary Analysis of an Electronic Surveillance System Combined with Multi-focal Interventions for Early Detection of Sepsis
B. Westra, Sean R. Landman, Pranjul Yadav, Michael S. Steinbach
2017Applied Clinical Informatics23 citations Open access
Semantic Scholar
Association of BMI, comorbidities and all-cause mortality by using a baseline mortality risk model
Jia Li, György J. Simon, M. Castro, Vipin Kumar +2 more
2021PLoS ONE22 citations Open access
Semantic Scholar
Connectivity cluster analysis for discovering discriminative subnetworks in schizophrenia
G. Atluri, Michael S. Steinbach, K. Lim, Vipin Kumar +1 more
2015Human Brain Mapping22 citations Open access
Semantic Scholar
TR 15-016 Mining Electronic Health Records ( EHR ) : A Survey
Pranjul Yadav, Michael S. Steinbach, V. Kumar, G. Simon
201522 citations
Semantic Scholar
Detection of Precursors to Aviation Safety Incidents Due to Human Factors
Igor Melnyk, Pranjul Yadav, Michael S. Steinbach, J. Srivastava +2 more
20132013 IEEE 13th International Conference on Data Mining Workshops22 citations
Semantic Scholar
Don't Do Imputation: Dealing with Informative Missing Values in EHR Data Analysis
Jia Li, Mengdie Wang, Michael S. Steinbach, Vipin Kumar +1 more
2018International Conference on Big Knowledge20 citations
Semantic Scholar
Genetic Signature of Histiocytic Sarcoma Revealed by a Sleeping Beauty Transposon Genetic Screen in Mice
R. A. Been, M. Linden, Courtney J. Hager, Krista J. DeCoursin +6 more
2014PLoS ONE20 citations Open access
Semantic Scholar
AI-enabled scientific revolution in the age of generative AI: second NSF workshop report
A. Karpatne, Aryan Deshwal, Xiao-Wei Jia, Wei Ding +3 more
2025npj Artificial Intelligence18 citations Open access
Semantic Scholar
Proteome Profiling in Lung Injury Following Hematopoietic Stem Cell Transplantation
M. Bhargava, K. Viken, Sanjoy Dey, Michael S. Steinbach +10 more
2016Biology of Blood and Marrow Transplantation18 citations Open access
Semantic Scholar
Discovering Groups of Time Series with Similar Behavior in Multiple Small Intervals of Time
G. Atluri, Michael S. Steinbach, K. Lim, Angus W. MacDonald +1 more
2014SDM17 citations Open access
Semantic Scholar
Physics-Guided Recurrent Graph Networks for Predicting Flow and Temperature in River Networks
Xiao-Wei Jia, Jacob Aaron Zwart, J. Sadler, A. Appling +7 more
2020arXiv.org15 citations
Semantic Scholar
Teaching deep learning causal effects improves predictive performance
Jia Li, Xiao-Wei Jia, Hao-Yu Yang, Vipin Kumar +2 more
2020arXiv.org15 citations
Semantic Scholar
Mining Novel Multivariate Relationships in Time Series Data Using Correlation Networks
Saurabh Agrawal, Michael S. Steinbach, Daniel Boley, Snigdhansu Chatterjee +4 more
2018IEEE Transactions on Knowledge and Data Engineering14 citations Open access
Semantic Scholar
Predicting diabetes clinical outcomes using longitudinal risk factor trajectories
György J. Simon, K. Peterson, M. Castro, Michael S. Steinbach +2 more
2020BMC Medical Informatics and Decision Making12 citations Open access
Semantic Scholar
Development and Validation of a Risk Stratification Model Using Disease Severity Hierarchy for Mortality or Major Cardiovascular Event
Che G. Ngufor, P. Caraballo, Thomas J. O'Byrne, David Chen +4 more
2020JAMA Network Open12 citations Open access
Semantic Scholar
A Framework for Visualizing Data Quality for Predictive Models and Clinical Quality Measures.
Steven G. Johnson, Lisiane Pruinelli, Ale J. Hoff, Vipin Kumar +3 more
2019AMIA Joint Summits on Translational Science proceedings. AMIA Joint Summits on Translational Science12 citations
Semantic Scholar
Translational Research in Acute Lung Injury and Pulmonary Fibrosis Protein expression profile of rat type two alveolar epithelial cells during hyperoxic stress and recovery
M. Bhargava, Sanjoy Dey, Trisha Becker, Michael S. Steinbach +7 more
201312 citations
Semantic Scholar
Integration of Clinical and Genomic data : a Methodological Survey
Sanjoy Dey, Rohit Gupta, Michael S. Steinbach, Vipin Kumar
201312 citations
Semantic Scholar
A Data Mining Approach to Determine Sepsis Guideline Impact on Inpatient Mortality and Complications
Lisiane Pruinelli, Pranjul Yadav, Andrew Hangsleben, Jakob Johnson +7 more
2016Summit on Clinical Research Informatics11 citations
Semantic Scholar
A new data mining framework for forest fire mapping
Xi C. Chen, A. Karpatne, Yashu Chamber, Varun Mithal +10 more
2012Conference on Intelligent Data Understanding10 citations
Semantic Scholar
Mini-Batch Learning Strategies for modeling long term temporal dependencies: A study in environmental applications
Shaoming Xu, A. Khandelwal, Xiang Li, Xiao-Wei Jia +8 more
2022SDM9 citations Open access
Semantic Scholar
Forensic Style Analysis with Survival Trajectories
Pranjul Yadav, Michael S. Steinbach, Lisiane Pruinelli, B. Westra +3 more
20152015 IEEE International Conference on Data Mining9 citations
Semantic Scholar

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Xiao-Wei Jia×11
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György J. Simon×11
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A. Karpatne×9
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J. Willard — researcher profile on SciRah

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B. Westra — researcher profile on SciRah