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Projects 2006 2021

machine learning

SCH: EXP: Collaborative Research: Group-Specific Learnin

Steinbach, M. S., Kumar, V., Simon, G. J. & Westra, B. L.

National Science Foundation


Project: Research project

Precision Medicine
Evidence-Based Medicine

Research Output 2003 2018

8 Citations

Mining electronic health records (EHRs): A survey

Yadav, P., Steinbach, M. S., Kumar, V. & Simon, G. J., Jan 1 2018, In : ACM Computing Surveys. 50, 6, 85.

Research output: Contribution to journalReview article

Data mining
Data Mining

Estimating Disease Onset Time by Modeling Lab Result Trajectories via Bayes Networks

Oh, W., Yadav, P., Kumar, V., Caraballo, P. J., Castro, M. R., Steinbach, M. S. & Simon, G. J., Sep 8 2017, Proceedings - 2017 IEEE International Conference on Healthcare Informatics, ICHI 2017. Cummins, M., Facelli, J., Meixner, G., Giraud-Carrier, C. & Nakajima, H. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 374-379 6 p. 8031177

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Electronic Health Records
Type 2 Diabetes Mellitus
Proportional Hazards Models
Observational Studies
3 Citations

Secondary analysis of an electronic surveillance system combined with multi-focal interventions for early detection of sepsis

Westra, B. L., Landman, S., Yadav, P. & Steinbach, M. S., Jan 18 2017, In : Applied clinical informatics. 8, 1, p. 47-66 20 p.

Research output: Contribution to journalArticle

Length of Stay
Point-of-Care Systems
Propensity Score
16 Citations

Theory-guided data science: A new paradigm for scientific discovery from data

Karpatne, A., Atluri, G., Faghmous, J., Steinbach, M., Banerjee, A., Ganguly, A., Shekhar, S., Samatova, N. & Kumar, V., Oct 1 2017, In : IEEE Transactions on Knowledge and Data Engineering. 29, 10, p. 2318-2331 14 p., 7959606.

Research output: Contribution to journalArticle

Quantum chemistry

A Data Mining Approach to Determine Sepsis Guideline Impact on Inpatient Mortality and Complications

Pruinelli, L., Yadav, P., Hangsleben, A., Johnson, J., Dey, S., McCarty, M., Kumar, V., Delaney, C. W., Steinbach, M. S., Westra, B. L. & Simon, G., 2016, In : AMIA Joint Summits on Translational Science proceedings AMIA Summit on Translational Science. 20, p. 194-202

Research output: Contribution to journalArticle