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Projects 2006 2021

calibration
machine learning

SCH: EXP: Collaborative Research: Group-Specific Learnin

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

National Science Foundation

9/1/168/31/19

Project: Research project

Precision Medicine
Evidence-Based Medicine
Learning
Research

Research Output 2003 2019

Neurodevelopmental heterogeneity and computational approaches for understanding autism

Jacob, S., Wolff, J. J., Steinbach, M. S., Doyle, C. B., Kumar, V. & Elison, J. T., Dec 1 2019, In : Translational psychiatry. 9, 1, 63.

Research output: Contribution to journalReview article

Autistic Disorder
Aptitude
Psychiatry
Comorbidity
Phenotype

Don't do imputation: Dealing with informative missing values in EHR data analysis

Li, J., Wang, M., Steinbach, M. S., Kumar, V. & Simon, G. J., Dec 24 2018, Proceedings - 9th IEEE International Conference on Big Knowledge, ICBK 2018. Soon, O. Y., Chen, H., Wu, X. & Aggarwal, C. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 415-422 8 p. 00062. (Proceedings - 9th IEEE International Conference on Big Knowledge, ICBK 2018).

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

Missing values
Imputation
Modeling
Evaluation
Model selection
10 Citations (Scopus)

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

Mining
Health
Electronics
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. (Proceedings - 2017 IEEE International Conference on Healthcare Informatics, ICHI 2017).

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

Electronic Health Records
Type 2 Diabetes Mellitus
Aptitude
Proportional Hazards Models
Observational Studies
3 Citations (Scopus)

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

Sepsis
Length of Stay
Point-of-Care Systems
Propensity Score
Mortality