• 29 Citations
  • 4 Scopus h-Index
20152019
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Research Output 2015 2019

  • 29 Citations
  • 4 Scopus h-Index
  • 9 Conference contribution
  • 8 Article
2019

Estimation of manual wheelchair-based activities in the free-living environment using a neural network model with inertial body-worn sensors

Fortune, E., Cloud-Biebl, B. A., Madansingh, S. I., Ngufor, C., Van Straaten, M. G., Goodwin, B. M., Murphree, D. H., Zhao, K. D. & Morrow, M. M. M., Jan 1 2019, (Accepted/In press) In : Journal of Electromyography and Kinesiology.

Research output: Contribution to journalArticle

Wheelchairs
Neural Networks (Computer)
Activities of Daily Living
Shoulder Pain
Arm
1 Citation (Scopus)

Mixed effect machine learning: A framework for predicting longitudinal change in hemoglobin A1c

Ngufor, C., Van Houten, H., Caffo, B. S., Shah, N. D. & McCoy, R., Jan 1 2019, In : Journal of Biomedical Informatics. 89, p. 56-67 12 p.

Research output: Contribution to journalArticle

Hemoglobin
Learning systems
Hemoglobins
Machine Learning
Nonlinear Dynamics
2018
Boidae
Skilled Nursing Facilities
Technology
Delivery of Health Care
Patient Readmission

Predicting time to first treatment in chronic lymphocytic leukemia using machine learning survival and classification methods

Chen, D., Goyal, G., Go, R., Parikh, S. A. & Ngufor, C., Jul 24 2018, Proceedings - 2018 IEEE International Conference on Healthcare Informatics, ICHI 2018. Institute of Electrical and Electronics Engineers Inc., p. 407-408 2 p. 8419409

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

B-Cell Chronic Lymphocytic Leukemia
Learning systems
Survival Analysis
Classifiers
Machine Learning
Metformin
Medical problems
Type 2 Diabetes Mellitus
Learning systems
Classifiers
2017
Cluster Analysis
Blood Transfusion
Comparative Effectiveness Research
Propensity Score
Random Allocation
2 Citations (Scopus)

Measuring the impact of ambulatory red blood cell transfusion on home functional status: Study protocol for a pilot randomized controlled trial

Murphree, D. H., Kinard, T. N., Khera, N. D., Storlie, C., Ngufor, C., Upadhyaya, S., Pathak, J., Fortune, E., Jacob, E. K., Carter, R. E., Poterack, K. A. & Kor, D. J., Mar 31 2017, In : Trials. 18, 1, 153.

Research output: Contribution to journalArticle

Erythrocyte Transfusion
Randomized Controlled Trials
Accelerometry
Equipment and Supplies
Energy Metabolism

Multitask LS-Svm for Predicting Bleeding and Re-operation Due to Bleeding

Ngufor, C., Murphree, D. H., Upadhyaya, S., Pathak, J. & Kor, D. J., Sep 8 2017, Proceedings - 2017 IEEE International Conference on Healthcare Informatics, ICHI 2017. Institute of Electrical and Electronics Engineers Inc., p. 56-65 10 p. 8031132

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

Hemorrhage
Blood Transfusion
Learning
Aptitude
Least-Squares Analysis
5 Citations (Scopus)

Trajectories of Glycemic Change in a National Cohort of Adults with Previously Controlled Type 2 Diabetes

McCoy, R., Ngufor, C., Van Houten, H. K., Caffo, B. & Shah, N. D., 2017, In : Medical Care. 55, 11, p. 956-964 9 p.

Research output: Contribution to journalArticle

Hemoglobin A
Type 2 Diabetes Mellitus
Cohort Studies
Comorbidity
Research Design
2016
1 Citation (Scopus)

Predicting Prolonged Stay in the ICU Attributable to Bleeding in Patients Offered Plasma Transfusion

Ngufor, C., Murphree, D., Upadhyaya, S., Madde, N., Pathak, J., Carter, R. E. & Kor, D. J., 2016, In : AMIA ... Annual Symposium proceedings. AMIA Symposium. 2016, p. 954-963 10 p.

Research output: Contribution to journalArticle

Length of Stay
Hemorrhage
Blood Transfusion
Therapeutics
2015
2 Citations (Scopus)

A clinical decision support system for preventing adverse reactions to blood transfusion

Murphree, D. H., Clifford, L., Lin, Y., Madde, N., Ngufor, C., Upadhyaya, S., Pathak, J. & Kor, D. J., Dec 8 2015, Proceedings - 2015 IEEE International Conference on Healthcare Informatics, ICHI 2015. Institute of Electrical and Electronics Engineers Inc., p. 100-104 5 p. 7349680

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

Clinical Decision Support Systems
Blood Transfusion
Health Information Systems
Perioperative Care
Acute Lung Injury
4 Citations (Scopus)

A heterogeneous multi-task learning for predicting RBC transfusion and perioperative outcomes

Ngufor, C., Upadhyaya, S., Murphree, D., Madde, N., Kor, D. J. & Pathak, J., 2015, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Springer Verlag, Vol. 9105. p. 287-297 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9105).

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

Multi-task Learning
Red Blood Cells
Intensive care units
Blood
Multiple Outcomes
1 Citation (Scopus)

A systematic prediction of adverse drug reactions using pre-clinical drug characteristics and spontaneous reports

Ngufor, C., Wojtusiak, J. & Pathak, J., Dec 8 2015, Proceedings - 2015 IEEE International Conference on Healthcare Informatics, ICHI 2015. Institute of Electrical and Electronics Engineers Inc., p. 76-81 6 p. 7349677

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

Drug-Related Side Effects and Adverse Reactions
Computing Methodologies
Pharmaceutical Preparations
Marketing
Clinical Trials
1 Citation (Scopus)

Effects of Plasma Transfusion on Perioperative Bleeding Complications: A Machine Learning Approach

Ngufor, C., Murphree, D., Upadhyaya, S., Madde, N., Kor, D. J. & Pathak, J., 2015, Studies in Health Technology and Informatics. IOS Press, Vol. 216. p. 721-725 5 p. (Studies in Health Technology and Informatics; vol. 216).

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

Learning systems
Hemorrhage
International Normalized Ratio
Plasmas
Patient Acceptance of Health Care
6 Citations (Scopus)

Ensemble learning approaches to predicting complications of blood transfusion

Murphree, D., Ngufor, C., Upadhyaya, S., Madde, N., Clifford, L., Kor, D. J. & Pathak, J., Nov 4 2015, Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS. Institute of Electrical and Electronics Engineers Inc., Vol. 2015-November. p. 7222-7225 4 p. 7320058

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

Acute Lung Injury
Blood Transfusion
Blood
Learning
Politics
4 Citations (Scopus)

Multi-task learning with selective cross-task transfer for predicting bleeding and other important patient outcomes

Ngufor, C., Upadhyaya, S., Murphree, D., Kor, D. J. & Pathak, J., Dec 2 2015, Proceedings of the 2015 IEEE International Conference on Data Science and Advanced Analytics, DSAA 2015. Institute of Electrical and Electronics Engineers Inc., 7344836

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

Blood
Intensive care units
Planning
Patient outcomes
Experiments
2 Citations (Scopus)

Predicting adverse reactions to blood transfusion

Murphree, D. H., Clifford, L., Lin, Y., Madde, N., Ngufor, C., Upadhyaya, S., Pathak, J. & Kor, D. J., Dec 8 2015, Proceedings - 2015 IEEE International Conference on Healthcare Informatics, ICHI 2015. Institute of Electrical and Electronics Engineers Inc., p. 82-89 8 p. 7349678

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

Acute Lung Injury
Blood Transfusion
Clinical Decision Support Systems
Area Under Curve
Logistic Models