DocumentCode
1948401
Title
Adaptive Prediction of Patient Response to Erythropoietin using Neural Network Ensemble
Author
Gaweda, Adam E. ; Muezzinoglu, Mehmet K. ; Zurada, Jacek M. ; Brier, Michael E.
Author_Institution
Univ. of Louisville, Louisville
fYear
2007
fDate
12-17 Aug. 2007
Firstpage
2268
Lastpage
2270
Abstract
A neural network ensemble for adaptive prediction of patient response to anemia correction with erythropoietin is presented. The model combines individual neural networks whose outputs are aggregated using prediction error information. The purpose of this approach is to perform response modeling that can be used for individualized, patient-specific drug delivery.
Keywords
drug delivery systems; medical diagnostic computing; neural nets; anemia correction; erythropoietin; neural network ensemble; patient response; patient-specific drug delivery; prediction error information; Adaptive systems; Artificial neural networks; Diseases; Drug delivery; Humans; Neural networks; Predictive models; Protocols; Red blood cells; Testing;
fLanguage
English
Publisher
ieee
Conference_Titel
Neural Networks, 2007. IJCNN 2007. International Joint Conference on
Conference_Location
Orlando, FL
ISSN
1098-7576
Print_ISBN
978-1-4244-1379-9
Electronic_ISBN
1098-7576
Type
conf
DOI
10.1109/IJCNN.2007.4371311
Filename
4371311
Link To Document