Machine learning of clinical performance in a pancreatic cancer database
J Hayward, SA Alvarez, C Ruiz, M Sullivan… - Artificial intelligence in …, 2010 - Elsevier
OBJECTIVE: We consider predictive models for clinical performance of pancreatic cancer
patients based on machine learning techniques. The predictive performance of machine
learning is compared with that of the linear and logistic regression techniques that dominate
the medical oncology literature. METHODS AND MATERIALS: We construct predictive
models over a clinical database that we have developed for the University of Massachusetts
Memorial Hospital in Worcester, Massachusetts, USA. The database contains retrospective …
patients based on machine learning techniques. The predictive performance of machine
learning is compared with that of the linear and logistic regression techniques that dominate
the medical oncology literature. METHODS AND MATERIALS: We construct predictive
models over a clinical database that we have developed for the University of Massachusetts
Memorial Hospital in Worcester, Massachusetts, USA. The database contains retrospective …
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