Intelligent Decision Support in Medicine: back to Bayes?
Дата
Авторы
Lindgaard,Gitte
Pyper,Catherine
Frize,Monique
Walker,Robin
Boutilier,Craig
Hui,Bowen
Narasimhan,Sheila
Folkens,Janette
Winogron,Bill
Egan,Peter
Journal Title
Journal ISSN
Volume Title
Издатель
Journal of Universal Computer Science
Аннотация
Описание
Decision Support Systems are proliferating rapidly in many areas of human endeavour including clinical medicine and psychology. While these are typically based on rule-based systems, decision trees, or Artificial Neural Networks, this paper argues that Bayes Theorem can be applied fruitfully to support expert decisions both in dynamically changing situations requiring the system progressively to adapt, and when this is not the case. One example of each of these two types is given. One provides diagnostic support for human decision makers; the other, an e-health mental intervention system provides decision rules enabling it to respond and provide the most appropriate training modules to input from clients with changing needs. The contributions of psychological research underlying both systems is summarized.
Ключевые слова
Bayes' Theorem , Decision Support Systems (DSS) , diagnostic error , individuating information , base rates , e-health intervention