Case-based reasoning in IVF: prediction and knowledge mining

被引:55
作者
Jurisica, I [1 ]
Mylopoulos, J
Glasgow, J
Shapiro, H
Casper, RF
机构
[1] Univ Toronto, Dept Comp Sci, Toronto, ON M5S 1A4, Canada
[2] Queens Univ, Dept Comp & Informat Sci, Kingston, ON K7L 3N6, Canada
[3] Toronto Gen Hosp, Div Reprod Sci, Toronto, ON M5G 2C4, Canada
关键词
case-based reasoning; in vitro fertilization; relevance; similarity; context; prediction; knowledge mining;
D O I
10.1016/S0933-3657(97)00037-7
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In vitro fertilization (IVF) is a medically-assisted reproduction technique, enabling infertile couples to achieve successful pregnancy. Given the unpredictability of the task, we propose to use a case-based reasoning system that exploits past experiences to suggest possible modifications to an NF treatment plan in order to improve overall success rates. Once the system's knowledge base is populated with a sufficient number of past cases, it can be used to explore and discover interesting relationships among data, thereby achieving a form of knowledge mining. The article describes the TA3(IVF) system-a case-based reasoning system which relies on context-based relevance assessment to assist in knowledge visualization, interactive data exploration and discovery in this domain. The system can be used as an advisor to the physician during clinical work and during research to help determine what knowledge sources are relevant for a treatment plan. (C) 1998 Elsevier Science B.V.
引用
收藏
页码:1 / 24
页数:24
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