A constraint-based specification of periodic patterns in time-oriented data

被引:7
|
作者
Chakravarty, S [1 ]
Shahar, Y [1 ]
机构
[1] Stanford Univ, Stanford Med Sch, Stanford, CA 94305 USA
关键词
D O I
10.1109/TIME.1999.777969
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We use a constraint-based language to specify periodic temporal patterns. The Constraint-based Pattern Specification Language (CAPSUL) is simple to use, but allows a wide variety, of patterns To be expressed. CAPSUL solves problems such as (I) how to use calendar-based constraints to define repetition of a periodic event, (2) what temporal relations must exist between consecutive repeats of a pattern, and (3) how expressivity is limited if the same temporal relations must hold between each pair of intervals in the pattern. We implemented CAPSUL in a temporal-abstraction system called Resume and used it in a graphical knowledge-acquisition tool to acquire domain-specific knowledge from experts about patterns to be found in large databases. We summarize the results of preliminary experiments using the pattern-specification and pattern-detection tools on data about patients who have cancer and have been seen at the University of Chicago bone-marrow-transplantation center.
引用
收藏
页码:29 / 40
页数:12
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