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医学中的时间推理与时间数据维护:问题与挑战

Temporal reasoning and temporal data maintenance in medicine: issues and challenges.

作者信息

Combi C, Shahar Y

机构信息

Dipartimento di Matematica e Informatica, Università degli Studi di Udine, Italy.

出版信息

Comput Biol Med. 1997 Sep;27(5):353-68. doi: 10.1016/s0010-4825(96)00010-8.

Abstract

We present a brief, nonexhaustive overview of research efforts in designing and developing time-oriented systems in medicine. The growing volume of research on time-oriented systems in medicine can be viewed from either an application point of view, focusing on different generic tasks (e.g. diagnosis) and clinical areas (e.g. cardiology), or from a methodological point of view, distinguishing between different theoretical approaches. In this overview, we focus on highlighting methodological and theoretical choices, and conclude with suggestions for new research directions. Two main research directions can be noted: temporal reasoning, which supports various temporal inference tasks (e.g. temporal abstraction, time-oriented decision support, forecasting, data validation), and temporal data maintenance, which deals with storage and retrieval of data that have heterogeneous temporal dimensions. Efforts common to both research areas include the modeling of time, of temporal entities, and of temporal queries. We suggest that tasks such as abstraction of time-oriented data and the handling of different temporal-granularity levels should provide common ground for collaboration between the two research directions and fruitful areas for future research.

摘要

我们简要介绍一下医学领域中设计和开发面向时间的系统的研究工作,但并不全面。医学领域中关于面向时间的系统的研究日益增多,这可以从应用角度来看,关注不同的通用任务(如诊断)和临床领域(如心脏病学),也可以从方法论角度来看,区分不同的理论方法。在本综述中,我们着重强调方法论和理论选择,并以新研究方向的建议作为结尾。可以注意到两个主要的研究方向:时间推理,它支持各种时间推理任务(如时间抽象、面向时间的决策支持、预测、数据验证);以及时间数据维护,它处理具有异构时间维度的数据的存储和检索。这两个研究领域的共同工作包括时间建模、时间实体建模和时间查询建模。我们认为,诸如面向时间的数据抽象和不同时间粒度级别处理等任务,应为这两个研究方向之间的合作提供共同基础,并成为未来研究的富有成果的领域。

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