Describing disease processes using a probabilistic logic of qualitative time

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BackgroundClinical knowledge about progress of diseases is characterised by temporal information as well as uncertainty. However, precise timing information is often unavailable in medicine. In previous research this problem has been tackled using Allen's qualitative algebra of time, which, despite successful medical application, does not deal with the associated uncertainty.

论文关键词:Knowledge representation,Temporal reasoning,Probabilistic logic,Dynamic Bayesian networks,Chronic obstructive pulmonary disease

论文评审过程:Received 29 April 2013, Revised 25 September 2013, Accepted 25 September 2013, Available online 7 October 2013.

论文官网地址:https://doi.org/10.1016/j.artmed.2013.09.003