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Identifying personalized time-varying predictive patterns of risk factors

机译:识别危险因素的个性化时变预测模式

摘要

Aspects of the present invention include a method, system and computer program product. The method includes identifying, by a processor, a set of global risk factors for a target event using training patients, and providing, by the processor, a disease progression timeline with defined time stamps by aligning longitudinal data of the training patients based on the defined time stamp of risk targets. The method also includes positioning, by the processor, a target patient at one of the defined time stamps on the disease progression timeline, and identifying, by the processor, at least one of the training patients similar to the target patient with the same one of the defined time stamps on the disease progression timeline. The method further includes calculating, by the processor, a time-varying predictive pattern of at least a portion of the global set of risk factors for the target patient along the disease progression timeline.
机译:本发明的各方面包括一种方法,系统和计算机程序产品。该方法包括通过处理器使用培训患者的目标事件的一组全局风险因素,并由处理器提供具有定义的时间邮票的疾病进展时间线,通过基于所定义的培训患者的纵向数据对准训练患者的纵向数据风险目标的时间戳。该方法还包括通过处理器在疾病进展时间线上的定义时间戳之一的目标患者的定位,并由处理器识别至少一个训练患者,其与目标患者相似的患者疾病进展时间表上的定义时间戳。该方法还包括由处理器计算沿着疾病进展时间线的目标患者的全局危险因素的至少一部分的时变预测图案。

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