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COMPOSE: Using temporal patterns for interpreting wearable sensor data with computer interpretable guidelines
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DOI：10.1016/j.compbiomed.2016.11.015.png)
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摘要
En 中文
This paper describes a novel temporal logic-based framework for reasoning with continuous data collected from wearable sensors. The work is motivated by the Metabolic Syndrome, a cluster of conditions which are linked to obesity and unhealthy lifestyle. We assume that, by interpreting the physiological parameters of continuous monitoring, we can identify which patients have a higher risk of Metabolic Syndrome. We define temporal patterns for reasoning with continuous data and specify the coordination mechanisms for combining different sets of clinical guidelines that relate to this condition. The proposed solution is tested with data provided by twenty subjects, which used sensors for four days of continuous monitoring. The results are compared to the gold standard. The novelty of the framework stands in extending a temporal logic formalism, namely the Event Calculus, with temporal patterns. These patterns are helpful to specify the rules for reasoning with continuous data and in combining new knowledge into one consistent outcome that is tailored to the patient's profile. The overall approach opens new possibilities for delivering patient-tailored interventions and educational material before the patients present the symptoms of the disease.
Keyword:
Temporal reasoning
COMPOSE
Metabolic syndrome
Event calculus
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期刊
IF:
6.3
论文数:
8.3K
被引数:
3.3W
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引用论文
分享收藏Diagnosis and management of the metabolic syndrome - An American Heart Association/National Heart, Lung, and Blood Institute Scientific Statement代谢综合征的诊断和管理-美国心脏协会/国家心脏，肺和血液研究所科学声明.png)
CIRCULATION
OAAI
CIRCULATIONIF38.6
OAAI分享收藏Harmonizing the Metabolic Syndrome A Joint Interim Statement of the International Diabetes Federation Task Force on Epidemiology and Prevention; National Heart, Lung, and Blood Institute; American Heart Association; World Heart Federation; International Atherosclerosis Society; and International Association for the Study of Obesity协调代谢综合征国际糖尿病联合会流行病学和预防工作组; 国家心脏，肺和血液研究所; 美国心脏协会; 世界心脏联合会; 国际动脉粥样硬化学会; 和国际肥胖研究协会的联合临时声明CIRCULATIONOAAI
CIRCULATIONIF38.6
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