Continuous-Time System Identification of a Smoking Cessation Intervention.

Continuous-Time System Identification of a Smoking Cessation Intervention.
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持续时间系统识别戒烟干预措施。

DOI:
10.1080/00207179.2013.874080
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发表时间:
2014
影响因子:
2.1
通讯作者:
Piper ME
Piper ME
中科院分区:
计算机科学4区
文献类型:
--
作者:
Timms KP;Rivera DE;Collins LM;Piper ME

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Cigarette smoking is a major global public health issue and the leading cause of preventable death in the United States. Toward a goal of designing better smoking cessation treatments, system identification techniques are applied to intervention data to describe smoking cessation as a process of behavior change. System identification problems that draw from two modeling paradigms in quantitative psychology (statistical mediation and self-regulation) are considered, consisting of a series of continuous-time estimation problems. A continuous-time dynamic modeling approach is employed to describe the response of craving and smoking rates during a quit attempt, as captured in data from a smoking cessation clinical trial. The use of continuous-time models provide benefits of parsimony, ease of interpretation, and the opportunity to work with uneven or missing data.
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