论文标题
解释:用于基于解释时间序列解释的软件解决方案
Construe: a software solution for the explanation-based interpretation of time series
论文作者
论文摘要
本文介绍了基于绑架推理的时间序列解释的一般框架的软件实施。该软件提供了一个数据模型和一组算法,以推断时间序列的最佳解释,从而在时间序列基础的过程的多个抽象级别中进行了描述。作为概念证明,提供心电图(ECG)域的综合知识库,因此可以直接用作ECG分析的工具。该工具已在几个值得注意的问题中成功验证,例如心跳分类或房颤检测。
This paper presents a software implementation of a general framework for time series interpretation based on abductive reasoning. The software provides a data model and a set of algorithms to make inference to the best explanation of a time series, resulting in a description in multiple abstraction levels of the processes underlying the time series. As a proof of concept, a comprehensive knowledge base for the electrocardiogram (ECG) domain is provided, so it can be used directly as a tool for ECG analysis. This tool has been successfully validated in several noteworthy problems, such as heartbeat classification or atrial fibrillation detection.