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.

中文翻译：

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Construe：基于解释的时间序列解释的软件解决方案

本文介绍了基于溯因推理的时间序列解释通用框架的软件实现。该软件提供了一个数据模型和一组算法来推断对时间序列的最佳解释，从而对时间序列背后的过程进行多个抽象级别的描述。作为概念证明，提供了心电图 (ECG) 领域的综合知识库，因此可以直接用作 ECG 分析工具。该工具已在几个值得注意的问题中得到成功验证，例如心跳分类或心房颤动检测。