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首页> 外文期刊>International Journal of Intelligent Information Technologies >Mining e-mail messages: Uncovering interaction patterns and processes using e-mail logs
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Mining e-mail messages: Uncovering interaction patterns and processes using e-mail logs

机译:挖掘电子邮件:使用电子邮件日志发现交互模式和过程

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摘要

Increasingly information systems log historic information in a systematic way. Workflow management systems, but also ERP, CRM, SCM, and B2B systems often provide a so-called "event log" (i.e., a log recording the execution of activities). Thus far, process mining has been mainly focusing on structured event logs resulting in powerful analysis techniques and tools for discovering process, control, data, organizational, and social structures from event logs. Unfortunately, many work processes are not supported by systems providing structured logs. Instead, very basic tools such as text editors, spreadsheets, and e-mail are used. This article explores the application of process mining to e-mail (i.e., unstructured or semi-structured e-mail messages are converted into event logs suitable for application of process mining tools). This article presents the tool EMailAnalyzer, embedded in the ProM process mining framework, which analyzes and transforms e-mail messages to a format that allows for analysis using our process mining techniques. The main innovative aspect of this work is that, unlike most other work in this area, our analysis is not restricted to social network analysis. Based on e-mail logs, we can also discover interaction patterns and processes.
机译:越来越多的信息系统以系统的方式记录历史信息。工作流管理系统以及ERP,CRM,SCM和B2B系统通常提供所谓的“事件日志”(即记录活动执行的日志)。到目前为止,过程挖掘一直主要集中在结构化事件日志上,从而产生了强大的分析技术和工具,可从事件日志中发现过程,控制,数据,组织和社会结构。不幸的是,提供结构化日志的系统不支持许多工作流程。而是使用非常基本的工具,例如文本编辑器,电子表格和电子邮件。本文探讨了流程挖掘在电子邮件中的应用(即,将非结构化或半结构化的电子邮件转换为适用于流程挖掘工具的事件日志)。本文介绍了嵌入在ProM流程挖掘框架中的工具EMailAnalyzer,该工具可将电子邮件分析并转换为一种允许使用我们的流程挖掘技术进行分析的格式。这项工作的主要创新之处在于,与该领域的大多数其他工作不同,我们的分析并不局限于社交网络分析。基于电子邮件日志,我们还可以发现交互模式和过程。

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