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Analyzing group communication for preventing data leakage via email

机译:分析组通信以防止通过电子邮件泄漏数据

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Modern business activities rely on extensive email exchange. Various solutions attempt to analyze email exchange in order to prevent emails from being sent to the wrong recipients. However there are still no satisfying solutions; many email addressing mistakes are not detected and in many cases correct recipients are wrongly marked as potential addressing mistakes. In this paper we present a new approach for preventing emails addressing mistakes in organizations. The approach is based on analysis of emails exchange among members of the organization and the identification of groups based on common topics. Each member's topics are then used during the enforcement phase for detecting potential leakage. When a new email is composed and about to be sent, each email recipient is analyzed. A recipient is approved if the email's content belongs to at least one of the topics common to the sender and the recipient. We evaluated the new approach using the Enron Email dataset. Our evaluation results suggest that the new approach easily copes with email recipients that have no previous direct connection with the sender.
机译:现代商业活动依靠广泛的电子邮件交换。各种解决方案尝试分析电子邮件交换,以防止电子邮件发送到错误的收件人。然而,仍然没有满足的解决方案;未检测到许多电子邮件解决错误,并且在许多情况下,正确的收件人被错误地标记为潜在的解决错误。在本文中,我们提出了一种防止电子邮件解决组织中错误的新方法。该方法是基于对组织成员之间的电子邮件交换的分析以及基于共同主题的群体的识别。然后在执行阶段使用每个成员的主题以检测潜在的泄漏。在组成和即将发送新电子邮件时,分析了每个电子邮件收件人。如果电子邮件的内容属于发送者和收件人的至少一个主题,则批准收件人。我们使用enron电子邮件数据集评估了新方法。我们的评估结果表明,新方法可以轻松地应对与发件人一起直接连接的电子邮件收件人。

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