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    • 2. 发明授权
    • Online adaptive filtering of messages
    • 在线自适应过滤消息
    • US09270625B2
    • 2016-02-23
    • US14452224
    • 2014-08-05
    • AOL INC.
    • Joshua AlspectorAleksander Kolcz
    • G06F15/16G06F15/173H04L12/58G06F17/30
    • H04L51/12G06F17/30707G06Q10/107H04L51/28
    • In general, a two or more stage spam filtering system is used to filter spam in an e-mail system. One stage includes a global e-mail classifier that classifies e-mail as it enters the e-mail system. The parameters of the global e-mail classifier generally may be determined by the policies of e-mail system owner and generally are set to only classify as spam those e-mails that are likely to be considered spam by a significant number of users of the e-mail system. Another stage includes personal e-mail classifiers at the individual mailboxes of the e-mail system users. The parameters of the personal e-mail classifiers generally are set by the users through retraining, such that the personal e-mail classifiers are refined to track the subjective perceptions of their respective user as to what e-mails are spam e-mails. Retraining data for the personal e-mail classifiers may be aggregated and a subset of the aggregate may be chosen for use in retraining the global e-mail classifier.
    • 一般来说,两个或更多阶段的垃圾邮件过滤系统用于过滤电子邮件系统中的垃圾邮件。 一个阶段包括一个全球电子邮件分类器,用于在电子邮件进入电子邮件系统时进行分类。 全球电子邮件分类器的参数通常可以由电子邮件系统所有者的策略确定,并且通常被设置为仅将那些可能被许多用户认为是垃圾邮件的电子邮件分类为垃圾邮件 电子邮件系统。 另一个阶段包括在电子邮件系统用户的个人邮箱中的个人电子邮件分类器。 个人电子邮件分类器的参数通常由用户通过再培训设置,使得个人电子邮件分类器被改进以跟踪其相应用户对于垃圾邮件的电子邮件的主观感知。 可以聚合个人电子邮件分类器的再培训数据,并且可以选择聚合的子集用于重新训练全局电子邮件分类器。