Learning how to tell ham from spam

George Sakkis
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引用次数: 3

Abstract

Unsolicited Commercial Email (UCE), commonly known as spam, has evolved from a mere nuisance to a multi-billion dollar problem. The near zero cost of acquiring huge lists of email addresses and flooding them with advertising messages has affected individual users, small companies, and large institutions alike. Spam is forcing users to wade through their mailbox to find the relatively few emails specifically addressed to them, colloquially referred to as "ham." Spam also wastes bandwidth, intermediate storage space, CPU time of Internet Service Providers (ISPs), and is often insulting and unsuitable (e.g. having pornographic content), especially to minors. Indicative of spam's extent is the first Conference on Email and Anti-Spam (CEAS) that recently took place in Mountain View, CA, following several industrial conferences on the topic. The conference attracted over two hundred academics and practitioners, most of them actively working on the problem from different perspectives, such as machine learning, security, and law.
学习如何分辨火腿和垃圾邮件
未经请求的商业电子邮件(UCE),通常被称为垃圾邮件,已经从一个简单的麻烦演变成一个数十亿美元的问题。获取庞大的电子邮件地址列表并在其中大量投放广告信息的成本几乎为零,这对个人用户、小公司和大型机构都产生了影响。垃圾邮件迫使用户在他们的邮箱中寻找相对较少的专门针对他们的电子邮件,通俗地称为“ham”。垃圾邮件还会浪费互联网服务提供商的带宽、中间存储空间和CPU时间,并且通常是侮辱性的和不合适的(例如含有色情内容),特别是对未成年人。最近在加州山景城举行的第一届电子邮件和反垃圾邮件会议(CEAS)表明了垃圾邮件的严重程度,此前曾举行过几次有关该主题的工业会议。会议吸引了200多名学者和实践者,他们中的大多数人积极地从不同的角度研究这个问题,比如机器学习、安全和法律。
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