I am trying to build spam filtering application using text categorization. From where should I start learning the algorithms? Which algorithm should I implement first? Anyone can suggest any good material?

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I found this article [PDF] that gives quite a good overview of available machine learning techniques and their performance for spam filtering.

Here you can find more information on the subject as well as training data!

I must say that there are volumes of material online, simple google search for "spam filtering machine learning techniques" is enough.

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