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Bayesian Spam Filter Advantages

July 31, 2018 by Lauren Palmer

Using Bayesian spam filtering is sometimes highly advantages. This is a technique that can filter out spam reaching inboxes. Initially, the filter system appeared in 1998 but it gained its attention only in 2002 as it was described by a Paul Graham paper. Nowadays, there are various specialists in the technique, like Steven Scott Bayesian supporter and statistician. After it was implemented, it became a really good technique that can distinguish the legitimate emails from illegitimate spam emails. The modern spam filters now use Bayesian technique, just like server-side filters, which can embed such a function within filters right within emailing software.

A Bayesian spam filter works in a really interesting way. It analyzes the email you get and then calculates how probable it is that content is spam. After, it self-builds specific spam characteristics, together with recording good message elements. After an analysis, the email is classified as being either legitimate or spam. When messages are classified, spam filters are trained more, based on per-user basis. This is basically the biggest advantage associated with the use of Bayesian anti-spam filters.

What should be known is that the spam you receive is usually related to your online activities. For instance, you might have subscribed to a specific online newsletter that is considered as being spam. The newsletter, together with other newsletters that come from the same source, will surely contain some common words. The Bayesian filter analyzes content, identifies common characteristics and then decides that there is a high possibility the content is spam. Everything is practically based on specific user activity.

The legitimate emails that are received are different than spam. Bayesian anti-spam filters analyze them and decide that there is a low possibility of the email being spam. If you are receiving emails from the exact same source, emails will normally have the same names for customers, clients or company name. As these are labeled as being legitimate, Bayesian filters let emails go through.

One of the biggest advantages associated with Bayesian spam filters is the fact that accuracy constantly improves as time passes. These filters often work really well because they keep learning. If there is a filter that incorrectly classifies the message, corrective training appears.

Bayesian filters are really good at avoiding the appearance of false positives. When emails received contain words like “lottery” or “Nigeria”, which are quite common these days in illegal spam messages, the spam filter automatically labels the email as being probable. It is not immediately rejected, like normal spam filters do. Only after some extra characteristics are identified as being associated with spam emails the filter decides that the message is spam. As an example, when the email contains such words but comes from a friend you often change emails with, it is a clear indicator of legitimacy. Bayesian spam filters automatically overcome probable spam words.

To sum up, the Bayesian spam filters work better than regular spam filters. They will give you access to a much better overall email experience.

Filed Under: Tech Tagged With: email, internet, spam filter, tech

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Welcome to ABC at Home! The woman/parenting/homeschooling/entrepreneur resource brought to you by a busy, but efficient mother! I write articles about travel, business, finance and many more subjects for stay-at-home parents (yes, that includes men too) so that our kids can thrive as much as we do.