Download Anti-spam techniques based on artificial immune system by Ying Tan PDF

By Ying Tan

Email has develop into an essential communique instrument in lifestyle. even if, excessive volumes of junk mail waste assets, intrude with productiveness, and current serious threats to computing device process defense and private privateness. This booklet introduces learn on anti-spam strategies according to the substitute immune approach (AIS) to spot and filter out unsolicited mail. It presents a unmarried resource of all anti-spam types and algorithms in response to the AIS which have been proposed by way of the writer for the previous decade in a number of journals and conferences.

Inspired by way of the organic immune approach, the AIS is an adaptive approach in accordance with theoretical immunology and saw immune services, rules, and types for challenge fixing. one of the number of anti-spam options, the AIS has been powerful and is turning into some of the most vital the way to clear out junk mail. The e-book additionally makes a speciality of a number of key issues regarding the AIS, including:

  • Extraction equipment encouraged by way of quite a few immune principles
  • Construction methods according to a number of focus equipment and models
  • Classifiers according to immune threat theory
  • The immune-based dynamic updating algorithm
  • Implementing AIS-based unsolicited mail filtering systems

The publication additionally contains numerous experiments and comparisons with state of the art anti-spam recommendations to demonstrate the wonderful functionality AIS-based anti-spam techniques.

Anti-Spam thoughts in line with man made Immune System

supplies practitioners, researchers, and teachers a centralized resource of distinct info on effective versions and algorithms of AIS-based anti-spam strategies. It additionally comprises the most up-tp-date info at the common achievements of anti-spam examine and techniques, outlining suggestions for designing and using spam-filtering models.

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Extra info for Anti-spam techniques based on artificial immune system

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Try to classify e-mails with the help of artificial neural network. The experimental results show that certain extension or modification of the feature set should be made for its improvement on performance. Artificial immune system: Secker et al. [167] put forward the concept of AISEC (Artificial Immune System for E-mail Classification), aiming to distinguish e-mails the users are interested in and those they are not. Given that there is no repeating in training, this method can realize advanced e-mail locator on ends and track the change of the users’ interests.

After such processing, the words were reflected as integer so as to protect e-mail users’ privacy. 79%. 06 words. 06 words. 06 words long while the longest is 32,810 words long. 6 Summary In current anti-spam techniques, intelligent spam detection methods are the most effective and promising approaches. Nevertheless, legal means and simple techniques can also play a role on some spam conforming to the defined characteristics, while it is difficult for the e-mail protocol methods to be put into practice due to the high cost.

Anti-Spam Technologies ■ 5 To transfer the cost of sending spam to the e-mail senders, Reference [20] proposes a method to improve the way of e-mail delivery: during the delivery process, e-mails are always stored on the senders’ MTA until the recipients successfully finish receiving the e-mails. Reference [68] proposes a protocol in which the recipients could control the sending process of e-mails. When sent from strangers, the e-mails are first stored on the senders’ MTA and the e-mail summaries (or envelopes) are delivered to the recipients, and only when the recipients are interested in the e-mails, the e-mails are sent successfully.

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