Establishing Trust Between Mail Servers to Improve Spam Filtering

نویسندگان

  • Jimmy McGibney
  • Dmitri Botvich
چکیده

This paper proposes a new way to improve spam filtering based on the establishment and maintenance of trust between mail domains. An architecture is presented where each mail domain has an associated trust manager that dynamically records trust measures pertaining to other domains. Trust by one mail domain in another is influenced by direct experience as well as recommendations issued by collaborators. Each trust manager interacts with local spam filtering and peer trust managers to continuously update trust. These trust measures are used to tune filter sensitivity. A simulation set-up is described with multiple nodes that send and receive mail, some of which is spam. Rogue mail servers that produce spam are also introduced. Results of these simulations demonstrate the potential of trust based spam filtering, and are assessed in terms of improvements in rates of false positives and false negatives.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

A Trust Based System for Enhanced Spam Filtering

The effectiveness of current anti-spam systems is limited by the ability of spammers to adapt to filtering techniques and the lack of incentive for mail servers to filter outgoing spam. A new approach, based on decentralised trust management, is described in this paper. An architecture and protocol, called TOPAS (Trust Overlay Protocol for Anti Spam), are presented. Each mail server records tru...

متن کامل

Restraining transmission of unsolicited bulk e-mail

Filtering large amounts of unsolicited bulk e-mail, also known as spam, is expensive. Either because of the time spent on manual deletion or complex analysis by algorithms putting heavy load on e-mail servers. Due to exponential growth of the volume of spam campaigns, Internet Service Providers (ISP’s) are increasingly forced to use rigorous rejection policies to prevent their filter servers fr...

متن کامل

An E-mail Authentication and Disposable Addressing Scheme for Filtering Spam

The number of spam mails has spread rapidly in recent years. Currently, the most common spam filtering solutions include blacklisting and content filtering, as well as the Bayesian approach, which uses a Bayesian filter to analyze mail content to generate classifiers. However, spammers can forge their addresses or include additional information that will mislead the filtering system or mark leg...

متن کامل

Personalized E-mail Filtering System Based on Usage Control

In order to cope with the problem of spam soaring, a personalized e-mail filtering method based on UCON is proposed. E-mails from different senders were classified as junk e-mail, suspicious e-mail and normal email by trust third-party according to the maintained blacklist and embedded machine learning technology online. Suspicious e-mails will be classified further from users’ point of view ma...

متن کامل

Towards Improving E-mail Content Classification for Spam Control: Architecture, Abstraction, and Strategies

This dissertation discusses techniques to improve the effectiveness and the efficiency of spam control. Specifically, layer-3 e-mail content classification is proposed to allow e-mail pre-classification (for fast spam detection at receiving e-mail servers) and to allow distributed processing at network nodes for fast spam detection at spam control points, e.g., at e-mail servers. Fast spam dete...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2007