A Collaborative Spam Detection System with a Novel E-Mail Abstraction Scheme
#1

A Collaborative Spam Detection System with a Novel E-Mail Abstraction Scheme


.pdf   Novel E-Mail Abstraction Scheme.pdf (Size: 1.43 MB / Downloads: 9)

Abstract

E-mail communication is indispensable nowadays, but the e-mail spam problem continues growing drastically. In recent
years, the notion of collaborative spam filtering with near-duplicate similarity matching scheme has been widely discussed. The primary
idea of the similarity matching scheme for spam detection is to maintain a known spam database, formed by user feedback, to block
subsequent near-duplicate spams.

INTRODUCTION

E-MAIL communication is prevalent and indispensable
nowadays. However, the threat of unsolicited junk emails,
also known as spams, becomes more and more
serious. According to a survey by the website TopTenREVIEWS
[11], 40 percent of e-mails were considered as spams
in 2006. The statistics collected by MessageLabs1 show that
recently the spam rate is over 70 percent and persistently
remains high. The primary challenge of spam detection
problem lies in the fact that spammers will always find new
ways to attack spam filters owing to the economic benefits of
sending spams. Note that existing filters generally perform
well when dealing with clumsy spams, which have
duplicate content with suspicious keywords or are sent
from an identical notorious server.

Definition of Near-Duplicate

The central idea of near-duplicate spam detection is to exploit
reported known spams to block subsequent ones which have
similar content. For different forms of e-mail representation,
the definitions of similarity between two e-mails are diverse.
Unlike most prior works representing e-mails based mainly
670 IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, VOL. 23, NO. 5, MAY 2011
on content text, we investigate representing each e-mail
using an HTML tag sequence.

E-MAIL ABSTRACTION SCHEME

In this section, a novel e-mail abstraction scheme is
introduced. In Section 3.1, procedure SAG is presented to
depict the generation process of an e-mail abstraction. The
devised data structures SpTable and SpTrees are illustrated
in Section 3.2. Finally, the robustness issue is discussed in
Section 3.3.

Structure Abstraction Generation

Wepropose the specific procedureSAGto generate the e-mail
abstraction using HTML content in e-mail. SAG is elaborated
with the example of Fig. 3, and the algorithmic form of SAG is
outlined in Fig. 1.
Reply

Important Note..!

If you are not satisfied with above reply ,..Please

ASK HERE

So that we will collect data for you and will made reply to the request....OR try below "QUICK REPLY" box to add a reply to this page
Popular Searches: hardware abstraction layer daemon, right a novel hybrid ip traceback scheme srs, use of abstraction in object, abstraction vs extraction**tional, privacy aware collaborative spam filtering, abstraction with 3d password, seminar report on data abstraction in java in pdf,

[-]
Quick Reply
Message
Type your reply to this message here.

Image Verification
Please enter the text contained within the image into the text box below it. This process is used to prevent automated spam bots.
Image Verification
(case insensitive)

Possibly Related Threads...
Thread Author Replies Views Last Post
  Space Vector Pulse Width Modulation (SVPWM) Scheme for Inverter Using MATLAB/SIMULINK project report helper 11 10,287 25-05-2016, 01:38 AM
Last Post: Guest
Music TECHNIQUE FOR ONLINE DETECTION OF SHORTS IN FIELDS OF TURBINE GENERATOR ROTOR seminar projects crazy 8 7,978 27-09-2014, 09:55 PM
Last Post: seminar report asees
  A Solution to Remote Detection of Illegal Electricity Usage via Power Line Communicat seminarsonly 10 9,270 27-02-2012, 10:29 AM
Last Post: seminar paper
  A Novel Three-Phase to Five-PhaseTransformation Using a Special Transformer Connecti smart paper boy 12 4,125 08-02-2012, 10:09 AM
Last Post: seminar addict
  Power Theft Detection via PLC projectsofme 1 7,396 21-07-2011, 03:28 PM
Last Post: project topics
  Transmission Line Fault Detection & Phase Selection using ANN project topics 1 3,097 04-05-2011, 10:00 AM
Last Post: seminar class
  e mail Alert System seminars report electrical engineering 3 4,296 11-03-2011, 06:10 PM
Last Post: seminar project explorer
  A Novel Power Management Control Strategy for Renewable Energy Power System seminar class 0 1,063 19-02-2011, 11:21 AM
Last Post: seminar class
  Fiber-Optics-Based Fault Detection in Power Systems seminarsense 2 2,616 02-12-2010, 06:16 AM
Last Post: seminar surveyer
  Fraud Detection in High Voltage Electricity Consumers Using Data Mining Wifi 0 1,752 29-10-2010, 12:11 AM
Last Post: Wifi

Forum Jump: