Backpropagation Learning Algorithms for Email Classification.
Journal Title: International Journal on Computer Science and Engineering - Year 2016, Vol 8, Issue 7
Abstract
Today email has become one the fastest and most effective form of communication. The popularity of this mode of transmitting goods, information and services has motivated spammers to perfect their technical skills to fool spam filters. This development has worsened the problems faced by Internet users as they have to deal with email congestion, email overload and unprioritised email messages. The result was an exponential increase in the number of email classification management tools for the past few decades. In this paper we propose a new spam classifier using a learning process of multilayer neural network to implement back propagation technique. Our contribution to the body of knowledge is the use of an improved empirical analysis to choose an optimum, novel collection of attributes of a user’s email contents that allows a quick detection of most important words in emails. We also demonstrate the effectiveness of two equal sets of emails training and testing data.
Authors and Affiliations
*David Ndumiyana and Tarirayi Mukabeta
Keywords
Related Articles
- EP ID EP128488
- DOI -
- Views 115
- Downloads 0
A Survey on Telecommunication Technology Standards
Mobile Ad-hoc Network is a self configurable routing protocol. Nodes in MANET can shift freely from one place to another place and each node in MANET can take action as a transmitter, receiver and router. WiMAX is a tele...
Human Talent Prediction in HRM using C4.5 Classification Algorithm
In HRM, among the challenges for HR professionals is to manage an organization’s talents, especially to ensure the right person for the right job at the right time. Human talent prediction is an alternative to handle thi...
Conditional Random Fields based Pronominal Resolution in Tamil
This paper deals with Tamil pronominal resolution using Conditional Random Fields a machine learning approach. A detailed linguistic analysis of Tamil pronominals and its antecedence occurring in various syntactic constr...
Populating domain specific words from Academic web pages of Tamil Nadu Universities to build domain ontology for educational websites.
Machine translation from one natural language to the other is a challenging task. One of the methods of doing machine translation is using Interlingua based approach. In that approach the source language can be represent...
Detection of Rice Leaf Diseases Using Chaos and Fractal Dimension in Image Processing
A novel method for detecting rice leaf disease using image processing technique called fractal dimension and chaos theory is proposed in this paper. The analysis of a diseased leaf is carried out according to its image p...