Improvement of Persian Spam Filtering by Game Theory
Journal Title: International Journal of Advanced Computer Science & Applications - Year 2016, Vol 7, Issue 6
Abstract
There are different methods for dealing with spams; however, since spammers continuously use tricks to defeat the proposed methods, hence, filters should be constantly updated. In this study, Stackelberg game was used to produce a dynamic filter and the relations between filter and adversary were modelled as a turn game in which there is a leader and a follower. Then, an attempt was made to solve the game as an optimization program via the evolutionary stable strategy (ESS). The dataset used in the study for evaluating and analyzing the proposed method was a real dataset including the emails of four users’ personal emails. The results of the conducted evaluations and investigations indicated that the proposed method had an 8% improvement over the three-class classification method and a 0.8% improvement over the ESS-based equilibrium point method.
Authors and Affiliations
Seyedeh Sefati, Mohammad-Reza Feizi-Derakhshi, Seyed Razavi
Keywords
Related Articles
- EP ID EP154290
- DOI 10.14569/IJACSA.2016.070644
- Views 106
- Downloads 0
A Method for Segmentation of Vietnamese Identification Card Text Fields
The development of deep learning in computer vision has motivated researches in related fields, including Op-tical Character Recognition (OCR). Many proposed models and pre-trained models in the literature demonstrate th...
Evaluation and Improvement of Procurement Process with Data Analytics
Analytics can be applied in procurement to benefit organizations beyond just prevention and detection of fraud. This study aims to demonstrate how advanced data mining techniques such as text mining and cluster analysis...
Evolutionary approach to optimisation of the operation of electric power distribution networks
An idea of using a classifying system and co-evolutionary algorithm for operation support of electric power distribution systems operators has been presented in the paper. The method proposed by the author of the work is...
Applications of Multi-criteria Decision Making in Software Engineering
Every complex problem now days require multicriteria decision making to get to the desired solution. Numerous Multi-criteria decision making (MCDM) approaches have evolved over recent time to accommodate various applicat...
Domain and Schema Independent Semantic Model Verbalization: A Conceptual Overview
Semantic Web-based technologies have become extremely popular and its a success that has spread across many domains, additional to the computer science domain. Nevertheless, the reusability aspects associated with the cr...