Comparison And Analysis of Spam Detection Algorithms
Journal Title: International Journal for Research in Applied Science and Engineering Technology (IJRASET) - Year 2015, Vol 3, Issue 1
Abstract
In this e-world, most of the transactions and business is taking place through e-mails. Nowadays, email becomes a powerful tool for communication as it saves a lot of time and cost. But, due to social networks and advertisers, most of the emails contain unwanted information called spam. Even though lot of algorithms has been developed for email spam classification, still none of the algorithms produces 100% accuracy in classifying spam emails. Current server-side antispam filters are made up of several modules aimed at detecting different features of spam e-mails. In particular, text categorization techniques have been investigated by researchers for the design of modules for the analysis of the semantic content of e-mails, due to their potentially higher generalization capability with respect to manually derived classification rules used in current server-side filters. Our research paper consists of comprehensive study of spam detection algorithms under the category of content based filtering. The implemented results have been benchmarked to analyze how accurately they have been classified into their original categories of spam and ham. Further, a new dynamic aspect has been added which includes run-time implementation of Naive Bayes and J48 Tree algorithm on the data which we fed from the mail server dynamically for more efficient results.
Authors and Affiliations
Sakshi Hooda, Aakanksha, Varsha Kansal, Swati Kadian,
Keywords
Related Articles
- EP ID EP19292
- DOI -
- Views 323
- Downloads 7
Robust Video-based Face Recognition
In recent years, multi-camera networks have become increasingly common for biometric and surveillance systems. Multi view face recognition has become an active research area in recent years. In this paper, an approach f...
Mobile Image Mining for Granite Quality Detection
Image Processing has a vital role in quality analysis of objects and presumably is one of the best ways of non destructive techniques. The project aims at detecting flaws if any in the granite blocks by analysis of thei...
Design and Fabrication of Attachments for Square Hole Drill
the mechanical design and of a square hole producing tool based on reuleaux triangle. The main aim of our paper is to investigate how the circular motion can be converted into a square motion by purely a mechanical link...
Identification of Lactic Acid Bacteria from Fermented Indian Food and Study its Physical and Cultural Parameters on Bacteriocins Produced By Them
In various South Indian fermented food lactic acid bacteria plays important role. The starter cultures in food is Lactic acid bacteria (LAB) and are known to produce antimicrobial substances such as bacteriocins, having...
slugGrid Based Coverage Algorithm Using GPSR In Wireless Sensor Network
Maintain long network lifetime of the wireless sensor network without affecting either coverage or connectivity is one of the issues in WSN. Redundant nodes in dense sensor network of the WSN wastes large amount of e...