Different PCA scenarios for email filtering. Issue 1 (2nd January 2016)
- Record Type:
- Journal Article
- Title:
- Different PCA scenarios for email filtering. Issue 1 (2nd January 2016)
- Main Title:
- Different PCA scenarios for email filtering
- Authors:
- Dagher, Issam
Antoun, Rima - Abstract:
- Abstract: Improving email filtering (Ham vs. Spam emails) is a very important process. The objective of this paper is to increase the filtering accuracy and to decrease the processing time. It discusses different scenarios for Principal Component Analysis-Document Reconstruction (PCADR) classifier implemented for email filtering process The study highlights on the variation in the accuracy of a PCADR classifier with respect to the variation in feature preprocessing. Four scenarios were considered: Scenario 1: Ham and Spam classes are represented with different features. Scenario 2: Ham and Spam classes are represented with same features. Scenario 3: Ham and Spam classes are represented with common terms. Scenario 4: Ham and Spam classes are represented with common Features and Characteristic terms. Different experiments were done using a public corpus extracted from the University of California-Irvine Machine Learning Repository. Different training and test sets were used. A comparison of PCADR with Support Vector Machine and Bayes detector was done to prove its superior behavior.
- Is Part Of:
- International journal of computers and applications. Volume 38:Issue 1(2016)
- Journal:
- International journal of computers and applications
- Issue:
- Volume 38:Issue 1(2016)
- Issue Display:
- Volume 38, Issue 1 (2016)
- Year:
- 2016
- Volume:
- 38
- Issue:
- 1
- Issue Sort Value:
- 2016-0038-0001-0000
- Page Start:
- 41
- Page End:
- 54
- Publication Date:
- 2016-01-02
- Subjects:
- Ham -- Spam -- PCA -- SVM -- Bayes
Computers -- Periodicals
Computer software -- Periodicals
Computer networks -- Periodicals
Multimedia systems -- Periodicals
Internet -- Periodicals
World Wide Web -- Periodicals
Minicomputers -- Periodicals
Microcomputers -- Periodicals
004.05 - Journal URLs:
- http://www.tandfonline.com/toc/tjca20/current ↗
http://www.tandfonline.com/ ↗ - DOI:
- 10.1080/1206212X.2016.1218237 ↗
- Languages:
- English
- ISSNs:
- 1206-212X
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4542.175480
British Library DSC - BLDSS-3PM
British Library STI - ELD Digital store - Ingest File:
- 2008.xml