THE EFFECTS OF TRAINING SET SIZE ON THE ACCURACY OF MAXIMUM LIKELIHOOD, NEURAL NETWORK AND SUPPORT VECTOR MACHINE CLASSIFICATION

• Main Authors: Mohamad Hashim, Ummi Kalsom, Asmala, A.
• Format: Article
• Language: English
• Published: Publications International 2014
• Subjects: Q Science (General); QA75 Electronic computers. Computer science
• Online Access: http://eprints.utem.edu.my/id/eprint/13735/1/343125804PID_33-Ummi_Kalsom_-1477-1481-Doc1.pdf; http://eprints.utem.edu.my/id/eprint/13735/; http://www.sci-int.com/pdf/343125804PID%2033-Ummi%20Kalsom%20-1477-1481-Doc1.pdf

In this paper, we assess the accuracy of maximum likelihood, neural network and support vector machine classification with changing training set size. The data come from Landsat-5 TM satellite covering the area of Klang, located in Selangor, Malaysia. Initially, single or multiple region of interest...