OAERP : A Better Measure than Accuracy in Discriminating a Better Solution for Stochastic Classification Training

• Main Authors: Hossin, M., Sulaiman, M.N, Mustapha, A., Rahmat , R.W
• Format: E-Article
• Language: English
• Published: Science Alert 2011
• Subjects: AC Collections. Series. Collected works
• Online Access: http://ir.unimas.my/id/eprint/3469/1/OAERP%20%20A%20Better%20Measure%20than%20Accuracy%20in%20Discriminating%20a%20Better%20Solution%20for%20Stochastic%20Classifictaion%20Training.pdf; http://ir.unimas.my/id/eprint/3469/; http://scialert.net/abstract/?doi=jai.2011.187.196

The use of accuracy metric for stochastic classification training could lead the solution selecting towards the sub-optimal solution due to its less distinctive value and also unable to perform optimally when confronted with imbalanced class problem. In this study, a new evaluation metric that combi...