From designing a single neural network to designing neural network ensembles
Yong Liu, Zou Xiu-fen · Wuhan University Journal of Natural Sciences · 2003
This paper introduces supervised learning model, and surveys related research work. The paper is organised as follows. A supervised learning model is firstly described. The bias-variance trade-off is then discussed for the supervised learning model. Based on the bias-variance trade-off, both the single neural network approaches and the neural network ensemble approaches are overviewed, and problems with the existing approaches are indicated. Finally, the paper concludes with specifying potential future research directions.