A two-step supervised learning artificial neural network for imbalanced dataset problems

• Main Authors: Adam, Asrul, Ibrahim, Zuwairie, Shapiai, Mohd. Ibrahim, Lim, Chun Chew, Lee, Wen Jau, Khalid, Marzuki, Watada, Junzo
• Format: Article
• Published: 2012
• Subjects: QA76 Computer software
• Online Access: http://eprints.utm.my/id/eprint/46543/
• Institution: Universiti Teknologi Malaysia

In this paper, a two-step supervised learning algorithm of a single layer feedforward Articial Neural Network (ANN) is proposed for solving imbalanced dataset problems. Levenberg Marquart backpropagation learning algorithm is utilized in the first step learning, while the second step learning mechan...