Abstract: Self-Organizing Feature Map algorithm （SOFM） is widely applied in various areas such as pattern recognition. The paper first discusses the influence of initialization on self-organizing feature map and the main methods to accelerate learning phase of self

Key words: Self-organizing feature map, Initialization scheme, Accelerate learning phase