%0 Journal Article
%T An Efficient Initialization Scheme for Self-organizing Feature Map
一种高效的自组织特征映射图的初始化方法
%A ZHANG Qun-Hong
%A CHEN Chong-Cheng
%A
张群洪
%A 陈崇成
%J 计算机科学
%D 2008
%I
%X 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-organizing feature map. Then an efficient initialization scheme for forming a topologically ordered feature map from boundary to center is proposed. The scheme can enormously reduce the training epochs of self-organizing feature map which can present the t...
%K Self-organizing feature map
%K Initialization scheme
%K Accelerate learning phase
自组织特征映射图
%K 初始化方法
%K 加快SOFM学习过程
%U http://www.alljournals.cn/get_abstract_url.aspx?pcid=5B3AB970F71A803DEACDC0559115BFCF0A068CD97DD29835&cid=8240383F08CE46C8B05036380D75B607&jid=64A12D73428C8B8DBFB978D04DFEB3C1&aid=A8CE56FC620C4FC99E8876A24F4D25B5&yid=67289AFF6305E306&vid=6209D9E8050195F5&iid=38B194292C032A66&sid=1F199509C0B6C4D6&eid=6DE26652A1045643&journal_id=1002-137X&journal_name=计算机科学&referenced_num=1&reference_num=10