受监督SOM学习模型定量输入-输出摄动分析

给定一个学习模型,输入摄动会引起相关的输出摄动。然而,在受监督自组织学习模型中,此结论并不必定成立。针对受监督自组织学习模型的这一特性,提出一种基于统计的方法用于定量输入-输出摄动分析。所提方法对于该学习模型的精度分析及结构设计具有指导意义。数字仿真结果验证了所述方法的有效性及正确性。

Quantitative Input-Output Perturbation Analysis of Supervised SOM Learning Model

Input-output perturbation analysis is one of the most important aspects in designing and analyzing a learning model.In many learning models,an input perturbation will often give rise to an associated output perturbation.However,this is not necessarily the case for a supervised self-organizing map (SOM) learning model.A statistical-based method was proposed to quantitatively analyze the inputoutput perturbation of the supervised SOM learning model by considering this special characteristic.The method will ma...