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一种基于规则的模式分类器设计方法
引用本文:杨猛,胡卫东,夏胜平,郁文贤.一种基于规则的模式分类器设计方法[J].计算机工程与应用,2004,40(19):97-100,115.
作者姓名:杨猛  胡卫东  夏胜平  郁文贤
作者单位:国防科技大学ATR实验室,长沙,410073
基金项目:“十五”国家部委预研基金支持
摘    要:针对复杂场景下的模式分类问题,该文提出了一种基于规则的模式分类器设计方法。其基本思想是:首先运用非参数统计方法建立描述样本特征分布的规则集;然后构造一种链式结构将规则集中的元素组织起来,形成模式分类器;最后在以训练样本识别结果为指导的前提下,优化规则集的制定方法和分类器结构。该设计方法的有效性在某对海监视雷达目标识别实验中得到了验证。

关 键 词:规则分类器  规则  判决链
文章编号:1002-8331-(2004)19-0097-04

A Designing Method of Rule-Based Classification
Yang Meng Hu,Weidong Xia Shengping Yu,Wenxian.A Designing Method of Rule-Based Classification[J].Computer Engineering and Applications,2004,40(19):97-100,115.
Authors:Yang Meng Hu  Weidong Xia Shengping Yu  Wenxian
Abstract:This paper proposes a rule-based classification which is deduced fr om nonparametric statistics.To build such a classification,firstly every patte rn's distribution in the feature space is translated into several independent r ules in the way of nonparametric statistics to form a rule set.And then a decis ion chain is built based on the rule set as a classification.Finally this class ification can be easily optimized under the conduct of the training result.The validity of this method is proved by the experimental data which is from a stati oned radar target recognition.
Keywords:rule-based classification  rule  deci sion chain  
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