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用于在线签名认证的特征提取和个性化特征选择方法

, PP. 619-623

Keywords: 在线签名认证,特征提取,特征选择,特征重要性,五维力,支持向量机(SVM)

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Abstract:

提出一种在线签名认证中的特征提取和特征选择的方法.采用一种F-Tablet手写板采集签名数据.该手写板的特点是不仅可记录签名时的字形信息(x,y)序列,还可记录签名时的五维力信息(Fx,Fy,Fz,Mx,My)序列.从每个签名中提取3个等级共188个特征,接着定义特征重要性函数F,然后根据特征的重要性函数F的值对选取的188个特征进行排序,对F设不同的阈值就可完成不同的特征选择.在认证过程中使用SVM算法对选取的特征进行训练,然后用训练所得的模型进行验证.该方法的错误拒绝率为1.2%,错误接受率为3.7%.

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