Functional components of variation in handwriting

被引:2
作者
Ramsay, JO [1 ]
机构
[1] McGill Univ, Dept Psychol, Montreal, PQ H3A 1B1, Canada
关键词
classification; differential equations; dynamic model; functional data analysis; longitudinal data; penalized nonparametric regression; principal differential analysis; registration; smoothing spline; time warping;
D O I
暂无
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Functional data analysis techniques are used to analyze a sample of handwriting in Chinese. The goals are (a) to identify a differential equation that satisfactorily models the data's dynamics, and (b) to use the model to classify handwriting samples taken from differential individuals. After preliminary smoothing and registration steps, a second-order linear differential equation, for which the forcing function is small, is found to provide a good reconstruction of the original script records. The equation is also able to capture a substantial amount of the variation in the scripts across replication. The cross-validated classification process is 100% effective for the samples analyzed.
引用
收藏
页码:9 / 15
页数:7
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