Parametric and nonparametric linear mappings of multidimensional data

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摘要

A new criterion for linear mapping of the samples from two classes is presented. Some parametric and nonparametric forms of the criterion are suggested. Based on them most of the known linear mapping projections can be created. New projections can be obtained as well. An experimental study with synthetic and real data is discussed. It confirms the effectiveness of the new mapping projections for the data with complicated classification structure.

论文关键词:Mapping,Classifier design,Feature extraction,Exploratory data analysis

论文评审过程:Received 20 April 1989, Revised 15 May 1990, Accepted 9 July 1990, Available online 19 May 2003.

论文官网地址:https://doi.org/10.1016/0031-3203(91)90020-6