Influence functions for a linear subspace method

作者:

Highlights:

• We propose the discriminant score for a CLAFIC method.

• We derive the influence functions for the score and its average.

• Because we can enhance the classifier in the CLAFIC method with them.

• We show the effectiveness of our approach through a clear simulation study.

摘要

Highlights•We propose the discriminant score for a CLAFIC method.•We derive the influence functions for the score and its average.•Because we can enhance the classifier in the CLAFIC method with them.•We show the effectiveness of our approach through a clear simulation study.

论文关键词:CLAFIC,Cross-validation,Perturbation analysis,Single-case diagnostics

论文评审过程:Received 29 October 2012, Revised 3 October 2013, Accepted 30 November 2013, Available online 27 December 2013.

论文官网地址:https://doi.org/10.1016/j.patcog.2013.11.030