A simple feature combination method based on dominant sets

作者:

Highlights:

• We present a simple weighting scheme for feature combination based dominant sets.

• We use dominant sets to evaluate how accurate a kernel matrix is expected to be.

• This accuracy is found to be related to the classification performance.

• We validate the effectiveness of our method with extensive experiments.

摘要

Highlights•We present a simple weighting scheme for feature combination based dominant sets.•We use dominant sets to evaluate how accurate a kernel matrix is expected to be.•This accuracy is found to be related to the classification performance.•We validate the effectiveness of our method with extensive experiments.

论文关键词:Feature combination,Object classification,Dominant sets,Kernel accuracy

论文评审过程:Received 6 March 2012, Revised 23 February 2013, Accepted 3 April 2013, Available online 22 April 2013.

论文官网地址:https://doi.org/10.1016/j.patcog.2013.04.005