Maximum relevance, minimum redundancy band selection for hyperspectral images

@article{Kamandar2011MaximumRM,
  title={Maximum relevance, minimum redundancy band selection for hyperspectral images},
  author={Mehdi Kamandar and Hassan Ghassemian},
  journal={2011 19th Iranian Conference on Electrical Engineering},
  year={2011},
  pages={1-5}
}
In this paper, we propose a new band selection method for hyperspectral images based on normalized mutual information. Relevance of selected band set to class labels has been measured by average of normalized mutual information between each of them and class label and Redundancy of them is measured by average of normalized mutual information between each pair of them. Based on relevance of bands and redundancy of them, we propose a cost function that maximize relevance of selected bands and… CONTINUE READING
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