Title
Information-Assisted Density Peak Index for Hyperspectral Band Selection.
Abstract
Band selection has become an effective method to reduce hyperspectral dimensionality. In this letter, an information-assisted density peak index (IaDPI) is proposed to prioritize the bands. Based on a clustering method by finding density peaks, IaDPI introduces the intraband information entropy into the local density and intercluster distance to ensure cluster centers with a high quality. Also, th...
Year
DOI
Venue
2017
10.1109/LGRS.2017.2741494
IEEE Geoscience and Remote Sensing Letters
Keywords
Field
DocType
Entropy,Hyperspectral imaging,Indexes,Clustering methods,Training,Information entropy
Band selection,Pattern recognition,Effective method,Communication channel,Hyperspectral imaging,Compact space,Curse of dimensionality,Artificial intelligence,Cluster analysis,Entropy (information theory),Mathematics
Journal
Volume
Issue
ISSN
14
10
1545-598X
Citations 
PageRank 
References 
0
0.34
16
Authors
3
Name
Order
Citations
PageRank
Xiaoyan Luo13810.60
Rui Xue2226.49
Jihao Yin39012.18