Fast κ-NN Classification Using the Cluster-Space Approach
Date
2005
Authors
Jia, Xiuping
Richards, John
Journal Title
Journal ISSN
Volume Title
Publisher
Institute of Electrical and Electronics Engineers (IEEE Inc)
Abstract
A fast k-nearest neighbor algorithm is presented which combines k-NN with a cluster-space data representation. Implementation of the algorithm is easier, and classification time can be significantly reduced. Computer-generated data show the modified k-NN
Description
Keywords
Keywords: Algorithms; Geographic information systems; Image analysis; Image quality; Pattern recognition; Spectrum analysis; Vectors; ?NN; Classification; Cluster-space representation; Hyperspectral; Remote sensing Classification; Cluster-space representation; Hyperspectral; K-NN
Citation
Collections
Source
IEEE Geoscience and Remote Sensing Letters
Type
Journal article