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

Source

IEEE Geoscience and Remote Sensing Letters

Type

Journal article

Book Title

Entity type

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