IEEE - Institute of Electrical and Electronics Engineers, Inc. - Estimating manifold dimension with nearest neighbor graphs

2009 IEEE International Conference on Intelligent Computing and Intelligent Systems (ICIS 2009)

Author(s): Yongliang Xiao
Publisher: IEEE - Institute of Electrical and Electronics Engineers, Inc.
Publication Date: 1 November 2009
Conference Location: Shanghai, China, China
Conference Date: 20 November 2009
Volume: 1
Page(s): 679 - 682
ISBN (CD): 978-1-4244-4738-1
ISBN (Paper): 978-1-4244-4754-1
DOI: 10.1109/ICICISYS.2009.5357770
Regular:

We introduce a new algorithm to estimate the manifold dimension of datasets. Our technique is based on the idea that the manifold structure should be preserved as far as possible after dimension... View More

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