IEEE - Institute of Electrical and Electronics Engineers, Inc. - Robust Nonlinear Dimensionality Reduction for Manifold Learning

2006 18th International Conference on Pattern Recognition

Author(s): Haifeng Chen ; Guofei Jiang ; K. Yoshihira
Sponsor(s): IEEE CPS
Publisher: IEEE - Institute of Electrical and Electronics Engineers, Inc.
Publication Date: 1 January 2006
Conference Location: Hong Kong, China
Conference Date: 20 August 2006
Volume: 2
Page(s): 447 - 450
ISBN (Paper): 0-7695-2521-0
ISSN (Paper): 1051-4651
DOI: 10.1109/ICPR.2006.1011
Regular:

This paper proposes an effective preprocessing procedure for current manifold learning algorithms, such as LLE and ISOMAP, in order to make the reconstruction more robust to noise and outliers.... View More

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