@inproceedings{07b5dd24b6b34158bd39760b588758f7,
title = "Multilevel manifold learning with application to spectral clustering",
abstract = "In the past decade, a number of nonlinear dimensionality reduction methods using an affinity graph have been developed for manifold learning. This paper explores a multilevel framework with the goal of reducing the cost of unsuper-vised manifold learning and preserving the embedding quality at the same time. An application to spectral clustering is also presented. Experimental results indicate that our multilevel approach is an appealing alternative to standard techniques.",
keywords = "Manifold learning, Multilevel methods, Spectral clustering",
author = "Fang, {Haw Ren} and Sophia Sakellaridi and Yousef Saad",
year = "2010",
doi = "10.1145/1871437.1871493",
language = "English (US)",
isbn = "9781450300995",
series = "International Conference on Information and Knowledge Management, Proceedings",
pages = "419--428",
booktitle = "CIKM'10 - Proceedings of the 19th International Conference on Information and Knowledge Management and Co-located Workshops",
note = "19th International Conference on Information and Knowledge Management and Co-located Workshops, CIKM'10 ; Conference date: 26-10-2010 Through 30-10-2010",
}