Think Globally, Fit Locally: Unsupervised Learning of Low Dimensional Manifolds (2003)
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by
Lawrence K. Saul
,
Sam T. Roweis
,
Yoram Singer
| Venue: | Journal of Machine Learning Research |
| Citations: | 195 - 8 self |
BibTeX
@ARTICLE{Saul03thinkglobally,,
author = {Lawrence K. Saul and Sam T. Roweis and Yoram Singer},
title = {Think Globally, Fit Locally: Unsupervised Learning of Low Dimensional Manifolds},
journal = {Journal of Machine Learning Research},
year = {2003},
volume = {4},
pages = {119--155}
}
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Abstract
The problem of dimensionality reduction arises in many fields of information processing, including machine learning, data compression, scientific visualization, pattern recognition, and neural computation.
