Isometry and convexity in dimensionality reduction

The size of data generated every year follows an exponential growth. The number of data points as well as the dimensions have increased dramatically the past 15 years. The gap between the demand from the industry in data processing and the solutions provided by the machine learning community is incr...

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Bibliographic Details
Main Author: Vasiloglou, Nikolaos
Published: Georgia Institute of Technology 2009
Subjects:
Online Access:http://hdl.handle.net/1853/28120