On Dimensionality Reduction of Data

Random projection method is one of the important tools for the dimensionality reduction of data which can be made efficient with strong error guarantees. In this thesis, we focus on linear transforms of high dimensional data to the low dimensional space satisfying the Johnson-Lindenstrauss lemma. In...

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Bibliographic Details
Main Author: Vamulapalli, Harika Rao
Format: Others
Published: ScholarWorks@UNO 2010
Subjects:
Online Access:http://scholarworks.uno.edu/td/1211
http://scholarworks.uno.edu/cgi/viewcontent.cgi?article=2194&context=td