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Random Matrices in Data Analysis

. ECML, volume 3201 of Lecture Notes in Computer Science, page 1-7. Springer, (2004)
DOI: 10.1007/978-3-540-30115-8_1

Abstract

We show how carefully crafted random matrices can achieve distance-preserving dimensionality reduction, accelerate spectral computations, and reduce the sample complexity of certain kernel methods.

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