On Coresets for Support Vector Machines

We present an efficient coreset construction algorithm for large-scale Support Vector Machine (SVM) training in Big Data and streaming applications. A coreset is a small, representative subset of the original data points such that a models trained on the coreset are provably competitive with those t...

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Bibliographic Details
Main Authors: Baykal, Cenk (Author), Rus, Daniela L (Author)
Other Authors: Massachusetts Institute of Technology. Computer Science and Artificial Intelligence Laboratory (Contributor)
Format: Article
Language:English
Published: Springer International Publishing, 2021-04-13T11:38:34Z.
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