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More data speeds up training time in learning halfspaces over sparse vectors

Published on Nov 07, 20141791 Views

The increased availability of data in recent years led several authors to ask whether it is possible to use data as a {\em computational} resource. That is, if more data is available, beyond the sampl

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More data speeds up training time learning halfspaces over sparse vectors00:00
Big data alchemy - turning data into a computational resource?00:00
First positive answer for a natural classification problem!01:07
A new technique to lower bound improper learning!02:38