Super-sampling with a reservoir

We introduce an alternative to reservoir sampling, a classic and popular algorithm for drawing a fixed-size subsample from streaming data in a single pass. Rather than draw a random sample, our approach performs an online optimization which aims to select the subset that provides the best overall ap...

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Bibliographic Details
Main Authors: Paige, B, Sejdinovic, D, Wood, F
Format: Conference item
Published: AUAI Press 2016