Space-Efficient Sampling

@inproceedings{Guha2007SpaceEfficientS,
  title={Space-Efficient Sampling},
  author={Sudipto Guha and Andrew McGregor},
  booktitle={AISTATS},
  year={2007}
}
We consider the problem of estimating nonparametric probability density functions from a sequence of independent samples. The central issue that we address is to what extent this can be achieved with only limited memory. Our main result is a space-efficient learning algorithm for determining the probability density function of a piecewise-linear distribution. However, the primary goal of this paper is to demonstrate the utility of various techniques from the burgeoning field of data stream… CONTINUE READING
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