If you want to do data cleaning (e.g. suppose you have 1000 data points), is finding sufficient statistics a good thing to do? Because this seems to reduce the extra noise of the data.
Sufficient statistics for Data Cleaning
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statistics
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1We need more information. There's no such thing as a sufficient statistic until there's a family of probability distributions. – 2012-01-30