Prior Work o Previous Approximate query processing techniques  Focused on specific forms of aggregate queries  Data reduction mechanism – how to obtain the synopses of data o Sampling-based Techniques  A join-operator on 2 uniform random samples results in a non-uniform sample having very few tuples  For non-aggregate queries, it produces a small subset of the exact answer which might be empty when joins are involved.
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