Reservoir Sampling (online)
Given a array A
read in as a data stream (one by one) and a sample size k
, return a sample of size k
in the data stream.
Example
Solution
Idea:
Assume we already choose k samples from n data, now we read in the n+1 data. The new data has probability to be sampled. And the existing samples have the same probability to be removed.
Time complexity:
Space complexity:
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