You are given an insertion-only stream, only consisting of (add, i) updates where i e {1,...,n}. There are m such updates. Suppose you want to sample a random insertion in the stream. For example, if the insertions formed the sequence (1,3, 5, 5, 7,1,5) with m = 7, then the goal %3D is to output 1 with probability 2/7, 3 with probability 1/7, 5 with probability 3/7, and 7 with probability 1/7. Consider the following algorithm that acts as follows on the t'th insertion. If t = 1, let X be the first inserted element. For t > 1, with probability 1/t, let X be the t'th inserted element and with probability 1– 1/t, don't change X. At the end of the stream, return X. Show that X is indeed uniformly sampled from the m insertions.
You are given an insertion-only stream, only consisting of (add, i) updates where i e {1,...,n}. There are m such updates. Suppose you want to sample a random insertion in the stream. For example, if the insertions formed the sequence (1,3, 5, 5, 7,1,5) with m = 7, then the goal %3D is to output 1 with probability 2/7, 3 with probability 1/7, 5 with probability 3/7, and 7 with probability 1/7. Consider the following algorithm that acts as follows on the t'th insertion. If t = 1, let X be the first inserted element. For t > 1, with probability 1/t, let X be the t'th inserted element and with probability 1– 1/t, don't change X. At the end of the stream, return X. Show that X is indeed uniformly sampled from the m insertions.
Database System Concepts
7th Edition
ISBN:9780078022159
Author:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan
Publisher:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan
Chapter1: Introduction
Section: Chapter Questions
Problem 1PE
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