Large-scale Graph Analysis: System, Algorithm and Optimization by Yingxia Shao & Bin Cui & Lei Chen

Large-scale Graph Analysis: System, Algorithm and Optimization by Yingxia Shao & Bin Cui & Lei Chen

Author:Yingxia Shao & Bin Cui & Lei Chen
Language: eng
Format: epub
ISBN: 9789811539282
Publisher: Springer Singapore


Proof

Let s i =min1≤j≤Kw ij which indicates the minimal cost of ith G psi processed across all the K workers and each w ij is positive integer in our problem.

Then let the lower bound of the cost for n G psi as

It is easy to infer that . Let f(n) represent the overall cost obtained by the greedy algorithm. Each time when ith G psi is distributed to worker k, the following inequations are held:

(4.5)

Algorithm 3 Distribution strategy summary

We next prove the theorem by inducing the task id. (1)i = 1, f(1) = s 1 ≤ g(1)



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