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On the Complexity of Approximate Query Optimization


Sourav Chatterji, Sai Surya Kiran Evani, Sumit Ganguly, and Mahesh Datt Yemmanuru

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Return to Query Processing and Optimization II


Abstract

In this work, we study the complexity of the problem of approximate query optimization. We show that, for any d > 0, the problem of finding a join order sequence whose cost is within a factor 2T(log1-d(K)) of K, where K is the cost of the optimal join order sequence is NP-Hard. The complexity gap remains if the number of edges in the query graph is constrained to be a given function e(n) of the number of vertices n of the query graph, where n(n - 1)/2 - T(nt) = e(n) = n + T(nt) and t is any constant between 0 and 1. These results show that, unless P=NP, the query optimization problem cannot be approximately solved by an algorithm that runs in polynomial time and has a competitive ratio that is within some polylogarithmic factor of the optimal cost.


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