Monotonicity Testing and Shortest-Path Routing on the Cube
We study the problem of monotonicity testing over the hypercube. As previously observed in several works, a positive answer to a natural question about routing properties of the hypercube network would imply the existence of efficient monotonicity testers. In particular, if any set of source-sink pa...
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Published in | Approximation, Randomization, and Combinatorial Optimization. Algorithms and Techniques pp. 462 - 475 |
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Main Authors | , , , |
Format | Book Chapter |
Language | English |
Published |
Berlin, Heidelberg
Springer Berlin Heidelberg
2010
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Series | Lecture Notes in Computer Science |
Online Access | Get full text |
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Summary: | We study the problem of monotonicity testing over the hypercube. As previously observed in several works, a positive answer to a natural question about routing properties of the hypercube network would imply the existence of efficient monotonicity testers. In particular, if any set of source-sink pairs on the directed hypercube (with all sources and all sinks distinct) can be connected with edge-disjoint paths, then monotonicity of functions \documentclass[12pt]{minimal}
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\begin{document}$f:{\{0,1\}}^n \rightarrow {\mathcal R}$\end{document} can be tested with O(n/ε) queries, for any totally ordered range \documentclass[12pt]{minimal}
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\begin{document}${\mathcal R}$\end{document}. More generally, if at least a μ(n) fraction of the pairs can always be connected with edge-disjoint paths then the query complexity is O(n/(εμ(n)) ).
We construct a family of instances of Ω(2n) pairs in n-dimensional hypercubes such that no more than roughly a \documentclass[12pt]{minimal}
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\begin{document}$\frac{1}{\sqrt{n}}$\end{document} fraction of the pairs can be simultaneously connected with edge-disjoint paths. This answers an open question of Lehman and Ron [LR01], and suggests that the aforementioned appealing combinatorial approach for deriving query-complexity upper bounds from routing properties cannot yield, by itself, query-complexity bounds better than ≈ n3/2. Additionally, our construction can also be used to obtain a strong counterexample to Szymanski’s conjecture about routing on the hypercube. In particular, we show that for any δ> 0, the n-dimensional hypercube is not \documentclass[12pt]{minimal}
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\begin{document}$n^{\frac 12 -\delta}$\end{document}-realizable with shortest paths, while previously it was only known that hypercubes are not 1-realizable with shortest paths.
We also prove a lower bound of Ω(n/ε) queries for one-sided non-adaptive testing of monotonicity over the n-dimensional hypercube, as well as additional bounds for specific classes of functions and testers. |
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ISBN: | 9783642153686 3642153682 |
ISSN: | 0302-9743 1611-3349 |
DOI: | 10.1007/978-3-642-15369-3_35 |