Lower Bounds for Local Monotonicity Reconstruction from Transitive-Closure Spanners

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dc.contributor.authorBhattacharyya, Arnab-
dc.contributor.authorGrigorescu, Elena-
dc.contributor.authorJha, Madhav-
dc.contributor.authorJung, Kyomin-
dc.contributor.authorRaskhodnikova, Sofya-
dc.contributor.authorWoodruff, David P.-
dc.date.accessioned2011-08-12T05:44:26Z-
dc.date.available2011-08-12T05:44:26Z-
dc.date.issued2011-08-12-
dc.identifier.urihttp://hdl.handle.net/10203/24883-
dc.description.abstractGiven a directed acyclic graph (DAG) Gn = (Vn;E), a function on Gn is given by f : Vn ! R. Such a function is monotone if f(x)  f(y) for all (x; y) 2 E. A local monotonicity reconstructor for Gn, introduced by Saks and Seshadhri (SICOMP 2010), is a randomized algorithm that, given access to an oracle for an almost monotone function f : Vn ! R on Gn, can quickly evaluate a related function g : Vn ! R which is guaranteed to be monotone. Furthermore, the reconstructor can be implemented in a distributed manner. Given a directed graph G = (V;E) and an integer k  1, a k-transitive- closure-spanner (k-TC-spanner) of G is a directed graph H = (V;EH) that has (1) the same transitive-closure as G and (2) diameter at most k. Transitive-closure spanners are a common abstraction for applications in access control, property testing and data structures. In this paper, we show a connection between 2-TC-spanners of Gn and local monotonicity reconstructors for Gn. We show that an ecient local monotonicity reconstructor for Gn implies a sparse 2-TC-spanner of Gn, providing a new technique for proving lower bounds for local monotonicity reconstructors. We present tight upper and lower bounds on the size of the sparsest 2-TC-spanners of the directed hypercube and hypergrid, DAGs which are very-well studied in this area. These bounds imply lower bounds for local monotonicity reconstructors for the hypergrid (hypercube) that nearly match the known upper bounds.en
dc.description.sponsorshipA.B. is supported by a DOE Computational Science Graduate Fellowship and NSF Awards 0514771, 0728645, 0732334. E.G. is supported by NSF award CCR-0829672. Supported by NSF/CCF award 0729171. S.R. is also supported by NSF/CCF CAREER award 0845701.en
dc.language.isoen_USen
dc.subjectProperty Testingen
dc.subjectProperty Reconstructionen
dc.subjectMonotone Functionsen
dc.subjectSpannersen
dc.subjectHypercubeen
dc.subjectHypergriden
dc.titleLower Bounds for Local Monotonicity Reconstruction from Transitive-Closure Spannersen
dc.typeArticleen

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