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Dispersion of Mass and the Complexity of Randomized Geometric Algorithms

Dispersion of mass and the complexity of randomized geometric algorithms
Authors: Luis Rademacher; Santosh S. Vempala;

Dispersion of Mass and the Complexity of Randomized Geometric Algorithms

Abstract

How much can randomness help computation? Motivated by this general question and by volume computation, one of the few instances where randomness provably helps, we analyze a notion of dispersion and connect it to asymptotic convex geometry. We obtain a nearly quadratic lower bound on the complexity of randomized volume algorithms for convex bodies in R^n (the current best algorithm has complexity roughly n^4, conjectured to be n^3). Our main tools, dispersion of random determinants and dispersion of the length of a random point from a convex body, are of independent interest and applicable more generally; in particular, the latter is closely related to the variance hypothesis from convex geometry. This geometric dispersion also leads to lower bounds for matrix problems and property testing.

Full version of L. Rademacher, S. Vempala: Dispersion of Mass and the Complexity of Randomized Geometric Algorithms. Proc. 47th IEEE Annual Symp. on Found. of Comp. Sci. (2006). A version of it to appear in Advances in Mathematics

Keywords

Computational Geometry (cs.CG), FOS: Computer and information sciences, Mathematics(all), Analysis of algorithms and problem complexity, Computational Complexity (cs.CC), Determinant computation, lower bounds, Complexity and performance of numerical algorithms, variance hypothesis, dispersion of mass, Computer graphics; computational geometry (digital and algorithmic aspects), Computer Science - Data Structures and Algorithms, FOS: Mathematics, Volume computation, Data Structures and Algorithms (cs.DS), determinant computation, volume computation, randomized algorithms, Randomized algorithms, Variance hypothesis, Lower bounds, Functional Analysis (math.FA), Mathematics - Functional Analysis, Computer Science - Computational Complexity, Dispersion of mass, Computer Science - Computational Geometry

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
8
Top 10%
Average
Average
Green
hybrid