Unbiased rounding of rational matrices

Benjamin Doerr, Christian Klein

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Rounding a real-valued matrix to an integer one such that the rounding errors in all rows and columns are less than one is a classical problem. It has been applied to hypergraph coloring, in scheduling and in statistics. Here, it often is also desirable to round each entry randomly such that the probability of rounding it up equals its fractional part. This is known as unbiased rounding in statistics and as randomized rounding in computer science. We show how to compute such an unbiased rounding of an m × n matrix in expected time O(mnq2), where q is the common denominator of the matrix entries. We also show that if the denominator can be written as q = ∏i=1 qi for some integers qi, the expected runtime can be reduced to O(mn∑i=1 q2i). Our algorithm can be derandomised efficiently using the method of conditional probabilities. Our roundings have the additional property that the errors in all initial intervals of rows and columns are less than one.

Original languageEnglish
Title of host publicationFSTTCS 2006
Subtitle of host publicationFoundations of Software Technology and Theoretical Computer Science - 26th International Conference, Proceedings
Editors[initials] N. Arun-Kumar
PublisherSpringer Verlag
Pages200-211
Number of pages12
ISBN (Print)9783540499947
DOIs
Publication statusPublished - 1 Jan 2006
Externally publishedYes
Event26th International Conference on Foundations of Software Technology and Theoretical Computer Science, FSTTCS 2006 - Kolkata, India
Duration: 13 Dec 200615 Dec 2006

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume4337 LNCS
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Conference

Conference26th International Conference on Foundations of Software Technology and Theoretical Computer Science, FSTTCS 2006
Country/TerritoryIndia
CityKolkata
Period13/12/0615/12/06

Fingerprint

Dive into the research topics of 'Unbiased rounding of rational matrices'. Together they form a unique fingerprint.

Cite this