Improved deterministic distributed matching via rounding

We present improved deterministic distributed algorithms for a number of well-studied matching problems, which are simpler, faster, more accurate, and/or more general than their known counterparts. The common denominator of these results is a deterministic distributed rounding method for certain lin...

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Published inDistributed computing Vol. 33; no. 3-4; pp. 279 - 291
Main Author Fischer, Manuela
Format Journal Article
LanguageEnglish
Published Berlin/Heidelberg Springer Berlin Heidelberg 01.06.2020
Springer Nature B.V
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Abstract We present improved deterministic distributed algorithms for a number of well-studied matching problems, which are simpler, faster, more accurate, and/or more general than their known counterparts. The common denominator of these results is a deterministic distributed rounding method for certain linear programs , which is the first such rounding method, to our knowledge. A sampling of our end results is as follows: An O log 2 Δ · log n -round deterministic distributed algorithm for computing a maximal matching, in n -node graphs with maximum degree Δ . This is the first improvement in about 20 years over the celebrated O ( log 4 n ) -round algorithm of Hańćkowiak, Karoński, and Panconesi [SODA’98, PODC’99]. A deterministic distributed algorithm for computing a ( 2 + ε ) -approximation of maximum matching in O log 2 Δ · log 1 ε + log ∗ n rounds. This is exponentially faster than the classic O ( Δ + log ∗ n ) -round 2-approximation of Panconesi and Rizzi [DIST’01]. With some modifications, the algorithm can also find an almost maximal matching which leaves only an ε -fraction of the edges on unmatched nodes. An O log 2 Δ · log 1 ε · log 1 + ε W + log ∗ n -round deterministic distributed algorithm for computing a ( 2 + ε ) -approximation of a maximum weighted matching, and also for the more general problem of maximum weighted b -matching. Here, W denotes the maximum normalized weight. These improve over the O log 4 n · log 1 + ε W -round ( 6 + ε ) -approximation algorithm of Panconesi and Sozio [DIST’10].
AbstractList We present improved deterministic distributed algorithms for a number of well-studied matching problems, which are simpler, faster, more accurate, and/or more general than their known counterparts. The common denominator of these results is a deterministic distributed rounding method for certain linear programs, which is the first such rounding method, to our knowledge. A sampling of our end results is as follows:An Olog2Δ·logn-round deterministic distributed algorithm for computing a maximal matching, in n-node graphs with maximum degree Δ. This is the first improvement in about 20 years over the celebrated O(log4n)-round algorithm of Hańćkowiak, Karoński, and Panconesi [SODA’98, PODC’99].A deterministic distributed algorithm for computing a (2+ε)-approximation of maximum matching in Olog2Δ·log1ε+log∗n rounds. This is exponentially faster than the classic O(Δ+log∗n)-round 2-approximation of Panconesi and Rizzi [DIST’01]. With some modifications, the algorithm can also find an almost maximal matching which leaves only an ε-fraction of the edges on unmatched nodes.An Olog2Δ·log1ε·log1+εW+log∗n-round deterministic distributed algorithm for computing a (2+ε)-approximation of a maximum weighted matching, and also for the more general problem of maximum weighted b-matching. Here, W denotes the maximum normalized weight. These improve over the Olog4n·log1+εW-round (6+ε)-approximation algorithm of Panconesi and Sozio [DIST’10].
We present improved deterministic distributed algorithms for a number of well-studied matching problems, which are simpler, faster, more accurate, and/or more general than their known counterparts. The common denominator of these results is a deterministic distributed rounding method for certain linear programs , which is the first such rounding method, to our knowledge. A sampling of our end results is as follows: An O log 2 Δ · log n -round deterministic distributed algorithm for computing a maximal matching, in n -node graphs with maximum degree Δ . This is the first improvement in about 20 years over the celebrated O ( log 4 n ) -round algorithm of Hańćkowiak, Karoński, and Panconesi [SODA’98, PODC’99]. A deterministic distributed algorithm for computing a ( 2 + ε ) -approximation of maximum matching in O log 2 Δ · log 1 ε + log ∗ n rounds. This is exponentially faster than the classic O ( Δ + log ∗ n ) -round 2-approximation of Panconesi and Rizzi [DIST’01]. With some modifications, the algorithm can also find an almost maximal matching which leaves only an ε -fraction of the edges on unmatched nodes. An O log 2 Δ · log 1 ε · log 1 + ε W + log ∗ n -round deterministic distributed algorithm for computing a ( 2 + ε ) -approximation of a maximum weighted matching, and also for the more general problem of maximum weighted b -matching. Here, W denotes the maximum normalized weight. These improve over the O log 4 n · log 1 + ε W -round ( 6 + ε ) -approximation algorithm of Panconesi and Sozio [DIST’10].
Author Fischer, Manuela
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CitedBy_id crossref_primary_10_1137_19M1279241
crossref_primary_10_1007_s00446_023_00453_1
crossref_primary_10_1016_j_tcs_2023_114278
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Snippet We present improved deterministic distributed algorithms for a number of well-studied matching problems, which are simpler, faster, more accurate, and/or more...
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SubjectTerms Algorithms
Approximation
Computation
Computer Communication Networks
Computer Hardware
Computer Science
Computer Systems Organization and Communication Networks
Graph matching
Mathematical analysis
Rounding
Software Engineering/Programming and Operating Systems
Theory of Computation
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Title Improved deterministic distributed matching via rounding
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