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 in | Distributed computing Vol. 33; no. 3-4; pp. 279 - 291 |
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Main Author | |
Format | Journal Article |
Language | English |
Published |
Berlin/Heidelberg
Springer Berlin Heidelberg
01.06.2020
Springer Nature B.V |
Subjects | |
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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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Cites_doi | 10.1016/0196-6774(86)90019-2 10.1016/0020-0190(86)90144-4 10.1016/0020-0190(86)90141-9 10.1007/PL00008932 10.1137/S0895480100373121 10.1007/s00446-010-0100-x 10.1137/0215074 10.1016/0012-365X(92)90639-W 10.1007/s00446-011-0127-7 10.1016/j.dam.2003.10.004 10.1137/0138030 10.1137/0221015 10.1007/s00446-012-0174-8 10.1007/978-3-540-30140-0_24 10.1137/1.9781611974782.166 10.1109/FOCS.2016.72 10.1007/3-540-45071-8_26 10.1007/978-3-540-30186-8_24 10.1145/3055399.3055471 10.7146/brics.v4i38.18964 10.1109/FOCS.2012.60 10.1145/2897518.2897533 10.1145/1011767.1011811 10.1145/2332432.2332464 10.1137/1.9781611974331.ch20 10.1145/2611462.2611467 10.1109/SFCS.1987.20 10.1145/301308.301360 10.1145/1378533.1378558 10.1145/1281100.1281126 10.1145/1835698.1835783 |
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References | Panconesi, Sozio (CR28) 2010; 22 Hanckowiak, Karonski, Panconesi (CR13) 2001; 15 CR15 CR14 CR12 CR11 CR10 Luby (CR25) 1986; 15 CR30 Koufogiannakis, Young (CR19) 2011; 24 Yannakakis, Gavril (CR31) 1980; 38 Israeli, Itai (CR16) 1986; 22 CR2 CR4 CR3 Korman, Sereni, Viennot (CR18) 2013; 26 CR6 Israeli, Shiloach (CR17) 1986; 22 CR8 CR7 Linial (CR22) 1992; 21 CR29 Alon, Babai, Itai (CR1) 1986; 7 CR9 CR24 CR23 CR21 CR20 Panconesi, Rizzi (CR27) 2001; 14 Czygrinow, Hańćkowiak, Szymańska (CR5) 2004; 143 Mulder (CR26) 1992; 100 M Luby (344_CR25) 1986; 15 M Yannakakis (344_CR31) 1980; 38 344_CR23 344_CR24 M Hanckowiak (344_CR13) 2001; 15 344_CR21 344_CR20 A Israeli (344_CR16) 1986; 22 A Panconesi (344_CR28) 2010; 22 A Korman (344_CR18) 2013; 26 A Panconesi (344_CR27) 2001; 14 344_CR14 344_CR15 344_CR12 344_CR10 344_CR11 C Koufogiannakis (344_CR19) 2011; 24 344_CR30 N Alon (344_CR1) 1986; 7 N Linial (344_CR22) 1992; 21 344_CR29 344_CR2 HM Mulder (344_CR26) 1992; 100 A Czygrinow (344_CR5) 2004; 143 344_CR6 344_CR3 344_CR4 344_CR9 344_CR7 A Israeli (344_CR17) 1986; 22 344_CR8 |
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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 Weight |
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Title | Improved deterministic distributed matching via rounding |
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