TY - GEN
T1 - Three notes on distributed property testing
AU - Even, Guy
AU - Fischer, Orr
AU - Fraigniaud, Pierre
AU - Gonen, Tzlil
AU - Levi, Reut
AU - Medina, Moti
AU - Montealegre, Pedro
AU - Olivetti, Dennis
AU - Oshman, Rotem
AU - Rapaport, Ivan
AU - Todinca, Ioan
N1 - Publisher Copyright:
© Guy Even, Orr Fischer, Pierre Fraigniaud, Tzlil Gonen, Reut Levi, Moti Medina, Pedro Montealegre.
PY - 2017/10/1
Y1 - 2017/10/1
N2 - In this paper we present distributed property-testing algorithms for graph properties in the congest model, with emphasis on testing subgraph-freeness. Testing a graph property P means distinguishing graphs G = (V, E) having property P from graphs that are ϵ-far from having it, meaning that ϵ|E| edges must be added or removed from G to obtain a graph satisfying P. We present a series of results, including: Testing H-freeness in O(1/ϵ) rounds, for any constant-sized graph H containing an edge (u, v) such that any cycle in H contain either u or v (or both). This includes all connected graphs over five vertices except K5. For triangles, we can do even better when ϵ is not too small. A deterministic congest protocol determining whether a graph contains a given tree as a subgraph in constant time. For cliques Ks with s 5, we show that Ks-freeness can be tested in O(m 1/2-1/s-2 · ϵ-1/2-1/s-2 ) rounds, where m is the number of edges in the network graph. We describe a general procedure for converting ϵ-testers with f(D) rounds, where D denotes the diameter of the graph, to work in O((log n)/ϵ) + f((log n)/ϵ) rounds, where n is the number of processors of the network. We then apply this procedure to obtain an ϵ-tester for testing whether a graph is bipartite and testing whether a graph is cycle-free. Moreover, for cycle-freeness, we obtain a corrector of the graph that locally corrects the graph so that the corrected graph is acyclic. Note that, unlike a tester, a corrector needs to mend the graph in many places in the case that the graph is far from having the property. These protocols extend and improve previous results of [Censor-Hillel et al. 2016] and [Fraigniaud et al. 2016].
AB - In this paper we present distributed property-testing algorithms for graph properties in the congest model, with emphasis on testing subgraph-freeness. Testing a graph property P means distinguishing graphs G = (V, E) having property P from graphs that are ϵ-far from having it, meaning that ϵ|E| edges must be added or removed from G to obtain a graph satisfying P. We present a series of results, including: Testing H-freeness in O(1/ϵ) rounds, for any constant-sized graph H containing an edge (u, v) such that any cycle in H contain either u or v (or both). This includes all connected graphs over five vertices except K5. For triangles, we can do even better when ϵ is not too small. A deterministic congest protocol determining whether a graph contains a given tree as a subgraph in constant time. For cliques Ks with s 5, we show that Ks-freeness can be tested in O(m 1/2-1/s-2 · ϵ-1/2-1/s-2 ) rounds, where m is the number of edges in the network graph. We describe a general procedure for converting ϵ-testers with f(D) rounds, where D denotes the diameter of the graph, to work in O((log n)/ϵ) + f((log n)/ϵ) rounds, where n is the number of processors of the network. We then apply this procedure to obtain an ϵ-tester for testing whether a graph is bipartite and testing whether a graph is cycle-free. Moreover, for cycle-freeness, we obtain a corrector of the graph that locally corrects the graph so that the corrected graph is acyclic. Note that, unlike a tester, a corrector needs to mend the graph in many places in the case that the graph is far from having the property. These protocols extend and improve previous results of [Censor-Hillel et al. 2016] and [Fraigniaud et al. 2016].
KW - CONGEST model
KW - Distributed algorithms
KW - Property correcting
KW - Property testing
UR - http://www.scopus.com/inward/record.url?scp=85032363165&partnerID=8YFLogxK
U2 - 10.4230/LIPIcs.DISC.2017.15
DO - 10.4230/LIPIcs.DISC.2017.15
M3 - Conference contribution
AN - SCOPUS:85032363165
T3 - Leibniz International Proceedings in Informatics, LIPIcs
BT - 31st International Symposium on Distributed Computing, DISC 2017
A2 - Richa, Andrea W.
PB - Schloss Dagstuhl- Leibniz-Zentrum fur Informatik GmbH, Dagstuhl Publishing
T2 - 31st International Symposium on Distributed Computing, DISC 2017
Y2 - 16 October 2017 through 20 October 2017
ER -