Parameterized Testability

This article studies property testing for NP optimization problems with parameter k under the general graph model with an augmentation of random edge sampling capability. It is shown that a variety of such problems, including k-Vertex Cover, k-Feedback Vertex Set, k-Multicut, k-Path-Free, and k-Dominating Set, are constant-query testable if k is constant. It should be noted that the first four problems are fixed parameter tractable (FPT) and it turns out that algorithmic techniques for their FPT algorithms (branch-and-bound search, color coding, etc.) are also useful for our testers. k-Dominating Set is W[2]-hard, but we can still test the property with a constant number of queries, since the definition of ε-farness makes the problem trivial for non-sparse graphs that are the source of hardness for the original optimization problem. We also consider k-Odd Cycle Transversal, which is another well-known FPT problem, but we only give a sublinear-query tester when k is a constant.

[1]  I. Benjamini,et al.  Every minor-closed property of sparse graphs is testable , 2008, Electron. Colloquium Comput. Complex..

[2]  Noga Alon,et al.  A characterization of the (natural) graph properties testable with one-sided error , 2005, 46th Annual IEEE Symposium on Foundations of Computer Science (FOCS'05).

[3]  Yuichi Yoshida,et al.  Testing the (s, t)-disconnectivity of graphs and digraphs , 2012, Theor. Comput. Sci..

[4]  Dana Ron,et al.  Property Testing in Bounded Degree Graphs , 1997, STOC.

[5]  Krzysztof Onak,et al.  A near-optimal sublinear-time algorithm for approximating the minimum vertex cover size , 2011, SODA.

[6]  Michael R. Fellows,et al.  Parameterized Complexity , 1998 .

[7]  Noga Alon,et al.  A combinatorial characterization of the testable graph properties: it's all about regularity , 2006, STOC '06.

[8]  Oded Goldreich,et al.  Property Testing - Current Research and Surveys , 2010, Property Testing.

[9]  Dana Ron,et al.  Comparing the strength of query types in property testing: the case of testing k-colorability , 2008, SODA '08.

[10]  Noga Alon,et al.  Color-coding , 1995, JACM.

[11]  Noga Alon,et al.  Every monotone graph property is testable , 2005, STOC '05.

[12]  Krzysztof Onak,et al.  Planar Graphs: Random Walks and Bipartiteness Testing , 2011, IEEE Annual Symposium on Foundations of Computer Science.

[13]  Noga Alon,et al.  A Combinatorial Characterization of the Testable Graph Properties: It's All About Regularity , 2009 .

[14]  Krzysztof Onak,et al.  Constant-Time Approximation Algorithms via Local Improvements , 2008, 2008 49th Annual IEEE Symposium on Foundations of Computer Science.

[15]  Leizhen Cai,et al.  Parameterized Complexity of Vertex Colouring , 2003, Discret. Appl. Math..

[16]  Yuichi Yoshida,et al.  Improved Constant-Time Approximation Algorithms for Maximum Matchings and Other Optimization Problems , 2012, SIAM J. Comput..

[17]  Dana Ron,et al.  Property testing and its connection to learning and approximation , 1998, JACM.

[18]  Oded Goldreich,et al.  Approximating average parameters of graphs , 2008 .

[19]  Ronitt Rubinfeld,et al.  Sublinear Time Algorithms , 2011, SIAM J. Discret. Math..

[20]  Bernard Chazelle,et al.  Approximating the Minimum Spanning Tree Weight in Sublinear Time , 2001, ICALP.

[21]  Dana Ron,et al.  Algorithmic and Analysis Techniques in Property Testing , 2010, Found. Trends Theor. Comput. Sci..

[22]  Christian Sohler,et al.  Every property of hyperfinite graphs is testable , 2011, STOC '11.

[23]  E. Tronci,et al.  1996 , 1997, Affair of the Heart.

[24]  Dana Ron,et al.  Tight Bounds for Testing Bipartiteness in General Graphs , 2004, SIAM J. Comput..

[25]  Kenji Obata,et al.  Approximate max-integral-flow/min-multicut theorems , 2004, STOC '04.

[26]  Prabhakar Raghavan,et al.  The electrical resistance of a graph captures its commute and cover times , 2005, computational complexity.

[27]  Krzysztof Onak,et al.  Local Graph Partitions for Approximation and Testing , 2009, 2009 50th Annual IEEE Symposium on Foundations of Computer Science.

[28]  N. Alon,et al.  Testing triangle-freeness in general graphs , 2006, SODA 2006.

[29]  Dana Ron,et al.  On Approximating the Minimum Vertex Cover in Sublinear Time and the Connection to Distributed Algorithms , 2007, Electron. Colloquium Comput. Complex..

[30]  A. James 2010 , 2011, Philo of Alexandria: an Annotated Bibliography 2007-2016.

[31]  E. Szemerédi Regular Partitions of Graphs , 1975 .

[32]  Dana Ron,et al.  A Quasi-Polynomial Time Partition Oracle for Graphs with an Excluded Minor , 2013, ICALP.