Comparing the strength of query types in property testing: the case of testing k-colorability

We study the power of four query models in the context of property testing in general graphs, where our main case study is the problem of testing k-colorability. Two query types, which have been studied extensively in the past, are pair queries and neighbor queries. The former corresponds to asking whether there is an edge between any particular pair of vertices, and the latter to asking for the i'th neighbor of a particular vertex. We show that while for pair queries, testing k-colorability requires a number of queries that is a monotone decreasing function in the average degree d, the query complexity in the case of neighbor queries remains roughly the same for every density and for large values of k. We also consider a combined model that allows both types of queries, and we propose a new, stronger, query model, which is related to the field of Group Testing. We give one-sided error upper and lower bounds for all the models, where the bounds are nearly tight for three of the models. In some of the cases our lower bounds extend to two-sided error algorithms. The problem of testing k-colorability was previously studied in the contexts of dense and sparse graphs, and in our proofs we unify approaches from those cases, and also provide some new tools and techniques which may be of independent interest.

[1]  Dana Ron,et al.  A Sublinear Bipartiteness Tester for Bounded Degree Graphs , 1999, Comb..

[2]  Dana Ron,et al.  Tight Bounds for Testing Bipartiteness in General Graphs , 2004, RANDOM-APPROX.

[3]  N. Alon,et al.  The Probablistic Method , 2000, SODA '92.

[4]  V. Rödl,et al.  On graphs with small subgraphs of large chromatic number , 1985, Graphs Comb..

[5]  Artur Czumaj,et al.  On testable properties in bounded degree graphs , 2007, SODA '07.

[6]  Ronitt Rubinfeld,et al.  Robust Characterizations of Polynomials with Applications to Program Testing , 1996, SIAM J. Comput..

[7]  Dana Ron,et al.  Approximating average parameters of graphs , 2008, Random Struct. Algorithms.

[8]  Ron M. Roth,et al.  Two-dimensional weight-constrained codes through enumeration bounds , 2000, IEEE Trans. Inf. Theory.

[9]  D. Ron,et al.  Testing the diameter of graphs , 2002 .

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

[11]  Noga Alon,et al.  The Probabilistic Method , 2015, Fundamentals of Ramsey Theory.

[12]  Kathryn Fraughnaugh,et al.  Introduction to graph theory , 1973, Mathematical Gazette.

[13]  P. Erdös On circuits and subgraphs of chromatic graphs , 1962 .

[14]  Dana Ron,et al.  Property Testing , 2000 .

[15]  Artur Czumaj,et al.  Testing Hereditary Properties of Nonexpanding Bounded-Degree Graphs , 2009, SIAM J. Comput..

[16]  Noga Alon,et al.  Testing triangle-freeness in general graphs , 2006, SODA '06.

[17]  Noga Alon,et al.  Testing k-colorability , 2002, SIAM J. Discret. Math..

[18]  Béla Bollobás,et al.  Random Graphs , 1985 .

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

[20]  Rajeev Motwani,et al.  Randomized algorithms , 1996, CSUR.

[21]  Kenji Obata,et al.  A lower bound for testing 3-colorability in bounded-degree graphs , 2002, The 43rd Annual IEEE Symposium on Foundations of Computer Science, 2002. Proceedings..

[22]  D. Du,et al.  Combinatorial Group Testing and Its Applications , 1993 .

[23]  Uriel Feige,et al.  On Sums of Independent Random Variables with Unbounded Variance and Estimating the Average Degree in a Graph , 2006, SIAM J. Comput..

[24]  E. Fischer THE ART OF UNINFORMED DECISIONS: A PRIMER TO PROPERTY TESTING , 2004 .

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

[26]  Dana Ron,et al.  Property Testing in Bounded Degree Graphs , 2002, STOC '97.

[27]  Noga Alon,et al.  Efficient Testing of Large Graphs , 2000, 40th Annual Symposium on Foundations of Computer Science (Cat. No.99CB37039).