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Revision #1 to TR08-097 | 4th January 2009 00:00

Hierarchy Theorems for Property Testing Revision of: TR08-097

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Abstract:
Referring to the query complexity of property testing, we prove the existence of a rich hierarchy of corresponding complexity classes. That is, for any relevant function $q$, we prove the existence of properties that have testing complexity Theta(q). Such results are proven in three standard domains often considered in property testing: generic functions, adjacency predicates describing (dense) graphs, and incidence functions describing bounded-degree graphs. While in two cases the proofs are quite straightforward, the techniques employed in the case of the dense graph model seem significantly more involved. Specifically, problems that arise and are treated in the latter case include (1) the preservation of distances between graph under a blow-up operation, and (2) the construction of monotone graph properties that have local structure. (This revision includes a new hierarchy theorem for one-sided testing [see Sec 6], which resolves an open problem post in the first version.)

Paper:

TR08-097 | 14th November 2008 00:00

Hierarchy Theorems for Property Testing


Abstract:
Referring to the query complexity of property testing, we prove the existence of a rich hierarchy of corresponding complexity classes. That is, for any relevant function $q$, we prove the existence of properties that have testing complexity Theta(q). Such results are proven in three standard domains often considered in property testing: generic functions, adjacency predicates describing (dense) graphs, and incidence functions describing bounded-degree graphs. While in two cases the proofs are quite straightforward, the techniques employed in the case of the dense graph model seem significantly more involved. Specifically, problems that arise and are treated in the latter case include (1) the preservation of distances between graph under a blow-up operation, and (2) the construction of monotone graph properties that have local structure.


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