TR06-103 Authors: Oded Lachish, Ilan Newman, Asaf Shapira

Publication: 25th August 2006 12:38

Downloads: 3438

Keywords:

Combinatorial property testing deals with the following relaxation

of decision problems: Given a fixed property and an input $x$, one

wants to decide whether $x$ satisfies the property or is ``far''

from satisfying it. The main focus of property testing is in

identifying large families of properties that can be tested with a

certain number of queries to the input. Unfortunately, there are

nearly no general results connecting standard complexity measures of

languages with the hardness of testing them. In this paper we study

the relation between the space complexity of a language and its

query complexity. Our main result is that for any space complexity

$s(n)\leq \log{n}$ there is a language with space complexity

$O(s(n))$ and query complexity $2^{\Omega(s(n))}$.

We conjecture that this exponential lower bound is best possible,

namely that the query complexity of a languages is at most exponential

in its space complexity.

Our result has implications with respect to testing languages

accepted by certain restricted machines. Alon et al. [FOCS 1999]

have shown that any regular language is testable with a constant

number of queries. It is well known that any language in space

$o(\log \log n)$ is regular, thus implying that such languages can

be so tested. It was previously known that there are languages in

space $O(\log n)$ which are not testable with a constant number of

queries and Newman [FOCS 2000] raised the question of closing the

exponential gap between these two results. A special case of our

main result resolves this problem as it implies that there is a

language in space $O(\log \log n)$ that is not testable with a

constant number of queries, thus showing that the $o(\log \log n)$

bound is best possible. It was also previously known that the class

of testable properties cannot be extended to all context-free

languages. We further show that one cannot even extend the family of

testable languages to the class of languages accepted by single

counter machines which is perhaps the weakest (uniform)

computational model that is strictly stronger than finite automata.