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The
rigidity function of a matrix is defined as the minimum number of
its entries that need to be changed in order to reduce the rank of the
matrix to below a given parameter. Proving a strong enough lower bound
on the rigidity of a matrix implies a nontrivial lower bound on the
complexity of any linear circuit computing the set of linear forms
associated with it. However, although it is shown that most matrices
are rigid enough, no explicit construction of a rigid family of
matrices is known.
In this survey report we review the concept of rigidity and some of its
interesting variations as well as several notable results related to
that. We also show the existence of highly rigid matrices constructed
by evaluation of bivariate polynomials over finite fields.
Error
correcting codes are combinatorial objects that allow reliable
recovery of information in presence of errors by cleverly augmenting
the original information with a certain amount of redundancy.
The availability of efficient means of error detection is
considered as a fundamental criterion for error correcting codes.
Locally testable codes are families of error correcting codes that are
highly robust against transmission errors and in addition provide
super-efficient (sublinear time) probabilistic algorithms for error
detection. In particular, the error detection algorithm probes the
received sequence only at a small (or even constant) number of
locations.
There seems to be a trade-off between the amount of redundancy
and
the number of probes for the error detection procedure in locally
testable codes. Even though currently best constructions allow
reduction of redundancy to a nearly linear amount, it is not clear
whether this can be further reduced to linear while preserving a
constant number of probes.
We study the formal notion of locally testable codes and survey
several major results in this area. We also investigate closely related
concepts, and in particular, polynomial low-degree tests and
probabilistically checkable proofs.
Last Updated on December 15, 2005
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