You need to know: Euclidean space , metric space
with metric
.
Background: We say that a subset S of metric space can be embedded into metric space
with distortion at most
if there exists a function
such that
, where
are constants such that
.
The Theorem: On 4th December 2002, Yair Bartal, Nathan Linial, Manor Mendel, and Assaf Naor submitted to the Annals of Mathematics a paper in which they proved the existence of constant such that for every
, every n-point metric space has a subset of size
which can be embedded into
with distortion at most
.
Short context: In 1985, Bourgain proved that every n-point metric space X can be embedded into with distortion at most
(where the dimension d depends on n but the constant C does not). The bound
is essentially sharp. The Theorem states, however, that reasonably large subsets of X can be embedded into
with much smaller distortion. In a subsequent work Mendel and Naor showed that the Theorem holds for even larger subset of size
, and that this is optimal up to the value of the constant C.
Links: Free arxiv version of the original paper is here, journal version is here. See also Section 5.8 of this book for an accessible description of the Theorem.