Least-Distortion Euclidean Embeddings of Graphs: Products of Cycles and Expanders

Nathan Linial*, Avner Magen

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

16 Scopus citations


Embeddings of finite metric spaces into Euclidean space have been studied in several contexts: The local theory of Banach spaces, the design of approximation algorithms, and graph theory. The emphasis is usually on embeddings with the least possible distortion. That is, one seeks an embedding that minimizes the bi-Lipschitz constant of the mapping. This question has also been asked for embeddings into other normed spaces. However, when the host space is l2 , more can be said: The problem of finding an optimal embedding into l2 can be formulated as a semi-definite program (and can therefore be solved in polynomial time). So far, this elegant statement of the problem has not been applied to any interesting explicit instances. Here we employ this method and examine two families of graphs: (i) products of cycles, and (ii) constant-degree expander graphs. Our results in (i) extend a 30-year-old result of P. Enflo (1969, Ark. Mat.8, 103-105) on the cube. Our results in (ii) provide an alternative proof to the fact that there are n-point metric spaces whose Euclidean distortion is Ω(logn). Furthermore, we show that metrics in the class (ii) are Ω(logn) far from the class l22, namely, the square of the metrics realizable in l2. This is a well studied class which contains all l1 metrics (and therefore also all l2 metrics). Some of our methods may well apply to more general instances where semidefinite programming is used to estimate Euclidean distortions. Specifically, we develop a method for proving the optimality of an embedding. This idea is useful in those cases where it is possible to guess an optimal embedding.

Original languageAmerican English
Pages (from-to)157-171
Number of pages15
JournalJournal of Combinatorial Theory. Series B
Issue number2
StatePublished - Jul 2000

Bibliographical note

Funding Information:
1Supported in part by grants from the Israeli Academy of Sciences and the Binational Science Foundation Israel USA.


Dive into the research topics of 'Least-Distortion Euclidean Embeddings of Graphs: Products of Cycles and Expanders'. Together they form a unique fingerprint.

Cite this