Terminal embeddings

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    7 Scopus citations

    Abstract

    In this paper we study terminal embeddings, in which one is given a finite metric (X, dX) (or a graph G = (V,E)) and a subset K ⊂ X of its points are designated as terminals. The objective is to embed the metric into a normed space, while approximately preserving all distances among pairs that contain a terminal. We devise such embeddings in various settings, and conclude that even though we have to preserve ≈ |K| · |X| pairs, the distortion depends only on |K|, rather than on |X|. We also strengthen this notion, and consider embeddings that approximately preserve the distances between all pairs, but provide improved distortion for pairs containing a terminal. Surprisingly, we show that such embeddings exist in many settings, and have optimal distortion bounds both with respect to X × X and with respect to K × X. Moreover, our embeddings have implications to the areas of Approximation and Online Algorithms. In particular, [7] devised an Õ(√log r)-approximation algorithm for sparsest-cut instances with r demands. Building on their framework, we provide an Õ(√ log |K|)-approximation for sparsest-cut instances in which each demand is incident on one of the vertices of K (aka, terminals). Since |K| ≤ r, our bound generalizes that of [7].

    Original languageEnglish
    Title of host publicationApproximation, Randomization, and Combinatorial Optimization. Algorithms and Techniques - 18th International Workshop, APPROX 2015, and 19th International Workshop, RANDOM 2015
    EditorsNaveen Garg, Klaus Jansen, Anup Rao, Jose D. P. Rolim
    PublisherSchloss Dagstuhl- Leibniz-Zentrum fur Informatik GmbH, Dagstuhl Publishing
    Pages242-264
    Number of pages23
    ISBN (Electronic)9783939897897
    DOIs
    StatePublished - 1 Aug 2015
    Event18th International Workshop on Approximation Algorithms for Combinatorial Optimization Problems, APPROX 2015, and 19th International Workshop on Randomization and Computation, RANDOM 2015 - Princeton, United States
    Duration: 24 Aug 201526 Aug 2015

    Publication series

    NameLeibniz International Proceedings in Informatics, LIPIcs
    Volume40
    ISSN (Print)1868-8969

    Conference

    Conference18th International Workshop on Approximation Algorithms for Combinatorial Optimization Problems, APPROX 2015, and 19th International Workshop on Randomization and Computation, RANDOM 2015
    Country/TerritoryUnited States
    CityPrinceton
    Period24/08/1526/08/15

    Keywords

    • Distortion
    • Embedding
    • Terminals

    ASJC Scopus subject areas

    • Software

    Fingerprint

    Dive into the research topics of 'Terminal embeddings'. Together they form a unique fingerprint.

    Cite this