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Finite metric spaces: combinatorics, geometry and algorithms

Published: 05 June 2002 Publication History

Abstract

In the last several years a number of very interesting results were proved about finite metric spaces. Some of this work is motivated by practical considerations: Large data sets (coming e.g. from computational molecular biology, brain research or data mining) can be viewed as large metric spaces that should be analyzed (e.g. correctly clustered).On the other hand, these investigations connect to some classical areas of geometry - the asymptotic theory of finite-dimensional normed spaces and differential geometry. Finally, the metric theory of finite graphs has proved very useful in the study of graphs per se and the design of approximation algorithms for hard computational problems. In this talk I will try to explain some of the results and review some of the emerging new connections and the many fascinating open problems in this area.

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cover image ACM Conferences
SCG '02: Proceedings of the eighteenth annual symposium on Computational geometry
June 2002
330 pages
ISBN:1581135041
DOI:10.1145/513400
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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Association for Computing Machinery

New York, NY, United States

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Published: 05 June 2002

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SoCG02

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SCG '02 Paper Acceptance Rate 35 of 104 submissions, 34%;
Overall Acceptance Rate 625 of 1,685 submissions, 37%

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  • (2022)On mappings on the hypercube with small average stretchCombinatorics, Probability and Computing10.1017/S0963548322000281(1-15)Online publication date: 18-Oct-2022
  • (2021)Barycentric gluing and geometry of stable metricsRevista de la Real Academia de Ciencias Exactas, Físicas y Naturales. Serie A. Matemáticas10.1007/s13398-021-01179-0116:1Online publication date: 9-Nov-2021
  • (2021)AnalysisLandscape of 21st Century Mathematics10.1007/978-3-030-80627-9_3(103-171)Online publication date: 26-Jul-2021
  • (2020)Tree! I am no tree! I am a low dimensional hyperbolic embeddingProceedings of the 34th International Conference on Neural Information Processing Systems10.5555/3495724.3495796(845-856)Online publication date: 6-Dec-2020
  • (2018)DISTORTION IN THE FINITE DETERMINATION RESULT FOR EMBEDDINGS OF LOCALLY FINITE METRIC SPACES INTO BANACH SPACESGlasgow Mathematical Journal10.1017/S001708951800002261:1(33-47)Online publication date: 6-Feb-2018
  • (2017)Hypothesis testing for network data in functional neuroimagingThe Annals of Applied Statistics10.1214/16-AOAS101511:2Online publication date: 1-Jun-2017
  • (2016)A Variant of the K-Means Clustering Algorithm for Continuous-Nominal DataProceedings of the 9th International Conference on Computer Recognition Systems CORES 201510.1007/978-3-319-26227-7_2(17-26)Online publication date: 5-Mar-2016
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  • (2015)A shape deformation algorithm for constrained multidimensional scalingComputers and Graphics10.1016/j.cag.2015.10.00353:PB(156-165)Online publication date: 1-Dec-2015
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