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8 - Cuts and Metrics

from I - An Introduction to the Techniques

Published online by Cambridge University Press:  05 June 2012

David P. Williamson
Affiliation:
Cornell University, New York
David B. Shmoys
Affiliation:
Cornell University, New York
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Summary

In this chapter, we think about problems involving metrics. A metric (V, d) on a set of vertices V gives a distance duv for each pair of vertices u, vV such that three properties are obeyed: (1) duv = 0 if and only if v = u; (2) duv = duv for all u, vV; and (3) duvduw + dwv for all u, v, wV. The final property is sometimes called the triangle inequality. We will sometimes simply refer to the metric d instead of (V, d) if the set of vertices V is clear from the context. A concept related to a metric is a semimetric (V, d), in which properties (2) and (3) are obeyed, but not necessarily (1), so that if duv = 0, then possibly uv (a semimetric maintains that duu = 0). We may sometimes ignore this distinction between metrics and semimetrics, and call them both metrics.

Metrics turn out to be a useful way of thinking about graph problems involving cuts. Many important problems in discrete optimization require finding cuts in graphs of various types. To see the connection between cuts and metrics, note that for any cut SV, we can define d where duv = 1 if uS and vS, and duv = 0 otherwise. Note that (V, d) is then a semimetric; it is sometimes called the cut semimetric associated with S.

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Publisher: Cambridge University Press
Print publication year: 2011

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  • Cuts and Metrics
  • David P. Williamson, Cornell University, New York, David B. Shmoys, Cornell University, New York
  • Book: The Design of Approximation Algorithms
  • Online publication: 05 June 2012
  • Chapter DOI: https://doi.org/10.1017/CBO9780511921735.009
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  • Cuts and Metrics
  • David P. Williamson, Cornell University, New York, David B. Shmoys, Cornell University, New York
  • Book: The Design of Approximation Algorithms
  • Online publication: 05 June 2012
  • Chapter DOI: https://doi.org/10.1017/CBO9780511921735.009
Available formats
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Save book to Google Drive

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  • Cuts and Metrics
  • David P. Williamson, Cornell University, New York, David B. Shmoys, Cornell University, New York
  • Book: The Design of Approximation Algorithms
  • Online publication: 05 June 2012
  • Chapter DOI: https://doi.org/10.1017/CBO9780511921735.009
Available formats
×