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7 - Asymptotic goodness

Published online by Cambridge University Press:  05 August 2014

Ram Zamir
Affiliation:
Tel-Aviv University
Bobak Nazer
Affiliation:
Boston University
Yuval Kochman
Affiliation:
Hebrew University of Jerusalem
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Summary

As the dimension increases, lattices can form richer arrangements of points in space. Richness, though, comes at the cost of a higher complexity. Are high-dimensional lattices better?

The advantage of going to higher dimensions is questionable if we are only interested in sphere packing and covering. The one-dimensional lattice is already perfect for both problems, whereas higher-dimensional lattices are not. To be more specific, the best lattice packing efficiency ρpack gets worse (roughly monotonically) as the dimension increases, and decreases from 1 to the Minkowski bound of onehalf. The best lattice-covering efficiency ρcov exhibits anomalous behavior. First it increases (i.e., deteriorates) but then, by the Rogers bound, it becomes asymptotically perfect again and approaches 1 as the dimension goes to infinity. See more on that later in this chapter.

While mathematicians paid attention to these two hard problems, Shannon and his followers were more interested in the “softer” questions of quantization and modulation. Shannon's theory demonstrates the advantage of high-dimensional source and channel codes. The underlying principle is the law of large numbers. Does this principle apply also to lattice codes?

Lattices indeed improve when it comes to the quantization and the modulation problems.

Type
Chapter
Information
Lattice Coding for Signals and Networks
A Structured Coding Approach to Quantization, Modulation and Multiuser Information Theory
, pp. 134 - 177
Publisher: Cambridge University Press
Print publication year: 2014

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  • Asymptotic goodness
  • Ram Zamir, Tel-Aviv University
  • Illustrated by Ilai Bistritz
  • Book: Lattice Coding for Signals and Networks
  • Online publication: 05 August 2014
  • Chapter DOI: https://doi.org/10.1017/CBO9781139045520.008
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  • Asymptotic goodness
  • Ram Zamir, Tel-Aviv University
  • Illustrated by Ilai Bistritz
  • Book: Lattice Coding for Signals and Networks
  • Online publication: 05 August 2014
  • Chapter DOI: https://doi.org/10.1017/CBO9781139045520.008
Available formats
×

Save book to Google Drive

To save content items to your account, please confirm that you agree to abide by our usage policies. If this is the first time you use this feature, you will be asked to authorise Cambridge Core to connect with your account. Find out more about saving content to Google Drive.

  • Asymptotic goodness
  • Ram Zamir, Tel-Aviv University
  • Illustrated by Ilai Bistritz
  • Book: Lattice Coding for Signals and Networks
  • Online publication: 05 August 2014
  • Chapter DOI: https://doi.org/10.1017/CBO9781139045520.008
Available formats
×