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5 - Space Complexity

Published online by Cambridge University Press:  05 June 2012

Oded Goldreich
Affiliation:
Weizmann Institute of Science, Israel
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Summary

Open are the double doors of the horizon; unlocked are its bolts.

Philip Glass, Akhnaten, Prelude

Whereas the number of steps taken during a computation is the primary measure of its efficiency, the amount of temporary storage used by the computation is also a major concern. Furthermore, in some settings, space is even more scarce than time.

In addition to the intrinsic interest in space complexity, its study provides an interesting perspective on the study of time complexity. For example, in contrast to the common conjecture by which NP ≠ coNP, we shall see that analogous space-complexity classes (e.g., Nℒ) are closed under complementation (e.g., Nℒ = coNℒ).

Summary: This chapter is devoted to the study of the space complexity of computations, while focusing on two rather extreme cases. The first case is that of algorithms having logarithmic space complexity. We view such algorithms as utilizing the naturally minimal amount of temporary storage, where the term “minimal” is used here in an intuitive (but somewhat inaccurate) sense, and note that logarithmic space complexity seems a more stringent requirement than polynomial time. The second case is that of algorithms having polynomial space complexity, which seems a strictly more liberal restriction than polynomial time complexity. Indeed, algorithms utilizing polynomial space can perform almost all the computational tasks considered in this book (e.g., the class PSP ACε contains almost all complexity classes considered in this book). […]

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Chapter
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Computational Complexity
A Conceptual Perspective
, pp. 143 - 183
Publisher: Cambridge University Press
Print publication year: 2008

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  • Space Complexity
  • Oded Goldreich, Weizmann Institute of Science, Israel
  • Book: Computational Complexity
  • Online publication: 05 June 2012
  • Chapter DOI: https://doi.org/10.1017/CBO9780511804106.007
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  • Space Complexity
  • Oded Goldreich, Weizmann Institute of Science, Israel
  • Book: Computational Complexity
  • Online publication: 05 June 2012
  • Chapter DOI: https://doi.org/10.1017/CBO9780511804106.007
Available formats
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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.

  • Space Complexity
  • Oded Goldreich, Weizmann Institute of Science, Israel
  • Book: Computational Complexity
  • Online publication: 05 June 2012
  • Chapter DOI: https://doi.org/10.1017/CBO9780511804106.007
Available formats
×