Skip to main content Accessibility help
×
Hostname: page-component-77c89778f8-sh8wx Total loading time: 0 Render date: 2024-07-22T09:32:25.244Z Has data issue: false hasContentIssue false

8 - Pseudorandom Generators

Published online by Cambridge University Press:  05 June 2012

Oded Goldreich
Affiliation:
Weizmann Institute of Science, Israel
Get access

Summary

Indistinguishable things are identical.

G. W. Leibniz (1646–1714)

A fresh view at the question of randomness has been taken by Complexity Theory: It has been postulated that a distribution is random (or rather pseudorandom) if it cannot be told apart from the uniform distribution by any efficient procedure. Thus, (pseudo) randomness is not an inherent property of an object, but is rather subjective to the observer.

At the extreme, this approach says that the question of whether the world is deterministic or allows for some free choice (which may be viewed as sources of randomness) is irrelevant. What matters is how the world looks to us and to various computationally bounded devices. That is, if some phenomenon looks random, then we may just treat it as if it were random. Likewise, if we can generate sequences that cannot be told apart from the uniform distribution by any efficient procedure, then we can use these sequences in any efficient randomized application instead of the ideal coin tosses that are postulated in the design of this application.

The pivot of the foregoing approach is the notion of computational indistinguishability, which refers to pairs of distributions that cannot be told apart by efficient procedures. The most fundamental incarnation of this notion associates efficient procedures with polynomial-time algorithms, but other incarnations that restrict attention to other classes of distinguishing procedures also lead to important insights.

Type
Chapter
Information
Computational Complexity
A Conceptual Perspective
, pp. 284 - 348
Publisher: Cambridge University Press
Print publication year: 2008

Access options

Get access to the full version of this content by using one of the access options below. (Log in options will check for institutional or personal access. Content may require purchase if you do not have access.)

Save book to Kindle

To save this book to your Kindle, first ensure coreplatform@cambridge.org is added to your Approved Personal Document E-mail List under your Personal Document Settings on the Manage Your Content and Devices page of your Amazon account. Then enter the ‘name’ part of your Kindle email address below. Find out more about saving to your Kindle.

Note you can select to save to either the @free.kindle.com or @kindle.com variations. ‘@free.kindle.com’ emails are free but can only be saved to your device when it is connected to wi-fi. ‘@kindle.com’ emails can be delivered even when you are not connected to wi-fi, but note that service fees apply.

Find out more about the Kindle Personal Document Service.

  • Pseudorandom Generators
  • Oded Goldreich, Weizmann Institute of Science, Israel
  • Book: Computational Complexity
  • Online publication: 05 June 2012
  • Chapter DOI: https://doi.org/10.1017/CBO9780511804106.010
Available formats
×

Save book to Dropbox

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 Dropbox.

  • Pseudorandom Generators
  • Oded Goldreich, Weizmann Institute of Science, Israel
  • Book: Computational Complexity
  • Online publication: 05 June 2012
  • Chapter DOI: https://doi.org/10.1017/CBO9780511804106.010
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.

  • Pseudorandom Generators
  • Oded Goldreich, Weizmann Institute of Science, Israel
  • Book: Computational Complexity
  • Online publication: 05 June 2012
  • Chapter DOI: https://doi.org/10.1017/CBO9780511804106.010
Available formats
×