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A random variable is a single numerical value that indicates the outcome of a procedure. The concept of random variables is fundamental to the probability theory and was introduced by a Russian mathematician, Pafnuty Chebyshev, in the mid-nineteenth century.
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Related Experiment Video

Updated: Apr 12, 2026

Fabrication and Characterization of Disordered Polymer Optical Fibers for Transverse Anderson Localization of Light
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Maximally nonlocal theories cannot be maximally random.

Gonzalo de la Torre1, Matty J Hoban1,2, Chirag Dhara1

  • 1ICFO-Institut de Ciencies Fotoniques, Mediterranean Technology Park, 08860 Castelldefels (Barcelona), Spain.

Physical Review Letters
|May 9, 2015
PubMed
Summary
This summary is machine-generated.

Researchers explored the link between randomness and nonlocality in theories. They found that maximal randomness certification is not possible in maximally nonlocal theories, challenging previous assumptions about quantum mechanics and device-independent protocols.

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Area of Science:

  • Quantum Information Theory
  • Foundations of Quantum Mechanics
  • Nonlocality and Randomness

Background:

  • Bell inequality violations signify nonlocality, meaning correlations lack local, deterministic explanations.
  • Previous research quantified randomness using nonlocality measures.
  • This study inverts the perspective, investigating what randomness reveals about nonlocality.

Purpose of the Study:

  • To investigate the relationship between randomness certification and nonlocality within theoretical frameworks.
  • To determine if maximal randomness certification is achievable in maximally nonlocal theories.
  • To assess quantum theory's capabilities for maximal randomness certification and its optimality.

Main Methods:

  • Analysis of theoretical correlations and their Bell inequality violations.
  • Investigation of randomness certification limits in various theoretical models.
  • Comparison of quantum theory's capabilities with a larger set of potential correlations.

Main Results:

  • Maximal randomness certification is not possible in maximally nonlocal theories, contrary to intuition.
  • Quantum theory uniquely permits maximal randomness certification across all dichotomic scenarios.
  • A set of correlations larger than quantum correlations exists that also allows maximal randomness certification.

Conclusions:

  • Quantum theory is not the most nonlocal theory capable of maximal randomness certification.
  • Findings offer insights into fundamental quantum mechanics and device-independent protocols.
  • Results impose restrictions on protocols relying on the no-signaling principle.