ARTFEED — Contemporary Art Intelligence

Contextuality Profiles: A New Framework for Random Variables

other · 2026-04-24

Researchers introduce the concept of a contextuality profile for systems of random variables, replacing a single degree of contextuality with a curve that maps contextuality to the level of analysis. A system at level n considers only joint distributions involving up to n variables. This level-wise analysis works with any contextuality measure. A method of concatenated systems enables systematic exploration. The approach is demonstrated on three major contextuality measures from the literature.

Key facts

  • Contextuality profile is a new notion for systems of random variables.
  • It characterizes contextuality by a curve relating degree to level.
  • Level n considers joint distributions with no more than n variables.
  • Level-wise analysis works with any well-constructed contextuality measure.
  • Concatenated systems method is used to explore profiles systematically.
  • Applied to three major measures of contextuality from the literature.

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