Luce's choice axiom
In probability theory, Luce's choice axiom, formulated by R. Duncan Luce (1959), states that the probability of selecting one item over another from a pool of many items is not affected by the presence or absence of other items in the pool. Selection of this kind is said to have "independence from irrelevant alternatives" (IIA).
Overview
Mathematically, the axiom states that the probability of selecting item i from a pool of j items is given by:
where w indicates the weight (a measure of some typically salient property) of a particular item.
This function is used elsewhere in mathematics and science, where it is known as the normalized exponential function or softmax, and dates to the Boltzmann distribution in statistical mechanics; see Softmax function § History.
Applications
The axiom is often encountered in economics, where it can be used to model a consumer's tendency to choose one brand of product over another. It is also found in psychology, particularly in cognitive science where it is used to model approximately rational decision processes.
External links
References
- Luce, R. D. (1959). Individual Choice Behavior: A Theoretical Analysis. New York: Wiley. ISBN 978-0-486-44136-8.
- Luce, R. D. (1977). "The choice axiom after twenty years" (PDF). Journal of Mathematical Psychology. 15 (3): 215–233. CiteSeerX 10.1.1.336.1366. doi:10.1016/0022-2496(77)90032-3.