TY - GEN
T1 - Enforcing Natural Properties of Choice Functions, with Application for Combination
AU - Wilson, Nic
N1 - Publisher Copyright:
© 2023 The Authors.
PY - 2023/9/28
Y1 - 2023/9/28
N2 - One important and natural representation of preferences is a choice function, which returns the preferred options amongst any given subset of the alternatives. There are some very intuitive coherence conditions that might be assumed for an agent's choice function, in particular path independence, and a consistency condition stating that there is always at least one preferred alternative among any non-empty set. However, an elicited choice function may not satisfy path independence, because of the elicitation being incomplete, or because of there being some incoherence in the agent's reported choice function (despite the agent assenting to the general coherence conditions). Furthermore, if we wish to combine the choice functions of more than one agent, simple natural combination operations can lose path independence. This paper develops methods for enforcing path independence and restoring consistency, thus, making the user preferences coherent; this method also leads to approaches for combining two choice functions, in order to suggest the most promising alternatives for a pair of agents.
AB - One important and natural representation of preferences is a choice function, which returns the preferred options amongst any given subset of the alternatives. There are some very intuitive coherence conditions that might be assumed for an agent's choice function, in particular path independence, and a consistency condition stating that there is always at least one preferred alternative among any non-empty set. However, an elicited choice function may not satisfy path independence, because of the elicitation being incomplete, or because of there being some incoherence in the agent's reported choice function (despite the agent assenting to the general coherence conditions). Furthermore, if we wish to combine the choice functions of more than one agent, simple natural combination operations can lose path independence. This paper develops methods for enforcing path independence and restoring consistency, thus, making the user preferences coherent; this method also leads to approaches for combining two choice functions, in order to suggest the most promising alternatives for a pair of agents.
UR - https://www.scopus.com/pages/publications/85175826949
U2 - 10.3233/FAIA230572
DO - 10.3233/FAIA230572
M3 - Conference proceeding
AN - SCOPUS:85175826949
T3 - Frontiers in Artificial Intelligence and Applications
SP - 2647
EP - 2654
BT - ECAI 2023 - 26th European Conference on Artificial Intelligence, including 12th Conference on Prestigious Applications of Intelligent Systems, PAIS 2023 - Proceedings
A2 - Gal, Kobi
A2 - Gal, Kobi
A2 - Nowe, Ann
A2 - Nalepa, Grzegorz J.
A2 - Fairstein, Roy
A2 - Radulescu, Roxana
PB - IOS Press BV
T2 - 26th European Conference on Artificial Intelligence, ECAI 2023
Y2 - 30 September 2023 through 4 October 2023
ER -