TY - GEN
T1 - Aleatoric Predicates
T2 - 23rd International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2024
AU - French, Tim
N1 - Publisher Copyright:
© 2024 International Foundation for Autonomous Agents and Multiagent Systems.
PY - 2024/5/6
Y1 - 2024/5/6
N2 - Aleatoric Logic is the logic of dice, where Boolean propositions are replaced by independent probabilistic events. In a first order extension of this notion, Aleatoric predicates are applied to domain elements selected via independent probabilistic events. An analogy for this is the classic marbles in an urn problem, where we might ask the probability of drawing three marbles of the same colour from an urn, or drawing only black marbles from an urn until a red marble is drawn. This paper formalises a syntax and semantics for propositions built from aleatoric predicates, and discusses how these predicates give a representation of an agent's beliefs that come through experience.
AB - Aleatoric Logic is the logic of dice, where Boolean propositions are replaced by independent probabilistic events. In a first order extension of this notion, Aleatoric predicates are applied to domain elements selected via independent probabilistic events. An analogy for this is the classic marbles in an urn problem, where we might ask the probability of drawing three marbles of the same colour from an urn, or drawing only black marbles from an urn until a red marble is drawn. This paper formalises a syntax and semantics for propositions built from aleatoric predicates, and discusses how these predicates give a representation of an agent's beliefs that come through experience.
KW - Aleatoric Logic
KW - Learning Agents
KW - Probabilistic Reasoning
UR - https://www.scopus.com/pages/publications/85196419729
UR - https://www.aamas2024-conference.auckland.ac.nz/
UR - https://www.aamas2024-conference.auckland.ac.nz/calls/submission-instruction/
M3 - Conference paper
AN - SCOPUS:85196419729
SN - 979-8-4007-0486-4
VL - 2024-May
T3 - Proceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems, AAMAS
SP - 2267
EP - 2269
BT - AAMAS '24: Proceedings of the 23rd International Conference on Autonomous Agents and Multiagent Systems
PB - International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS)
CY - New Zealand
Y2 - 6 May 2024 through 10 May 2024
ER -