One way for an agent to deal with uncertainty about its beliefs is to maintain a probability distribution over the worlds it believes are possible. A belief change operation may recommend some previously believed worlds to become impossible and some previously disbelieved worlds to become possible. This work investigates how to redistribute probabilities due to worlds being added to and removed from an agent’s belief-state. Two related approaches are proposed and analyzed.
Reference:
Rens, G and Meyer, T. 2015. A new approach to probabilistic belief change. In: The Twenty-Eighth International Florida Artificial Intelligence Research Society (FLAIRS) Conference, Hollywood, Florida USA, 18-20 May 2015
Rens, G., & Meyer, T. (2015). A new approach to probabilistic belief change. AAAI Publications. http://hdl.handle.net/10204/8400
Rens, G, and T Meyer. "A new approach to probabilistic belief change." (2015): http://hdl.handle.net/10204/8400
Rens G, Meyer T, A new approach to probabilistic belief change; AAAI Publications; 2015. http://hdl.handle.net/10204/8400 .
The Twenty-Eighth International Florida Artificial Intelligence Research Society (FLAIRS) Conference, Hollywood, Florida USA, 18-20 May 2015. Due to copyright restrictions, the attached PDF file only contains the abstract of the full text item. For access to the full text item, please consult the publisher's website