Multiplication and comultiplication of beliefs |
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Institution: | Distributed Systems Technology Centre, Level 7, General Purpose South, UQ Qld 4072 Brisbane, Australia |
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Abstract: | Multiplication and comultiplication of beliefs represent a generalisation of multiplication and comultiplication of probabilities as well as of binary logic AND and OR. Our approach follows that of subjective logic, where belief functions are expressed as opinions that are interpreted as being equivalent to β probability distributions. We compare different types of opinion product and coproduct, and show that they represent very good approximations of the analytical product and coproduct of β probability distributions. We also define division and codivision of opinions, and compare our framework with other logic frameworks for combining uncertain propositions. |
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