Dempster-Shafer Fusion
Dempster-Shafer fusion is an ensemble method based on evidence theory (belief functions) that combines predictions from multiple sources by assigning basic probability masses to subsets of hypotheses. Rather than requiring a probability distribution over single outcomes, it allows uncertainty over sets of outcomes, providing a richer representation of confidence and doubt. Developed by Dempster (1968) and formalized by Shafer (1976), this method is particularly useful when sources are unreliable, conflicting, or provide partial evidence.
Izvorni zapis
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- Dempster, A. P. (1968). A generalization of Bayesian inference. Journal of the Royal Statistical Society, 30(2), 205-247. · DOI 10.1111/j.2517-6161.1968.tb00722.x
- Shafer, G. (1976). A Mathematical Theory of Evidence. Princeton University Press. · URL
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