mlsanityData to 7 Oct 2026

Higher Order Probabilities

arXiv 1304.2714 ↗First posted 27 Mar 2013cs.AIcited by 1

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Abstract (arXiv)

A number of writers have supposed that for the full specification of belief, higher order probabilities are required. Some have even supposed that there may be an unending sequence of higher order probabilities of probabilities of probabilities.... In the present paper we show that higher order probabilities can always be replaced by the marginal distributions of joint probability distributions. We consider both the case in which higher order probabilities are of the same sort as lower order probabilities and that in which higher order probabilities are distinct in character, as when lower order probabilities are construed as frequencies and higher order probabilities are construed as subjective degrees of belief. In neither case do higher order probabilities appear to offer any advantages, either conceptually or computationally.

Key facts. Cited by 1 paper in the map (data through 7 Oct 2026). First posted on arXiv 27 Mar 2013.

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