Abstract
A predictive distribution over a sequence of \(N+1\) events is said to be “frequency mimicking” whenever the probability for the final event conditioned on the outcome of the first N events equals the relative frequency of successes among them. Exchangeable distributions that exhibit this feature universally are known to have several annoying concomitant properties. We motivate frequency mimicking assertions over a limited subdomain in practical problems of finite inference, and we identify their computable coherent implications. We provide some examples using reference distributions, and we introduce computational software to generate any complete specification desired. Theorems on reduction and extendability of frequency mimicking assertions delineate the extent of the usefulness of such distributions.
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Berliner, L.M., Hill, B.M.: Bayesian nonparametric survival analysis. J. Am. Stat. Assoc. 83(403), 772–779 (1988)
Berti, P., Rigo, P.: On coherent conditional probabilities and disintegrations. Ann. Math. Artif. Intell. 35(1), 71–82 (2002)
Berti, P., Miranda, E., Rigo, P.: Basic ideas underlying conglomerability and disintegrability. Int. J. Approx. Reason. 88, 387–400 (2017)
Biazzo, V., Gilio, A.: A generalization of the fundamental theorem of de Finetti for imprecise conditional probability assessments. Int. J. Approx. Reason. 24(2–3), 251–272 (2000)
Brooke, A., Kendrick, D., Meeraus, A., Raman, R.: Gams: A User’s Guide. GAMS Development Corp, Washington, DC (2003)
Capotorti, A., Galli, L., Vantaggi, B.: Locally strong coherence and inference with lower–upper probabilities. Soft Comput. 7(5), 280–287 (2003)
Capotorti, A., Lad, F., Sanfilippo, G.: Reassessing accuracy rates of median decisions. Am. Stat. 61(2), 132–138 (2007)
Crisma, L.: Alcune valutazioni quantitative interessanti la proseguibilita’ di processi aleatori scambiabili. Rend. Istit. Mat. Univ. Trieste 3, 96–124 (1971)
Crisma, L.: Quantitative analysis of exchangeability in alternative processes. In: Koch, G., Spizzichino, F. (eds.) Exchangeability in probability and statistics, pp. 207–216. North- Holland, Amsterdam (1982)
Coletti, G., Scozzafava, R.: Characterization of coherent conditional probabilities as a tool for their assessment and extension. Int. J. Uncertain. Fuzziness Knowl. Based Syst. 04(02), 103–127 (1996)
de Finetti, B.: Gli eventi equivalenti e il caso degenere. Giornale dell’Istituto italiano degli Attuari 15, 40–64, (tr) Equivalent events and the degenerate case, in Probabilità e Induzione (Clueb, Bologna, 1993) 129–152 (1952)
de Finetti, B.: Quelques conventions qui semblent utiles. Revue Roumaine des Mathematiques Pures et Appliquees 12(9), 1227–1233, Savage L.J. (tr) A useful notation, in Probability, Induction, Statistics (Wiley, London, 1972) Appendix to introduction, xviii–xxiv (1967)
de Finetti, B.: Sulla proseguibilita’ di processi aleatori scambiabili. Rend. Istit. Mat. Univ. Trieste 1, 53–67 (1969)
de Finetti, B.: Teoria delle probabilità. Ed. Einaudi, 2 voll., Torino, English version: Theory of Probability 1(2), Wiley, Chichester 1974 (1975) (1970)
Diaconis, P.: Finite forms of de Finetti’s theorem on exchangeability. Synthese 36, 271–281 (1977)
Fortini, S., Petrone, S.: Predictive distribution (de Finetti’s view). In: Wiley StatsRef: Statistics Reference Online, pp. 1–9. Wiley (2016). https://doi.org/10.1002/9781118445112.stat07831
Gilio, A., Sanfilippo, G.: Quasi conjunction, quasi disjunction, t-norms and t-conorms: probabilistic aspects. Inf. Sci. 245, 146–167 (2013). https://doi.org/10.1016/j.ins.2013.03.019
Gilio, A., Sanfilippo, G.: Generalized logical operations among conditional events. Appl. Intell. 49(1), 79–102 (2019). https://doi.org/10.1007/s10489-018-1229-8
Hill, B.M.: De Finetti’s theorem, induction, and \({A}_n\), or Bayesian nonparametric predictive inference. In: Bernardo, J.M., Degroot, M.H., Lindley, D.V., Smith, A.F.M. (eds.) Bayesian Statistics, vol. 3, pp. 211–241. Oxford University Press, Oxford (1988)
Hill, B.M.: Bayesian Nonparametric Prediction and Statistical Inference, p. 29. Defense Technical Information Center, Fort Belvoir (1989)
Johnson, V.E., Moosman, A., Cotter, P.: A hierarchical model for estimating the early reliability of complex systems. IEEE Trans. Reliab. 54(2), 224–231 (2005)
Lad, F.: Operational Subjective Statistical Methods: A Mathematical, Philosophical, and Historical Introduction. Wiley, New York (1996)
Lad, F., Dickey, J., Rahman, M.: The fundamental theorem of prevision. Statistica 50(1), 19–38 (1990)
Lad, F., Dickey, J., Rahman, M.: Numerical application of the fundamental theorem of prevision. J. Stat. Comput. Simul. 40(3–4), 135–151 (1992)
Lad, F., Deely, J., Piesse, A.: Using the fundamental theorem of prevision to identify coherency conditions for finite exchangeable inference. Technical Report 95, University of Canterbury Department of Mathematics and Statistics Research Report (1993). http://www.math.canterbury.ac.nz/research/rpt95.pdf. Accessed 1 April 2020
Lad, F., Deely, J., Piesse, A.: Coherency conditions for finite exchangeable inference. J. Ital. Stati. Soc. 4, 195–213 (1995)
Martinez, W., Martinez, A.: Computational Statistics with Matlab. Chapman and Hall, London (2002)
Regazzini, E.: de Finetti’s coherence and statistical inference. Ann. Stat. 15(2), 845–864 (1987)
Savage, L.J.: The Foundations of Statistics. Wiley, New York (1954)
Savage, L.J.: The subjective basis of statistical practice. Unpublished University of Michigan manuscript (1961)
Savage, L.J.: The Foundations of Statistics, 2nd edn. Dover Books, New York (1972)
Acknowledgements
We thank a guest editor and the anonymous reviewers for their careful reading of our manuscript and their helpful suggestions. Thanks to James O’Malley, Wes Johnson, Val Johnson, Andrea Piesse, and Angelo Gilio for helpful comments on earlier drafts of this article during the many years of its development, and to Jay Kadane for a helpful reference.
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Lad, F., Sanfilippo, G. Predictive distributions that mimic frequencies over a restricted subdomain. Decisions Econ Finan 43, 17–41 (2020). https://doi.org/10.1007/s10203-020-00281-z
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DOI: https://doi.org/10.1007/s10203-020-00281-z
Keywords
- Probability elicitation
- Conditional probability
- Probability bounds
- Extendable exchangeability
- \(A_n\) and \(H_n\) distributions