Skip to main content
Log in

Conditional Random Quantities and Compounds of Conditionals

  • Published:
Studia Logica Aims and scope Submit manuscript

Abstract

In this paper we consider conditional random quantities (c.r.q.’s) in the setting of coherence. Based on betting scheme, a c.r.q. X|H is not looked at as a restriction but, in a more extended way, as \({XH + \mathbb{P}(X|H)H^c}\) ; in particular (the indicator of) a conditional event E|H is looked at as EHP(E|H)H c. This extended notion of c.r.q. allows algebraic developments among c.r.q.’s even if the conditioning events are different; then, for instance, we can give a meaning to the sum X|H + Y|K and we can define the iterated c.r.q. (X|H)|K. We analyze the conjunction of two conditional events, introduced by the authors in a recent work, in the setting of coherence. We show that the conjoined conditional is a conditional random quantity, which may be a conditional event when there are logical dependencies. Moreover, we introduce the negation of the conjunction and by applying De Morgan’s Law we obtain the disjoined conditional. Finally, we give the lower and upper bounds for the conjunction and disjunction of two conditional events, by showing that the usual probabilistic properties continue to hold.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  1. Adams E.: The logic of conditionals. Inquiry 8(1–4), 166–197 (1965)

    Article  Google Scholar 

  2. Adams E.: The Logic of Conditionals. Reidel, Dordrecht (1975)

    Book  Google Scholar 

  3. Berti P., Regazzini E., Rigo P.: Well calibrated, coherent forecasting systems. Theory of Probability & Its Applications 42(1), 82–102 (1998)

    Article  Google Scholar 

  4. Biazzo V., Gilio A.: On the linear structure of betting criterion and the checking of coherence. Annals of Mathematics and Artificial Intelligence 35(1–4), 83–106 (2002)

    Article  Google Scholar 

  5. Biazzo V., Gilio A., Lukasiewicz T., Sanfilippo G.: Probabilistic logic under coherence: complexity and algorithms. Annals of Mathematics and Artificial Intelligence 45(1–2), 35–81 (2005)

    Article  Google Scholar 

  6. Biazzo V., Gilio A., Sanfilippo G.: Coherence checking and propagation of lower probability bounds. Soft Computing 7(5), 310–320 (2003)

    Article  Google Scholar 

  7. Biazzo, V., A. Gilio., and G. Sanfilippo, On the checking of g-coherence of conditional probability bounds, International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems 11(Suppl 2):75–104, 2003.

    Google Scholar 

  8. Biazzo, V., A. Gilio., and G. Sanfilippo, Generalized coherence and connection property of imprecise conditional previsions, in Proceedings of IPMU’08, Malaga, Spain, 2008, pp. 907–914.

  9. Biazzo, V., A. Gilio., and G. Sanfilippo, Coherent conditional previsions and proper scoring rules, in S. Greco et al. (eds.), Advances in Computational Intelligence, vol. 300 of CCIS, Springer-Verlag, Berlin, 2012, pp. 146–156.

  10. Bouchon-Meunier B., Coletti G., Marsala C.: Independence and possibilistic conditioning. Annals of Mathematics and Artificial Intelligence 35(1–4), 107–123 (2002)

    Article  Google Scholar 

  11. Bruno G., Gilio A.: Confronto fra eventi condizionati di probabilità à nulla nell’inferenza statistica bayesiana. Rivista di Matematica per le Scienze Economiche e Sociali 2, 141–152 (1985)

    Google Scholar 

  12. Calabrese P.: An algebraic synthesis of the foundations of logic and probability. Information Sciences 42(3), 187–237 (1987)

    Article  Google Scholar 

  13. Capotorti A., Vantaggi B.: A general interpretation of conditioning and its implication on coherence. Soft Computing 3(3), 148–153 (1999)

    Article  Google Scholar 

  14. Capotorti A., Lad A., Sanfilippo G.: Reassessing accuracy rates of median decisions. The American Statistician 61(2), 132–138 (2007)

    Article  Google Scholar 

  15. Coletti G., Scozzafava R.: Conditioning and inference in intelligent systems. Soft Computing 3(3), 118–130 (1999)

    Article  Google Scholar 

  16. Coletti G., Scozzafava R.: From conditional events to conditional measures: a new axiomatic approach. Annals of Mathematics and Artificial Intelligence 32(1–4), 373–392 (2001)

    Article  Google Scholar 

  17. Coletti G., Scozzafava R.: Probabilistic Logic in a Coherent Setting. Kluwer, Dordrecht (2002)

    Book  Google Scholar 

  18. Coletti G., Scozzafava R., Vantaggi B.: Inferential processes leading to possibility and necessity. Information Sciences 245, 132–145 (2013)

    Article  Google Scholar 

  19. de Finetti, B., La logique de la probabilité, in Actes du Congrès International de Philosophie Scientifique, Paris, 1935, Hermann et C.ie, Paris, 1936, pp. IV 1–IV 9.

  20. de Finetti, B., Teoria delle probabilitá, 2 vols., Ed. Einaudi, Torino, 1970.

  21. Dubois D., Prade H.: Conditional objects as nonmonotonic consequence relationships. IEEE Transactions on Systems, Man, and Cybernetics 24(12), 1724–1740 (1994)

    Article  Google Scholar 

  22. Edgington D.: On conditionals. Mind 104(414), 235–329 (1995)

    Article  Google Scholar 

  23. Edgington, D., Estimating conditional chances and evaluating counterfactuals, Studia Logica, this issue.

  24. Fugard A. J. B., Pfeifer N., Mayerhofer B., Kleiter G. D.: How people interpret conditionals: Shifts toward the conditional event. Journal of Experimental Psychology: Learning, Memory, and Cognition 37(3), 635–648 (2011)

    Google Scholar 

  25. Gilio, A., Criterio di penalizzazione e condizioni di coerenza nella valutazione soggettiva della probabilità à, Bollettino della Unione Matematica Italiana 4B(3, Serie 7):645–660, 1990.

  26. Gilio A.: Probabilistic reasoning under coherence in system P. Annals of Mathematics and Artificial Intelligence 34(1–3), 5–34 (2002)

    Article  Google Scholar 

  27. Gilio A.: Generalizing inference rules in a coherence-based probabilistic default reasoning. International Journal of Approximate Reasoning 53(3), 413–434 (2012)

    Article  Google Scholar 

  28. Gilio A., Over D.: The psychology of inferring conditionals from disjunctions: a probabilistic study. Journal of Mathematical Psychology 56(2), 118–131 (2012)

    Article  Google Scholar 

  29. Gilio A., Ingrassia S.: Totally coherent set-valued probability assessments. Kybernetika 34(1), 3–15 (1998)

    Google Scholar 

  30. Gilio, A., and G. Sanfilippo, Quasi Conjunction and p-entailment in nonmonotonic reasoning, in C. Borgelt et al., (eds.), Combining Soft Computing and Statistical Methods in Data Analysis, vol. 77 of AISC, Springer, Heidelberg, 2010, pp. 321–328.

  31. Gilio, A., and G. Sanfilippo, Quasi conjunction and inclusion relation in probabilistic default reasoning, in W. Liu (ed.), ECSQARU 2011, vol. 6717 of LNCS, Springer, Heidelberg, 2011, pp. 497–508.

  32. Gilio, A., and G. Sanfilippo, Conditional random quantities and iterated conditioning in the setting of coherence, in L. C. van der Gaag (ed.), ECSQARU 2013, vol. 7958 of LNCS, Springer, Heidelberg, 2013, pp. 218–229.

  33. Gilio, A., and G. Sanfilippo, Conjunction, disjunction and iterated conditioning of conditional events, in Synergies of Soft Computing and Statistics for Intelligent Data Analysis, vol. 190 of AISC, Springer, Heidelberg, 2013, pp. 399–407.

  34. Gilio A., Sanfilippo G.: Probabilistic entailment in the setting of coherence: The role of quasi conjunction and inclusion relation. International Journal of Approximate Reasoning 54(4), 513–525 (2013)

    Article  Google Scholar 

  35. Gilio A., Sanfilippo G.: Quasi conjunction, quasi disjunction, t-norms and t-conorms: probabilistic aspects. Information Sciences 245, 146–167 (2013)

    Article  Google Scholar 

  36. Gilio A., Scozzafava R.: Conditional events in probability assessment and revision. IEEE Transactions on Systems, Man, and Cybernetics 24(12), 1741–1746 (1994)

    Article  Google Scholar 

  37. Goodman I. R., Nguyen H. T., Walker E. A.: Conditional Inference and Logic for Intelligent Systems: A Theory of Measure-Free Conditioning. North-Holland, Amsterdam (1991)

    Google Scholar 

  38. Jeffrey R.: Matter-of-fact conditionals, Proceedings of the Aristotelian Society. Supplementary Volume 65, 161–183 (1991)

    Google Scholar 

  39. Kaufmann S. (2009) Conditionals right and left: probabilities for the whole family, Journal of Philosophical Logic 38:1–53

    Google Scholar 

  40. Lad, F., Coherent prevision as a linear functional without an underlying measure space: the purely arithmetic structure of conditional quantities, in G. Coletti et al. (eds.), Mathematical Models for Handling Partial Knowledge in Artificial Intelligence, Plenum Press, New York, 1995, pp. 101–112.

  41. Lad F.: Operational Subjective Statistical Methods. Wiley, New York (1996)

    Google Scholar 

  42. Lad F., Sanfilippo G., Agró G.: Completing the logarithmic scoring rule for assessing probability distributions. AIP Conference Proceedings 1490(1), 13–30 (2012)

    Article  Google Scholar 

  43. Lewis D.: Probabilities of conditionals and conditional probabilities. Philosophical Review 85(3), 297–315 (1976)

    Article  Google Scholar 

  44. McGee V.: Conditional probabilities and compounds of conditionals. Philosophical Review 98(4), 485–541 (1989)

    Article  Google Scholar 

  45. Milne P.: Bruno de Finetti and the Logic of Conditional Events. British Journal for the Philosophy of Science 48(2), 195–232 (1997)

    Article  Google Scholar 

  46. Pedersen, A. P., An extension theorem and a numerical representation theorem for qualitative comparative expectations, Studia Logica, this issue.

  47. Pfeifer, N., Reasoning about uncertain conditionals, Studia Logica, this issue.

  48. Pfeifer N.: Experiments on aristotle’s thesis: Towards an experimental philosophy of conditionals. The Monist 95(2), 223–240 (2012)

    Article  Google Scholar 

  49. Pfeifer N., Kleiter G. D.: Inference in conditional probability logic. Kybernetika 42, 391–404 (2006)

    Google Scholar 

  50. Pfeifer N., Kleiter G.D.: Framing human inference by coherence based probability logic. Journal of Applied Logic 7(2), 206–217 (2009)

    Article  Google Scholar 

  51. Pfeifer, N., and G. D. Kleiter, The conditional in mental probability logic, in M. Oaksford, and N. Chater (eds.), Cognition and Conditionals: Probability and Logic in Human Thought, Oxford University Press, Oxford, 2010, pp. 153–173.

  52. Schay G.: An algebra of conditional events. Journal of Mathematical Analysis and Applications 24, 334–344 (1968)

    Article  Google Scholar 

  53. Thorn, P. D., and G. Schurz, A Utility based evaluation of logico-probabilistic systems, Studia Logica, this issue.

  54. Unterhuber, M., Possible Worlds Semantics for Indicative and Counterfactual Conditionals? A Formal-Philosophical Inquiry into Chellas-Segerberg Semantics, Ontos Verlag (Logos Series), Frankfurt, 2013.

  55. Unterhuber, M., and G. Schurz, Completeness and Correspondence in Chellas-Segerberg Semantics, Studia Logica, this issue.

  56. Wallmann, C., and G. D. Kleiter, Exchangeability in probability logic, in S. Greco et al. (eds.), Advances in Computational Intelligence, vol. 300 of CCIS, Springer-Verlag, Berlin, 2012, pp. 157–167.

  57. Wallmann, C., and G. D. Kleiter, Probability Propagation in Generalized Inference Forms, Studia Logica, this issue.

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Giuseppe Sanfilippo.

Additional information

Angelo Gilio and Giuseppe Sanfilippo contributed equally to this work.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Gilio, A., Sanfilippo, G. Conditional Random Quantities and Compounds of Conditionals. Stud Logica 102, 709–729 (2014). https://doi.org/10.1007/s11225-013-9511-6

Download citation

  • Received:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11225-013-9511-6

Keywords

Navigation