Abstract
A real random variable admits median(s) and quantiles. These values minimize convex functions on the reals . This is known. We discuss these results and their relationship with some notions about functions of bounded variation developed by J. J. Moreau in his mathematical work in view of the mechanical phenomena which are shocks and friction, especially filled-in graphs and Stieltjes measures of products of BV functions.
References
- M. Armatte: Maurice Fréchet statisticien, enquêteur et agitateur public, Rev. Hist. Math. 7 (2001) 7–65.Google Scholar
- M. Armatte: Fréchet et la médiane: un moment dans une histoire de la robustesse, J. Soc. Franç. Stat. 147 (2006) 23–37.Google Scholar
- E. Asplund, L. Bungart: A First Course in Integration, Holt, Rinehart and Winston, New York (1966).Google Scholar
- N. Belili, H. Heinich: Median for metric spaces, Appl. Math. 28 (2001) 191–209.https://doi.org/10.4064/am28-2-6Google Scholar
- P. Chaudhuri: On a geometric notion of quantiles for multivariate data, J. Amer. Stat. Assoc. 91 (1996) 862–872.https://doi.org/10.1080/01621459.1996.10476954Google Scholar
- D. Dacunha-Castelle, M. Duflo: Probabilités et Statistiques. 1. Problèmes à Temps Fixe, Masson, Paris (1982).Google Scholar
- D. Dacunha-Castelle, M. Duflo: Exercices de Probabilités et Statistiques. 1. Problèmes à Temps Fixe, Masson, Paris (1982).Google Scholar
- T. S. Ferguson: Mathematical Statistics: A Decision Theoretic Approach, Probability and Mathematical Statistics 1, Academic Press, New York (1967).Google Scholar
- T. S. Ferguson: Solutions to selected exercises, available at: http://www.math.ucla.edu/~tom/MathematicalStatistics/Sec18.pdf.Google Scholar
- D. Foata, A. Fuchs: Calcul des Probabilités, 2nd Ed., Dunod, Paris (1998).Google Scholar
- M. Fréchet: Les éléments aléatoires de nature quelconque dans un espace distancié, Ann. Inst. H. Poincaré 10 (1948) 215–310.Google Scholar
- J. B. S. Haldane: Note on the median of a multivariate distribution, Biometrika 35 (1948) 414–415.https://doi.org/10.2307/2332359Google Scholar
- T. H. Hildebrandt: Introduction to the Theory of Integration, Academic Press, New York (1963).Google Scholar
- A. D. Ioffe, V. M. Tihomirov: Theory of Extremal Problems, Studies in Mathematics and its Applications 6, North-Holland, Amsterdam (1979).Google Scholar
- J. H. B. Kemperman: The median of a finite measure on a Banach space, Statistical Data Analysis Based on the L1 -Norm and Related Methods (Neuchâtel, 1987), Y. Dodge (ed.), North-Holland, Amsterdam (1987) 217–230.Google Scholar
- R. Koenker: Quantile Regression, Econometric Society Monographs 38, Cambridge University Press, Cambridge (2005).https://doi.org/10.1017/CBO9780511754098Google Scholar
- R. Koenker, G. Bassett: Regression Quantiles, Econometrica 46 (1978) 33–50.https://doi.org/10.2307/1913643Google Scholar
- V. I. Koltchinskii: M -estimation, convexity and quantiles, Ann. Stat. 25 (1997) 435–477.https://doi.org/10.1214/aos/1031833659Google Scholar
- G. König: A határozott integrálok elméletéhez (On the theory of definite integrals), Mathematikai és Természettudományi Értezítö 15 (1897) 380–384.Google Scholar
- P. Milasevic, G. R. Ducharme: Uniqueness of the spatial median, Ann. Stat. 15 (1987) 1332–1333.https://doi.org/10.1214/aos/1176350511Google Scholar
- M. D. P. Monteiro Marques: Regularization and graph approximation of a discontinuous evolution problem, J. Differ. Equations 67 (1987) 145–164.https://doi.org/10.1016/0022-0396(87)90143-4Google Scholar
- M. D. P. Monteiro Marques: Differential Inclusions in Nonsmooth Mechanical Problems. Shocks and Dry Friction, Progress in Nonlinear Differential Equations and their Applications 9, Birkhäuser, Basel (1993).Google Scholar
- J. J. Moreau: Proximité et dualité dans un espace hilbertien, Bull. Soc. Math. France 93 (1965) 273–299.https://doi.org/10.24033/bsmf.1625Google Scholar
- J. J. Moreau: Fonctionnelles convexes, Séminaire sur les Équations aux Dérivées Partielles (1966–1967) II, Collège de France, Paris (1967), 108 p.Google Scholar
- J. J. Moreau: Approximation en graphe d’une évolution discontinue, RAIRO, Anal. Numér. 12 (1978) 75–84.https://doi.org/10.1051/m2an/1978120100751Google Scholar
- J. J. Moreau: Bounded variation in time, in: Topics in Nonsmooth Mechanics, J. J. Moreau et al. (ed.), Birkhäuser, Basel (1988) 1–74.Google Scholar
- P. Raynaud de Fitte: Théorème ergodique ponctuel et lois fortes des grands nombres pour des points aléatoires d’un espace métrique à courbure négative, Ann. Probab. 25 (1997) 738–766.https://doi.org/10.1214/aop/1024404417Google Scholar
- R. T. Rockafellar: Dual problems of Lagrange for arcs of bounded variation, in: Calculus of Variations and Control Theory (Madison, 1975), D. L. Russell (ed.), Academic Press, New York (1976) 155–192.Google Scholar
- R. T. Rockafellar, J. O. Royset: Random variables, monotone relations and convex analysis, Math. Program. 148 (2014) 297–331.https://doi.org/10.1007/s10107-014-0801-1Google Scholar
- R. T. Rockafellar, R. J.-B. Wets: Variational Analysis, Grundlehren der Mathematischen Wissenschaften 317, Springer, Berlin (1998).https://doi.org/10.1007/978-3-642-02431-3Google Scholar
- R. L. Schilling: Measures, Integrals and Martingales, Cambridge University Press, New York (2005).https://doi.org/10.1017/CBO9780511810886Google Scholar
- R. L. Schilling: Measures, Integrals & Martingales, Solution Manual Chapter 13-24, available at: http://www.motapa.de/measures_integrals_and_martingales/solutions13-24.pdf.Google Scholar
- M. Valadier: Sur l’intégration d’ensembles convexes compacts en dimension infinie, C. R. Acad. Sci., Paris, Sér. A 266 (1968) 14–16.Google Scholar
- M. Valadier: Sous-différentiels d’une borne supérieure et d’une somme continue de fonctions convexes, C. R. Acad. Sci., Paris, Sér. A 268 (1969) 39–42.Google Scholar
- M. Valadier: La multi-application médianes conditionnelles, Z. Wahrscheinlichkeitstheor. Verw. Geb. 67 (1984) 279–282.https://doi.org/10.1007/BF00535005Google Scholar
- M. Valadier: Quantiles as minimizers, arXiv:1411.2732 [math.ST] (2014).Google Scholar
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