An application of multivariate total positivity to peacocks
ESAIM: Probability and Statistics (2014)
- Volume: 18, page 514-540
- ISSN: 1292-8100
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topBogso, Antoine Marie. "An application of multivariate total positivity to peacocks." ESAIM: Probability and Statistics 18 (2014): 514-540. <http://eudml.org/doc/273648>.
@article{Bogso2014,
abstract = {We use multivariate total positivity theory to exhibit new families of peacocks. As the authors of [F. Hirsch, C. Profeta, B. Roynette and M. Yor, Peacocks and associated martingales vol. 3. Bocconi-Springer (2011)], our guiding example is the result of Carr−Ewald−Xiao [P. Carr, C.-O. Ewald and Y. Xiao, Finance Res. Lett. 5 (2008) 162–171]. We shall introduce the notion of strong conditional monotonicity. This concept is strictly more restrictive than the conditional monotonicity as defined in [F. Hirsch, C. Profeta, B. Roynette and M. Yor, Peacocks and associated martingales, vol. 3. Bocconi-Springer (2011)] (see also [R.H. Berk, Z. Wahrscheinlichkeitstheorie und Verw. Gebiete 42 (1978) 303–307], [A.M. Bogso, C. Profeta and B. Roynette, Lect. Notes Math. Springer, Berlin (2012) 281–315.] and [M. Shaked and J.G. Shanthikumar, Probab. Math. Statistics. Academic Press, Boston (1994)].). There are many random vectors which are strongly conditionally monotone (SCM). Indeed, we shall prove that multivariate totally positive of order 2 (MTP2) random vectors are SCM. As a consequence, stochastic processes with MTP2 finite-dimensional marginals are SCM. This family includes processes with independent and log-concave increments, and one-dimensional diffusions which have absolutely continuous transition kernels.},
author = {Bogso, Antoine Marie},
journal = {ESAIM: Probability and Statistics},
keywords = {convex order; peacocks; total positivity of order 2 (TP2); multivariate total positivity of order 2 (MTP2); markov property; strong conditional monotonicity; total positivity of order 2 $(TP_\{2\})$; multivariate total positivity of order 2 $(MTP_\{2\})$; Markov property},
language = {eng},
pages = {514-540},
publisher = {EDP-Sciences},
title = {An application of multivariate total positivity to peacocks},
url = {http://eudml.org/doc/273648},
volume = {18},
year = {2014},
}
TY - JOUR
AU - Bogso, Antoine Marie
TI - An application of multivariate total positivity to peacocks
JO - ESAIM: Probability and Statistics
PY - 2014
PB - EDP-Sciences
VL - 18
SP - 514
EP - 540
AB - We use multivariate total positivity theory to exhibit new families of peacocks. As the authors of [F. Hirsch, C. Profeta, B. Roynette and M. Yor, Peacocks and associated martingales vol. 3. Bocconi-Springer (2011)], our guiding example is the result of Carr−Ewald−Xiao [P. Carr, C.-O. Ewald and Y. Xiao, Finance Res. Lett. 5 (2008) 162–171]. We shall introduce the notion of strong conditional monotonicity. This concept is strictly more restrictive than the conditional monotonicity as defined in [F. Hirsch, C. Profeta, B. Roynette and M. Yor, Peacocks and associated martingales, vol. 3. Bocconi-Springer (2011)] (see also [R.H. Berk, Z. Wahrscheinlichkeitstheorie und Verw. Gebiete 42 (1978) 303–307], [A.M. Bogso, C. Profeta and B. Roynette, Lect. Notes Math. Springer, Berlin (2012) 281–315.] and [M. Shaked and J.G. Shanthikumar, Probab. Math. Statistics. Academic Press, Boston (1994)].). There are many random vectors which are strongly conditionally monotone (SCM). Indeed, we shall prove that multivariate totally positive of order 2 (MTP2) random vectors are SCM. As a consequence, stochastic processes with MTP2 finite-dimensional marginals are SCM. This family includes processes with independent and log-concave increments, and one-dimensional diffusions which have absolutely continuous transition kernels.
LA - eng
KW - convex order; peacocks; total positivity of order 2 (TP2); multivariate total positivity of order 2 (MTP2); markov property; strong conditional monotonicity; total positivity of order 2 $(TP_{2})$; multivariate total positivity of order 2 $(MTP_{2})$; Markov property
UR - http://eudml.org/doc/273648
ER -
References
top- [1] M.Y. An, Log-concave probability distributions: Theory and statistical testing. SSRN (1997) i–29.
- [2] R.H. Berk, Some monotonicity properties of symmetric Pólya densities and their exponential families. Z. Wahrscheinlichkeitstheorie und Verw. Gebiete42 (1978) 303–307. Zbl0362.60039MR494617
- [3] D. Baker, C. Donati-Martin and M. Yor, A sequence of Albin type continuous martingales, with Brownian marginals and scaling, in Séminaire de Probabilités XLIII. Lect. Notes Math. Springer, Berlin (2011) 441–449. Zbl1216.60039MR2790386
- [4] A.M. Bogso, Étude de peacocks sous des hypothèses de monotonie conditionnelle et de positivité totale. Thèse de l’Université de Lorraine (2012).
- [5] A.M. Bogso, C. Profeta and B. Roynette, Some examples of peacocks in a Markovian set-up, in Séminaire de Probabilités, XLIV. Lect. Notes Math. Springer, Berlin (2012) 281–315. Zbl1266.60133MR2953354
- [6] A.M. Bogso, C. Profeta and B. Roynette. Peacocks obtained by normalisation, strong and very strong peacocks, in Séminaire de Probabilités, XLIV. Lect. Notes Math. Springer, Berlin (2012) 317–374. Zbl1266.60028MR2953355
- [7] D. Baker and M. Yor, A Brownian sheet martingale with the same marginals as the arithmetic average of geometric Brownian motion. Elect. J. Probab.14 (2009) 1532–1540. Zbl1201.60033MR2519530
- [8] D. Baker and M. Yor, On martingales with given marginals and the scaling property, in Séminaire de Probabilités XLIII. Lect. Notes Math. Springer, Berlin (2010) 437–439. Zbl1216.60040MR2790385
- [9] P. Carr, C.-O. Ewald and Y. Xiao, On the qualitative effect of volatility and duration on prices of Asian options. Finance Res. Lett.5 (2008) 162–171.
- [10] H. Daduna and R. Szekli, A queueing theoretical proof of increasing property of Pólya frequency functions. Statist. Probab. Lett.26 (1996) 233–242. Zbl0851.60090MR1394898
- [11] A. Edrei, On the generating function of a doubly infinite, totally positive sequence. Trans. Amer. Math. Soc.74 (1953) 367–383. Zbl0050.07901MR53989
- [12] B. Efron, Increasing properties of Pólya frequency functions. Ann. Math. Statist.36 (1965) 272–279. Zbl0134.36704MR171335
- [13] M. Émery and M. Yor, A parallel between Brownian bridges and gamma bridges. Publ. Res. Inst. Math. Sci.40 (2004) 669–688. Zbl1074.60054MR2074696
- [14] W. Feller, Diffusions processes in genetics. Proc. of Second Berkeley Symp. Math. Statist. Prob. University of California Press, Berkeley (1951) 227–246. Zbl0045.09302MR46022
- [15] P.J. Fitzsimmons, J.W. Pitman and M. Yor, Markovian bridges: construction, Palm interpretation and splicing. Seminar on Stochastic Processes (Seattle, WA, 1992). Progr. Probab. Birkhäuser Boston, Boston, MA 33 (1993) 101–134. Zbl0844.60054MR1278079
- [16] R.D. Gupta and D. St. P. Richards, Multivariate Liouville distributions. J. Multivariate Anal.23 (1987) 233–256. Zbl0636.62038MR918256
- [17] K. Hamza and F.C. Klebaner, A family of non-Gaussian martingales with Gaussian marginals. J. Appl. Math. Stoch. Anal. (2007) 92723. Zbl1152.60039MR2335977
- [18] F. Hirsch, C. Profeta, B. Roynette and M. Yor, Peacocks and associated martingales, vol. 3. Bocconi-Springer (2011). Zbl1227.60001
- [19] F. Hirsch and B. Roynette, A new proof of Kellerer Theorem. ESAIM: PS 16 (2012) 48–60. Zbl1277.60041MR2911021
- [20] F. Hirsch, B. Roynette and M. Yor, From an Itô type calculus for Gaussian processes to integrals of log-normal processes increasing in the convex order. J. Math. Soc. Japan63 (2011) 887–917. Zbl1233.60008MR2836749
- [21] F. Hirsch, B. Roynette and M. Yor, Unifying constructions of martingales associated with processes increasing in the convex order, via Lévy and Sato sheets. Expositiones Math.4 (2010) 299–324. Zbl1223.60027MR2734446
- [22] F. Hirsch, B. Roynette and M. Yor, Applying Itô’s motto: look at the infinite dimensional picture by constructing sheets to obtain processes increasing in the convex order. Periodica Math. Hungarica61 (2010) 195–211. Zbl1274.60052MR2728438
- [23] S. Karlin, Total positivity, absorption probabilities and applications, Trans. Amer. Math. Soc.111 (1964) 33–107. Zbl0122.13702MR168010
- [24] S. Karlin, Total positivity. Stanford University Press (1967). Zbl0219.47030
- [25] S. Karlin and J.L. McGregor, Coincidence probabilities, Pacific J. Math.9 (1959) 1141–1165. Zbl0092.34503MR114248
- [26] S. Karlin and J.L. McGregor. Classical diffusion processes and total positivity, J. Math. Anal. Appl.1 (1960) 163–183. Zbl0101.11102MR121844
- [27] S. Karlin and H.M. Taylor, A second course in Stochastic processes. Academic Press, New York (1981). Zbl0469.60001MR611513
- [28] H.G. Kellerer, Markov-Komposition und eine Anwendung auf Martingale. Math. Ann.198 (1972) 99–122. Zbl0229.60049MR356250
- [29] S. Karlin and Y. Rinot, Classes of orderings of measures and related correlation inequalities I. Multivariate totally positive distributions. J. Multivariate Anal. 10 (1980) 467–498. Zbl0469.60006MR599685
- [30] A. Müller and M. Scarsini, Stochastic comparison of random vectors with a common copula. Math. Operat. Res.26 (2001) 723–740. Zbl1082.60504MR1870742
- [31] G. Pagès, Functional co-monotony of processes with an application to peacocks and barrier options, in Séminaire de Probabilités XLV. Lect. Notes Math. Springer (2013) 365–400. Zbl1291.60066MR3185923
- [32] M. Rothschild and J.E. Stiglitz, Increasing risk I. A definition. J. Econom. Theory 2 (1970) 225–243. MR503565
- [33] D. Revuz and M. Yor, Continuous martingales and Brownian motion, vol. 293. Grundlehren der Mathematischen Wissenschaften [Fundamental Principles of Mathematical Sciences]. Springer-Verlag, Berlin, 3rd edition (1999). Zbl0917.60006MR1725357
- [34] T.K. Sarkar, Some lower bounds of reliability. Technical Report, No. 124, Dept. of Operations Research and Statistics, Stanford University (1969). MR2618992
- [35] I.J. Schoenberg, On Pólya frequency functions I. The totally positive functions and their Laplace transforms. J. Analyse Math. 1 (1951) 331–374. Zbl0045.37602MR47732
- [36] M. Shaked and J.G. Shanthikumar, Stochastic orders and their applications. Probab. Math. Statistics. Academic Press, Boston (1994). Zbl0806.62009MR1278322
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