modifications et création de la copie pour le dépôt final avec les règles de la FESP

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\bibcite{black1973pricing}{{7}{1973}{{Black et Scholes}}{{}}}
\bibcite{buckle1995bayesian}{{8}{1995}{{Buckle}}{{}}}
\bibcite{butler2007saddlepoint}{{9}{2007}{{Butler}}{{}}}
\bibcite{carr1999option}{{10}{1999}{{Carr et Madan}}{{}}}
\bibcite{madan1998variance}{{11}{1998}{{Carr et~al.}}{{Carr, Chang, et Madan}}}
\bibcite{madan1998variance}{{10}{1998}{{Carr \emph {et~al.}}}{{Carr, Chang, et Madan}}}
\bibcite{carr1999option}{{11}{1999}{{Carr et Madan}}{{}}}
\bibcite{crowder1986consistency}{{12}{1986}{{Crowder}}{{}}}
\bibcite{crowder1987linear}{{13}{1987}{{Crowder}}{{}}}
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\bibcite{hogg1978introduction}{{31}{1978}{{Hogg et Craig}}{{}}}
\bibcite{itkin2005pricing}{{32}{2005}{{Itkin}}{{}}}
\bibcite{wang2003evaluating}{{33}{2003}{{{Jingbo Wang} et Marsaglia}}{{}}}
\bibcite{kotz2001laplace}{{34}{2001}{{Kotz et~al.}}{{Kotz, Kozubowski, et Podg{\'o}rski}}}
\bibcite{kotz2001laplace}{{34}{2001}{{Kotz \emph {et~al.}}}{{Kotz, Kozubowski, et Podg{\'o}rski}}}
\bibcite{KOUTROUVELIS01011980}{{35}{1980}{{Koutrouvelis}}{{}}}
\bibcite{kozubowski1999class}{{36}{1999}{{Kozubowski et Podg{\'o}rski}}{{}}}
\bibcite{kozubowski2001asymmetric}{{37}{2001}{{Kozubowski et Podg{\'o}rski}}{{}}}
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\bibcite{madan1990variance}{{42}{1990}{{Madan et Seneta}}{{}}}
\bibcite{mandelbrot1963variation}{{43}{1963}{{Mandelbrot}}{{}}}
\bibcite{merton1976option}{{44}{1976}{{Merton}}{{}}}
\bibcite{barndorff2001levy}{{45}{2001}{{Mikosch et~al.}}{{Mikosch, Resnick, et Barndorff-Nielsen}}}
\bibcite{barndorff2001levy}{{45}{2001}{{Mikosch \emph {et~al.}}}{{Mikosch, Resnick, et Barndorff-Nielsen}}}
\bibcite{mitchell1916critique}{{46}{1916}{{Mitchell}}{{}}}
\bibcite{newey1994large}{{47}{1994}{{Newey et McFadden}}{{}}}
\bibcite{newey1987hypothesis}{{48}{1987}{{Newey et West}}{{}}}

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\begin{thebibliography}{63}
\expandafter\ifx\csname natexlab\endcsname\relax\def\natexlab#1{#1}\fi
\expandafter\ifx\csname fonteauteurs\endcsname\relax
\def\fonteauteurs{\scshape}\fi
\expandafter\ifx\csname url\endcsname\relax
\def\url#1{{\tt #1}}%
\message{You should include the url package}\fi
\bibitem[Abramowitz et Stegun(1965)]{abramowitz1965handbook}
Milton \bgroup\fonteauteurs\bgroup Abramowitz\egroup\egroup{} et Irene~A.
\bgroup\fonteauteurs\bgroup Stegun\egroup\egroup{} :
\newblock {\em {H}andbook of {M}athematical {F}unctions: with {F}ormulas,
{G}raphs, and {M}athematical {T}ables}, volume~55.
\newblock Dover Publications, 1965.
\bibitem[Applebaum(2004)]{applebaum2004levy}
David \bgroup\fonteauteurs\bgroup Applebaum\egroup\egroup{} :
\newblock {L}{\'e}vy {P}rocesses: {F}rom {P}robability to {F}inance and
{Q}uantum {G}roups.
\newblock {\em Notices of the American Mathematical Society}, 51\penalty0
(11)\string:\penalty500\relax 1336--1347, 2004.
\bibitem[Bachelier(1900)]{bachelier1900theorie}
Louis \bgroup\fonteauteurs\bgroup Bachelier\egroup\egroup{} :
\newblock {\em {T}h{\'e}orie de la sp{\'e}culation}.
\newblock Gauthier-Villars, 1900.
\bibitem[Berkson(1980)]{berkson1980minimum}
Joseph \bgroup\fonteauteurs\bgroup Berkson\egroup\egroup{} :
\newblock {M}inimum {C}hi-square, not {M}aximum {L}ikelihood!
\newblock {\em The Annals of Statistics}, pages 457--487, 1980.
\bibitem[Bingham et Kiesel(2004)]{bingham2004risk}
Nicholas~H. \bgroup\fonteauteurs\bgroup Bingham\egroup\egroup{} et R{\"u}diger
\bgroup\fonteauteurs\bgroup Kiesel\egroup\egroup{} :
\newblock {\em {R}isk-Neutral {V}aluation: {P}ricing and {H}edging of
{F}inancial {D}erivatives}.
\newblock Springer, 2004.
\bibitem[Black(1976)]{black1976pricing}
Fischer \bgroup\fonteauteurs\bgroup Black\egroup\egroup{} :
\newblock {T}he {P}ricing of {C}ommodity {C}ontracts.
\newblock {\em Journal of Financial Economics}, 3\penalty0
(1)\string:\penalty500\relax 167--179, 1976.
\bibitem[Black et Scholes(1973)]{black1973pricing}
Fischer \bgroup\fonteauteurs\bgroup Black\egroup\egroup{} et Myron
\bgroup\fonteauteurs\bgroup Scholes\egroup\egroup{} :
\newblock {T}he {P}ricing of {O}ptions and {C}orporate {L}iabilities.
\newblock {\em The Journal of Political Economy}, pages 637--654, 1973.
\bibitem[Buckle(1995)]{buckle1995bayesian}
D.~J. \bgroup\fonteauteurs\bgroup Buckle\egroup\egroup{} :
\newblock {B}ayesian {I}nference for {S}table {D}istributions.
\newblock {\em Journal of the American Statistical Association}, 90\penalty0
(430)\string:\penalty500\relax 605--613, 1995.
\bibitem[Butler(2007)]{butler2007saddlepoint}
Ronald~W. \bgroup\fonteauteurs\bgroup Butler\egroup\egroup{} :
\newblock {\em {S}addlepoint {A}pproximations with {A}pplications}, volume~22.
\newblock Cambridge University Press, 2007.
\bibitem[Carr \emph{et~al.}(1998)Carr, Chang, et Madan]{madan1998variance}
Peter~P. \bgroup\fonteauteurs\bgroup Carr\egroup\egroup{}, Eric~C.
\bgroup\fonteauteurs\bgroup Chang\egroup\egroup{} et Dilip~B.
\bgroup\fonteauteurs\bgroup Madan\egroup\egroup{} :
\newblock {T}he {V}ariance {G}amma {P}rocess and {O}ption {P}ricing.
\newblock {\em European Finance Review}, 2\penalty0
(1)\string:\penalty500\relax 79--105, 1998.
\bibitem[Carr et Madan(1999)]{carr1999option}
Peter~P. \bgroup\fonteauteurs\bgroup Carr\egroup\egroup{} et Dilip~B.
\bgroup\fonteauteurs\bgroup Madan\egroup\egroup{} :
\newblock {O}ption {V}aluation {U}sing the {F}ast {F}ourier {T}ransform.
\newblock {\em Journal of Computational Finance}, 2\penalty0
(4)\string:\penalty500\relax 61--73, 1999.
\bibitem[Crowder(1986)]{crowder1986consistency}
Martin \bgroup\fonteauteurs\bgroup Crowder\egroup\egroup{} :
\newblock {O}n {C}onsistency and {I}nconsistency of {E}stimating {E}quations.
\newblock {\em Econometric Theory}, pages 305--330, 1986.
\bibitem[Crowder(1987)]{crowder1987linear}
Martin \bgroup\fonteauteurs\bgroup Crowder\egroup\egroup{} :
\newblock {O}n {L}inear and {Q}uadratic {E}stimating {F}unctions.
\newblock {\em Biometrika}, 74\penalty0 (3)\string:\penalty500\relax 591--597,
1987.
\bibitem[Daniels(1954)]{daniels1954saddlepoint}
Henry~E. \bgroup\fonteauteurs\bgroup Daniels\egroup\egroup{} :
\newblock {S}addlepoint {A}pproximations in {S}tatistics.
\newblock {\em The Annals of Mathematical Statistics}, pages 631--650, 1954.
\bibitem[Derman(1996)]{derman1996modelrisk}
Emanuel \bgroup\fonteauteurs\bgroup Derman\egroup\egroup{} :
\newblock {M}odel {R}isk.
\newblock Rapport technique, Goldman Sachs, 1996.
\bibitem[Dodge(2004)]{dodge2004statistique}
Yadolah \bgroup\fonteauteurs\bgroup Dodge\egroup\egroup{} :
\newblock {\em {S}tatistique: {D}ictionnaire Encyclop{\'e}dique}.
\newblock Springer Verlag France, 2004.
\bibitem[Epps(2007)]{epps2007pricing}
Thomas~W. \bgroup\fonteauteurs\bgroup Epps\egroup\egroup{} :
\newblock {\em {P}ricing {D}erivative {S}ecurities}.
\newblock World Scientific Publishing Company incorporated, 2007.
\bibitem[Epps et Pulley(1983)]{epps1983test}
Thomas~W. \bgroup\fonteauteurs\bgroup Epps\egroup\egroup{} et Lawrence~B.
\bgroup\fonteauteurs\bgroup Pulley\egroup\egroup{} :
\newblock {A} {T}est for {N}ormality {B}ased on the {E}mpirical
{C}haracteristic {F}unction.
\newblock {\em Biometrika}, 70\penalty0 (3)\string:\penalty500\relax 723--726,
1983.
\bibitem[Everitt et Skrondal(2006)]{everitt2006cambridge}
Brian \bgroup\fonteauteurs\bgroup Everitt\egroup\egroup{} et Anders
\bgroup\fonteauteurs\bgroup Skrondal\egroup\egroup{} :
\newblock {\em {T}he {C}ambridge {D}ictionary of {S}tatistics}, volume~4.
\newblock Cambridge University Press, 2006.
\bibitem[Fama et French(1993)]{fama1993common}
Eugene~F. \bgroup\fonteauteurs\bgroup Fama\egroup\egroup{} et Kenneth~R.
\bgroup\fonteauteurs\bgroup French\egroup\egroup{} :
\newblock {C}ommon {R}isk {F}actors in the {R}eturns on {S}tocks and {B}onds.
\newblock {\em Journal of Financial Economics}, 33\penalty0
(1)\string:\penalty500\relax 3--56, 1993.
\bibitem[Feuerverger et McDunnough(1981)]{feuerverger1981efficiency}
Andrey \bgroup\fonteauteurs\bgroup Feuerverger\egroup\egroup{} et Philip
\bgroup\fonteauteurs\bgroup McDunnough\egroup\egroup{} :
\newblock {O}n the {E}fficiency of {E}mpirical {C}haracteristic {F}unction
{P}rocedures.
\newblock {\em Journal of the Royal Statistical Society. Series B
(methodological)}, pages 20--27, 1981.
\bibitem[Fox et Taqqu(1986)]{fox1986large}
Robert \bgroup\fonteauteurs\bgroup Fox\egroup\egroup{} et Murad~S.
\bgroup\fonteauteurs\bgroup Taqqu\egroup\egroup{} :
\newblock {L}arge-sample {P}roperties of {P}arameter {E}stimates for {S}trongly
{D}ependent {S}tationary {G}aussian {T}ime {S}eries.
\newblock {\em The Annals of Statistics}, 14\penalty0
(2)\string:\penalty500\relax 517--532, 1986.
\bibitem[Gil-Pelaez(1951)]{gil1951note}
J.~\bgroup\fonteauteurs\bgroup Gil-Pelaez\egroup\egroup{} :
\newblock {N}ote on the {I}nversion {T}heorem.
\newblock {\em Biometrika}, 38\penalty0 (3-4)\string:\penalty500\relax
481--482, 1951.
\bibitem[Gourieroux et Monfort(1989)]{gourieroux1989statistique}
Christian \bgroup\fonteauteurs\bgroup Gourieroux\egroup\egroup{} et Alain
\bgroup\fonteauteurs\bgroup Monfort\egroup\egroup{} :
\newblock {\em {S}tatistique et Mod{\`e}les {\'E}conom{\'e}triques: Notions
G{\'e}n{\'e}rales, Estimation, Pr{\'e}vision, Algorithmes}, volume~1.
\newblock Economica, 1989.
\bibitem[Hall(2005)]{hall2005generalized}
Alastair~R. \bgroup\fonteauteurs\bgroup Hall\egroup\egroup{} :
\newblock {\em {G}eneralized {M}ethod of {M}oments}.
\newblock Oxford University Press, 2005.
\bibitem[Hamilton(1994)]{hamilton1994time}
James~Douglas \bgroup\fonteauteurs\bgroup Hamilton\egroup\egroup{} :
\newblock {\em {T}ime {S}eries {A}nalysis}, volume~2.
\newblock Cambridge University Press, 1994.
\bibitem[Hansen(1982)]{hansen1982large}
Lars~Peter \bgroup\fonteauteurs\bgroup Hansen\egroup\egroup{} :
\newblock {L}arge {S}ample {P}roperties of {G}eneralized {M}ethod of {M}oments
{E}stimators.
\newblock {\em Econometrica}, pages 1029--1054, 1982.
\bibitem[Henze(1990)]{henze1990approximation}
Norbert \bgroup\fonteauteurs\bgroup Henze\egroup\egroup{} :
\newblock {A}n {A}pproximation to the {L}imit {D}istribution of the
{E}pps-{P}ulley {T}est {S}tatistic for {N}ormality.
\newblock {\em Metrika}, 37\penalty0 (1)\string:\penalty500\relax 7--18, 1990.
\bibitem[Heston(1993)]{heston1993closed}
Steven~L. \bgroup\fonteauteurs\bgroup Heston\egroup\egroup{} :
\newblock {A} {C}losed-{F}orm {S}olution for {O}ptions with {S}tochastic
{V}olatility with {A}pplications to {B}ond and {C}urrency {O}ptions.
\newblock {\em Review of Financial Studies}, 6\penalty0
(2)\string:\penalty500\relax 327--343, 1993.
\bibitem[Hinkley et Revankar(1977)]{hinkley1977estimation}
David~V. \bgroup\fonteauteurs\bgroup Hinkley\egroup\egroup{} et Nagesh~S.
\bgroup\fonteauteurs\bgroup Revankar\egroup\egroup{} :
\newblock {E}stimation of the {P}areto {L}aw from {U}nderreported {D}ata: {A}
{F}urther {A}nalysis.
\newblock {\em Journal of Econometrics}, 5\penalty0
(1)\string:\penalty500\relax 1--11, 1977.
\bibitem[Hogg et Craig(1978)]{hogg1978introduction}
Robert~V. \bgroup\fonteauteurs\bgroup Hogg\egroup\egroup{} et Allen
\bgroup\fonteauteurs\bgroup Craig\egroup\egroup{} :
\newblock {\em {I}ntroduction to {M}athematical {S}tatistics}.
\newblock Macmillan, 1978.
\bibitem[Itkin(2005)]{itkin2005pricing}
Andrey \bgroup\fonteauteurs\bgroup Itkin\egroup\egroup{} :
\newblock {P}ricing {O}ptions with {VG} {M}odel {U}sing {FFT}.
\newblock {\em arXiv preprint physics/0503137}, 2005.
\bibitem[{Jingbo Wang} et Marsaglia(2003)]{wang2003evaluating}
Wai Wan~Tsang \bgroup\fonteauteurs\bgroup {Jingbo Wang}\egroup\egroup{} et
George \bgroup\fonteauteurs\bgroup Marsaglia\egroup\egroup{} :
\newblock {E}valuating {K}olmogorov's {D}istribution.
\newblock {\em Journal of Statistical Software}, 8\penalty0
(18)\string:\penalty500\relax 1--4, 2003.
\bibitem[Kotz \emph{et~al.}(2001)Kotz, Kozubowski, et
Podg{\'o}rski]{kotz2001laplace}
Samuel \bgroup\fonteauteurs\bgroup Kotz\egroup\egroup{}, Tomasz~J.
\bgroup\fonteauteurs\bgroup Kozubowski\egroup\egroup{} et Krzystof
\bgroup\fonteauteurs\bgroup Podg{\'o}rski\egroup\egroup{} :
\newblock {\em {T}he {L}aplace {D}istribution and {G}eneralizations: {A}
{R}evisit with {A}pplications to {C}ommunications, {E}conomics,
{E}ngineering, and {F}inance}.
\newblock Progress in Mathematics Series. Birkh{\"a}user, 2001.
\bibitem[Koutrouvelis(1980)]{KOUTROUVELIS01011980}
Ioannis~A. \bgroup\fonteauteurs\bgroup Koutrouvelis\egroup\egroup{} :
\newblock {{A} {G}oodness-{O}f-{F}it {T}est of {S}imple {H}ypotheses {B}ased on
the {E}mpirical {C}haracteristic {F}unction}.
\newblock {\em {B}iometrika}, 67\penalty0 (1)\string:\penalty500\relax
238--240, 1980.
\bibitem[Kozubowski et Podg{\'o}rski(1999)]{kozubowski1999class}
Tomasz~J. \bgroup\fonteauteurs\bgroup Kozubowski\egroup\egroup{} et Krzysztof
\bgroup\fonteauteurs\bgroup Podg{\'o}rski\egroup\egroup{} :
\newblock {A} {C}lass of {A}symmetric {D}istributions.
\newblock {\em Actuarial Research Clearing House}, 1\string:\penalty500\relax
113--134, 1999.
\bibitem[Kozubowski et Podg{\'o}rski(2001)]{kozubowski2001asymmetric}
Tomasz~J. \bgroup\fonteauteurs\bgroup Kozubowski\egroup\egroup{} et Krzysztof
\bgroup\fonteauteurs\bgroup Podg{\'o}rski\egroup\egroup{} :
\newblock {A}symmetric {L}aplace {L}aws and {M}odeling {F}inancial {D}ata.
\newblock {\em {M}athematical and {C}omputer {M}odeling}, 34\penalty0
(9)\string:\penalty500\relax 1003--1021, 2001.
\bibitem[Kyprianou(2007)]{kyprianou2007introductory}
Andreas~E. \bgroup\fonteauteurs\bgroup Kyprianou\egroup\egroup{} :
\newblock {\em {I}ntroductory {L}ectures on {F}luctuations of {L}{\'e}vy
{P}rocesses with {A}pplications}.
\newblock Springer, 2007.
\bibitem[Lugannani et Rice(1980)]{lugannani1980saddle}
Robert \bgroup\fonteauteurs\bgroup Lugannani\egroup\egroup{} et Stephen
\bgroup\fonteauteurs\bgroup Rice\egroup\egroup{} :
\newblock {S}addle {P}oint {A}pproximation for the {D}istribution of the {S}um
of {I}ndependent {R}andom {V}ariables.
\newblock {\em Advances in Applied Probability}, pages 475--490, 1980.
\bibitem[Lukacs(1960)]{lukacs1960characteristic}
Eugene \bgroup\fonteauteurs\bgroup Lukacs\egroup\egroup{} :
\newblock {\em {C}haracteristic {F}unctions}, volume~4.
\newblock Griffin London, 1960.
\bibitem[Luong et Thompson(1987)]{luong1987minimum}
Andrew \bgroup\fonteauteurs\bgroup Luong\egroup\egroup{} et Mary~E.
\bgroup\fonteauteurs\bgroup Thompson\egroup\egroup{} :
\newblock {M}inimum-{D}istance {M}ethods {B}ased on {Q}uadratic {D}istances for
{T}ransforms.
\newblock {\em Canadian Journal of Statistics}, 15\penalty0
(3)\string:\penalty500\relax 239--251, 1987.
\bibitem[Madan et Seneta(1990)]{madan1990variance}
Dilip~B. \bgroup\fonteauteurs\bgroup Madan\egroup\egroup{} et Eugene
\bgroup\fonteauteurs\bgroup Seneta\egroup\egroup{} :
\newblock {T}he {V}ariance {G}amma {M}odel for {S}hare {M}arket {R}eturns.
\newblock {\em Journal of Business}, pages 511--524, 1990.
\bibitem[Mandelbrot(1963)]{mandelbrot1963variation}
Benoit \bgroup\fonteauteurs\bgroup Mandelbrot\egroup\egroup{} :
\newblock {T}he {V}ariation of {C}ertain {S}peculative {P}rices.
\newblock {\em Journal of Business}, pages 394--419, 1963.
\bibitem[Merton(1976)]{merton1976option}
Robert~C. \bgroup\fonteauteurs\bgroup Merton\egroup\egroup{} :
\newblock {O}ption {P}ricing when {U}nderlying {S}tock {R}eturns {A}re
{D}iscontinuous.
\newblock {\em Journal of Financial Economics}, 3\penalty0
(1)\string:\penalty500\relax 125--144, 1976.
\bibitem[Mikosch \emph{et~al.}(2001)Mikosch, Resnick, et
Barndorff-Nielsen]{barndorff2001levy}
Thomas \bgroup\fonteauteurs\bgroup Mikosch\egroup\egroup{}, Sidney~I.
\bgroup\fonteauteurs\bgroup Resnick\egroup\egroup{} et Ole~E.
\bgroup\fonteauteurs\bgroup Barndorff-Nielsen\egroup\egroup{} :
\newblock {\em {L}{\'e}vy {P}rocesses: {T}heory and {A}pplications}.
\newblock Birkh{\"a}user, 2001.
\bibitem[Mitchell(1916)]{mitchell1916critique}
Wesley~C. \bgroup\fonteauteurs\bgroup Mitchell\egroup\egroup{} :
\newblock {A} {C}ritique of {I}ndex {N}umbers of the {P}rices of {S}tocks.
\newblock {\em The Journal of Political Economy}, pages 625--693, 1916.
\bibitem[Newey et McFadden(1994)]{newey1994large}
Whitney~K. \bgroup\fonteauteurs\bgroup Newey\egroup\egroup{} et Daniel
\bgroup\fonteauteurs\bgroup McFadden\egroup\egroup{} :
\newblock {L}arge {S}ample {E}stimation and {H}ypothesis {T}esting.
\newblock {\em Handbook of Econometrics}, 4\string:\penalty500\relax
2111--2245, 1994.
\bibitem[Newey et West(1987)]{newey1987hypothesis}
Whitney~K. \bgroup\fonteauteurs\bgroup Newey\egroup\egroup{} et Kenneth~D.
\bgroup\fonteauteurs\bgroup West\egroup\egroup{} :
\newblock {H}ypothesis {T}esting with {E}fficient {M}ethod of {M}oments
{E}stimation.
\newblock {\em International Economic Review}, 28\penalty0
(3)\string:\penalty500\relax 777--787, 1987.
\bibitem[Praetz(1972)]{praetz1972distribution}
Peter~D. \bgroup\fonteauteurs\bgroup Praetz\egroup\egroup{} :
\newblock {T}he {D}istribution of {S}hare {P}rice {C}hanges.
\newblock {\em Journal of Business}, pages 49--55, 1972.
\bibitem[Press(1967)]{press1967compound}
S.~James \bgroup\fonteauteurs\bgroup Press\egroup\egroup{} :
\newblock {A} {C}ompound {E}vents {M}odel for {S}ecurity {P}rices.
\newblock {\em Journal of Business}, pages 317--335, 1967.
\bibitem[{Sato}(1999)]{sato1999levy}
{Ken-Iti} \bgroup\fonteauteurs\bgroup {Sato}\egroup\egroup{} :
\newblock {\em {L}{\'e}vy {P}rocesses and {I}nfinitely {D}ivisible
{D}istributions}.
\newblock Cambridge Studies in Advanced Mathematics. Cambridge University
Press, 1999.
\bibitem[Schoutens(2003)]{schoutens2003levy}
Wim \bgroup\fonteauteurs\bgroup Schoutens\egroup\egroup{} :
\newblock {\em {L}{\'e}vy {P}rocesses in {F}inance}.
\newblock Wiley, 2003.
\bibitem[Scott et Dong(2012)]{RpackageVarianceGamma}
David \bgroup\fonteauteurs\bgroup Scott\egroup\egroup{} et Christine~Yang
\bgroup\fonteauteurs\bgroup Dong\egroup\egroup{} :
\newblock {\em {{v}ariancegamma: {T}he {V}ariance {G}amma {D}istribution}},
2012.
\newblock URL \url{http://CRAN.R-project.org/package=VarianceGamma}.
\newblock Consulté le 24 janvier 2014.
\bibitem[Seneta(2004)]{seneta2004fitting}
Eugene \bgroup\fonteauteurs\bgroup Seneta\egroup\egroup{} :
\newblock {F}itting the {V}ariance {G}amma {M}odel to {F}inancial {D}ata.
\newblock {\em Journal of Applied Probability}, pages 177--187, 2004.
\bibitem[Shapiro et Wilk(1965)]{shapiro1965analysis}
Samuel~Sanford \bgroup\fonteauteurs\bgroup Shapiro\egroup\egroup{} et Martin~B.
\bgroup\fonteauteurs\bgroup Wilk\egroup\egroup{} :
\newblock {A}n {A}nalysis of {V}ariance {T}est for {N}ormality ({C}omplete
{S}amples).
\newblock {\em Biometrika}, 52\penalty0 (3/4)\string:\penalty500\relax
591--611, 1965.
\bibitem[Shephard(1991)]{shephard1991characteristic}
Neil~G. \bgroup\fonteauteurs\bgroup Shephard\egroup\egroup{} :
\newblock {F}rom {C}haracteristic {F}unction to {D}istribution {F}unction: {A}
{S}imple {F}ramework for the {T}heory.
\newblock {\em Econometric Theory}, 7\penalty0 (04)\string:\penalty500\relax
519--529, 1991.
\bibitem[Spiegel et Liu(1999)]{spiegel1999schaum}
Murray~R. \bgroup\fonteauteurs\bgroup Spiegel\egroup\egroup{} et John
\bgroup\fonteauteurs\bgroup Liu\egroup\egroup{} :
\newblock {\em {S}chaum's {M}athematical {H}andbook of {F}ormulas and
{T}ables}, volume 1000.
\newblock McGraw-Hill, 1999.
\bibitem[Stuart et Ord(1987)]{stuart1987kendall}
Alan \bgroup\fonteauteurs\bgroup Stuart\egroup\egroup{} et J.~Keith
\bgroup\fonteauteurs\bgroup Ord\egroup\egroup{} :
\newblock {\em {K}endall{\rq}s {A}dvanced {T}heory of {S}tatistics, {V}ol. 1}.
\newblock Oxford University Press, 1987.
\bibitem[Teschl(2004)]{teschl2004topics}
Gerald \bgroup\fonteauteurs\bgroup Teschl\egroup\egroup{} :
\newblock {\em {T}opics in {R}eal and {F}unctional {A}nalysis}, 2004.
\newblock URL \url{http://www.mat.univie.ac.at/~gerald/ftp/book-fa/index.html}.
\newblock Consulté le 24 janvier 2014.
\bibitem[Walter(1995)]{walterlevy}
Christian \bgroup\fonteauteurs\bgroup Walter\egroup\egroup{} :
\newblock {L}{\'e}vy-{S}tability {U}nder {A}ddition and {F}ractal {S}tructure
of {M}arkets: {I}mplications for the {A}ctuaries and {E}mphasized
{E}xamination of {MATIF} {N}ational {C}ontract.
\newblock \emph{In} {\em Proceedings of the 5th AFIR colloquium}. International
Actuarial Association, 1995.
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{I}ntegral.
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Jacob \bgroup\fonteauteurs\bgroup Wolfowitz\egroup\egroup{} :
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\newblock {\em The Annals of Mathematical Statistics}, pages 75--88, 1957.
\bibitem[Wooldridge(2001)]{wooldridge2001econometric}
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\newblock {\em {E}conometric {A}nalysis of {C}ross {S}ection and {P}anel
{D}ata}.
\newblock MIT press, 2001.
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@ -38,7 +38,7 @@
ThinSpaceInFrenchNumbers=true % espace fine dans les nombres
} \DeclareMathOperator{\sgn}{sgn}
%% Style de la bibliographie.
\bibliographystyle{plainnatmod}
\bibliographystyle{plainnat-fr}
%% Déclarations de la page titre. Remplacer les éléments entre < >.
%% Supprimer les caractères < >. Couper un long titre ou un long
%% sous-titre manuellement avec \\. Terminer une éventuelle deuxième

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@ -1 +0,0 @@
cb86f43ece0fa685e93c596c18426965 908144032.pdf

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@ -385,7 +385,7 @@ titres boursiers, entre 1890 et 1915 (figure \ref{fig:mitchell1}).
Une asymétrie négative des rendements sera alors présente.
\begin{figure}[!ht]
\centering
\includegraphics[scale=0.75]{../graphiques/mitchell1.pdf}
\includegraphics[scale=0.75]{./graphiques/mitchell1.pdf}
\caption{Distribution des rendements annuels de 40 titres boursiers,
de 1890 à 1915, Table XVIII de \cite{mitchell1916critique}}
\label{fig:mitchell1}

View file

@ -220,7 +220,7 @@ hauteur de saut $X_1$, de distribution normale. On obtient ainsi le
premier incrément de la trajectoire, tel qu'illustré à la figure
\ref{fig:increment1}.
\begin{figure}[!ht]
\centering \input{"../graphiques/increment1.tex"}
\centering \input{"./graphiques/increment1.tex"}
\caption{Premier incrément d'un processus subordonné}
\label{fig:increment1}
\end{figure}
@ -230,7 +230,7 @@ trouve à la figure \ref{fig:simgammagauss}.
\begin{figure}[!ht]
\centering
\includegraphics[scale=.8]{"../graphiques/CH3-SIMGAMMAGAUSS"}
\includegraphics[scale=.8]{"./graphiques/CH3-SIMGAMMAGAUSS"}
\caption{Simulation d'un processus de Wiener subordonné par un
processus gamma}
\label{fig:simgammagauss}
@ -548,7 +548,7 @@ avec différents paramètres d'asymétrie et d'aplatissement à la figure
\ref{fig:densiteGAL}.
\begin{figure}[!ht]
\centering
\includegraphics[scale=0.8]{../graphiques/dGAL-exemples.pdf}
\includegraphics[scale=0.8]{./graphiques/dGAL-exemples.pdf}
\caption{Fonction de densité de la distribution Laplace asymétrique
généralisée avec différents paramètres:
$GAL(y;\theta,\sigma,\kappa,\tau)$}
@ -732,7 +732,7 @@ valeur supérieure à 1.
\begin{figure}[!ht]
\centering
\includegraphics[scale=0.8]{"../graphiques/CH3-SIMULGAL0121"}
\includegraphics[scale=0.8]{"./graphiques/CH3-SIMULGAL0121"}
\caption{Histogramme et estimateur de densité par noyau de 2500
réalisations de la variable aléatoire $Y\sim
GAL(\theta=0,\sigma=1,\kappa=2,\tau=1)$}

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@ -19,7 +19,7 @@ celui-ci a comme désavantage d'être très peu précis dans l'évaluation
des probabilités aux extrémités du support de la densité (figure
\ref{fig:probdroite}).
\begin{figure}[!ht]
\centering \input{../graphiques/probdroite.tex}
\centering \input{./graphiques/probdroite.tex}
\caption{Probabilité à l'extrémité du support}
\label{fig:probdroite}
\end{figure}
@ -96,7 +96,7 @@ variable aléatoire $Z_{w_0}$ de distribution normale standard tronquée
de telle sorte qu'elle ne puisse prendre des valeurs supérieures au
point $w_0$.
\begin{figure}[!ht]
\centering \input{../graphiques/normaletronque.tex}
\centering \input{./graphiques/normaletronque.tex}
\caption{Distribution normale tronquée à $w_0$}
\label{fig:normaletronque}
\end{figure}

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@ -18,7 +18,7 @@ la figure \ref{fig:seriechronoR1} sous forme de série chronologique.
\begin{figure}[!ht]
\centering
\includegraphics[height=4in,
width=4in]{../graphiques/ABBEYN-chronologie.pdf}
width=4in]{./graphiques/ABBEYN-chronologie.pdf}
\caption{Représentation en série chronologique de l'échantillon
$R_1$}
\label{fig:seriechronoR1}
@ -69,7 +69,7 @@ d'une courbe de densité à la figure \ref{fig:distributionR1}.
\begin{figure}[!ht]
\centering
\includegraphics[height=4in,width=4in]{../graphiques/ABBEYN-histogramme.pdf}
\includegraphics[height=4in,width=4in]{./graphiques/ABBEYN-histogramme.pdf}
\caption{Distribution de la variable aléatoire $R_1$}
\label{fig:distributionR1}
\end{figure}
@ -109,7 +109,7 @@ quantiles empiriques avec ceux de la loi normale présenté à la figure
\begin{figure}[!ht]
\centering
\includegraphics[height=4in,
width=4in]{../graphiques/ABBEYN-qq.pdf}
width=4in]{./graphiques/ABBEYN-qq.pdf}
\caption{Graphique Quantile-Quantile}
\label{fig:qqplotR1}
\end{figure}
@ -395,7 +395,7 @@ On résout d'abord l'équation du point de selle
$r=0.01$ à la figure \ref{fig:equationptselle0.01R1} :
\begin{figure}[!ht]
\centering
\includegraphics[scale=0.5]{../graphiques/pointdeselleGMM.png}
\includegraphics[scale=0.5]{./graphiques/pointdeselleGMM.png}
\caption{Équation du point de selle pour $r=0.01$}
\label{fig:equationptselle0.01R1}
\end{figure}
@ -513,7 +513,7 @@ la table \ref{tab:intapproxpointselleR1}.
\begin{figure}[!ht]
\centering
\includegraphics[height=6in,
width=6in]{../graphiques/ABBEYN-densiteGALmu-7.pdf}
width=6in]{./graphiques/ABBEYN-densiteGALmu-7.pdf}
\caption{Densité de $R_1^{*}$ selon la méthode des moments
généralisée}
\label{fig:densite1R1}
@ -522,7 +522,7 @@ la table \ref{tab:intapproxpointselleR1}.
\begin{figure}[!ht]
\centering
\includegraphics[height=6in,
width=6in]{../graphiques/ABBEYN-densiteGALmu-5.pdf}
width=6in]{./graphiques/ABBEYN-densiteGALmu-5.pdf}
\caption{Densité de $R_1^{*}$ selon la méthode de l'équation
d'estimation optimale}
\label{fig:densite3R1}
@ -681,7 +681,7 @@ d'ordre 1 est très précise dans ce contexte.
\begin{figure}[!ht]
\centering
\includegraphics[height=6in,
width=6in]{../graphiques/ABBEYN-callGAL-7.pdf}
width=6in]{./graphiques/ABBEYN-callGAL-7.pdf}
\caption{Prix de l'option selon les paramètres estimés avec la
méthode des moments généralisée}
\label{fig:prix1R1-1}
@ -690,7 +690,7 @@ d'ordre 1 est très précise dans ce contexte.
\begin{figure}[!ht]
\centering
\includegraphics[height=6in,
width=6in]{../graphiques/ABBEYN-callGAL-5.pdf}
width=6in]{./graphiques/ABBEYN-callGAL-5.pdf}
\caption{Prix de l'option selon les paramètres estimés avec la
méthode de l'équation d'estimation optimale}
\label{fig:prix1R1-3}

View file

@ -1,371 +0,0 @@
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\newblock {F}rom {C}haracteristic {F}unction to {D}istribution {F}unction: {A}
{S}imple {F}ramework for the {T}heory.
\newblock \emph{Econometric Theory}, 7\penalty0 (04):\penalty0 519--529, 1991.
\bibitem[Spiegel et Liu(1999)]{spiegel1999schaum}
Murray~R. Spiegel et John Liu.
\newblock \emph{{S}chaum's {M}athematical {H}andbook of {F}ormulas and
{T}ables}, volume 1000.
\newblock McGraw-Hill, 1999.
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Alan Stuart et J.~Keith Ord.
\newblock \emph{{K}endall{\rq}s {A}dvanced {T}heory of {S}tatistics, {V}ol. 1}.
\newblock Oxford University Press, 1987.
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Gerald Teschl.
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\newblock URL \url{http://www.mat.univie.ac.at/~gerald/ftp/book-fa/index.html}.
\newblock Consulté le 24 janvier 2014.
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Christian Walter.
\newblock {L}{\'e}vy-{S}tability {U}nder {A}ddition and {F}ractal {S}tructure
of {M}arkets: {I}mplications for the {A}ctuaries and {E}mphasized
{E}xamination of {MATIF} {N}ational {C}ontract.
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J.~G. Wendel.
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{I}ntegral.
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\end{thebibliography}

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set.seed(908144032)
## GRAPHIQUE 1 ##
s0 <- 100
n <- 500
## On simule des temps d'arrivée Gamma
t <- c(0,rep(cumsum(rgamma(n,0.5)),each=2))
## On simule des sauts gaussiens
j <- head(c(0,0,rep(cumsum(rnorm(n,0.005/365,0.0025)),each=2)),-1)
## On trace le parcours
cbind(t,j)
pdf("CH3-SIMGAMMAGAUSS.pdf")
plot(t,s0*exp(j),type="l",xlab="t",ylab="Y(t)",main=" ")
dev.off()
write.csv(data.frame(Temps=t,Prix=s0*exp(j)),file="CH3-SIMGAMMAGAUSS.csv")
## GRAPHIQUE 2 ##
source("../contenus/r/code/rGAL.r")
d1 <- rGALkappa(2500,0,1,2,1)
pdf("CH3-SIMULGAL0121.pdf")
hist(d1,prob=TRUE,col="grey",breaks=25,xlab="y",ylab="f(y)",main="")
lines(density(d1),lwd=3)
dev.off()

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## Exemples de courbes de densité
library(MASS)
source("fonctions.r")
dGAL1 <- function(x) dGALkappa(x,param=c(0,1,1,1))
dGAL2 <- function(x) dGALkappa(x,param=c(0,1,2,1))
dGAL3 <- function(x) dGALkappa(x,param=c(0,1,2,2))
dGAL4 <- function(x) dGALkappa(x,param=c(0,1,.5,1))
pdf("dGAL-exemples.pdf")
curve(dGAL1,from=-5,to=5,n=500,xlab="y",ylab="f(y)")
curve(dGAL2,from=-5,to=5,n=500,add=TRUE)
curve(dGAL3,from=-5,to=5,n=500,add=TRUE)
curve(dGAL4,from=-5,to=5,n=500,add=TRUE)
points(-2,dGAL1(-2),pch=21)
points(1,dGAL1(1),pch=21)
points(-2,dGAL2(-2),pch=22)
points(0.49,dGAL2(0.49),pch=22)
points(-2,dGAL3(-2),pch=15)
points(0.25,dGAL3(0.25),pch=15)
points(-2,dGAL4(-2),pch=16)
points(1.5,dGAL4(1.5),pch=16)
pchgraph <- c(21,22,15,16)
noms <- c("GAL(x; 0, 1, 1, 1)","GAL(x; 0, 1, 2, 1)","GAL(x; 0, 1, 2, 2)","GAL(x; 0, 1, 0.5, 1)")
legend(-5, 0.7, noms, cex=1.0,
pch=pchgraph, lty=1)
dev.off()

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\draw (12.000000\du,0.000000\du)--(24.000000\du,0.000000\du);
}
\pgfsetlinewidth{0.100000\du}
\pgfsetdash{}{0pt}
\pgfsetdash{}{0pt}
\pgfsetbuttcap
{
\definecolor{dialinecolor}{rgb}{0.000000, 0.000000, 0.000000}
\pgfsetfillcolor{dialinecolor}
% was here!!!
\pgfsetarrowsend{latex}
\definecolor{dialinecolor}{rgb}{0.000000, 0.000000, 0.000000}
\pgfsetstrokecolor{dialinecolor}
\draw (12.000000\du,0.000000\du)--(12.000000\du,-12.000000\du);
}
\pgfsetlinewidth{0.100000\du}
\pgfsetdash{}{0pt}
\pgfsetdash{}{0pt}
\pgfsetmiterjoin
\pgfsetbuttcap
{
\definecolor{dialinecolor}{rgb}{0.000000, 0.000000, 0.000000}
\pgfsetfillcolor{dialinecolor}
% was here!!!
\definecolor{dialinecolor}{rgb}{0.000000, 0.000000, 0.000000}
\pgfsetstrokecolor{dialinecolor}
\pgfpathmoveto{\pgfpoint{23.400000\du}{0.000000\du}}
\pgfpathcurveto{\pgfpoint{12.400000\du}{0.000000\du}}{\pgfpoint{16.000000\du}{-10.000000\du}}{\pgfpoint{12.000000\du}{-5.000000\du}}
\pgfusepath{stroke}
}
\pgfsetlinewidth{0.100000\du}
\pgfsetdash{}{0pt}
\pgfsetdash{}{0pt}
\pgfsetbuttcap
{
\definecolor{dialinecolor}{rgb}{0.000000, 0.000000, 0.000000}
\pgfsetfillcolor{dialinecolor}
% was here!!!
\definecolor{dialinecolor}{rgb}{0.000000, 0.000000, 0.000000}
\pgfsetstrokecolor{dialinecolor}
\draw (19.000000\du,-0.700000\du)--(19.000000\du,0.000000\du);
}
\pgfsetlinewidth{0.100000\du}
\pgfsetdash{}{0pt}
\pgfsetdash{}{0pt}
\pgfsetmiterjoin
\pgfsetbuttcap
{
\definecolor{dialinecolor}{rgb}{0.000000, 0.000000, 0.000000}
\pgfsetfillcolor{dialinecolor}
% was here!!!
{\pgfsetcornersarced{\pgfpoint{0.000000\du}{0.000000\du}}\definecolor{dialinecolor}{rgb}{0.000000, 0.000000, 0.000000}
\pgfsetstrokecolor{dialinecolor}
\draw (19.032329\du,-0.056240\du)--(19.700000\du,-0.400000\du);
}}
\pgfsetlinewidth{0.100000\du}
\pgfsetdash{}{0pt}
\pgfsetdash{}{0pt}
\pgfsetmiterjoin
\pgfsetbuttcap
{
\definecolor{dialinecolor}{rgb}{0.000000, 0.000000, 0.000000}
\pgfsetfillcolor{dialinecolor}
% was here!!!
{\pgfsetcornersarced{\pgfpoint{0.000000\du}{0.000000\du}}\definecolor{dialinecolor}{rgb}{0.000000, 0.000000, 0.000000}
\pgfsetstrokecolor{dialinecolor}
\draw (19.700000\du,-0.500000\du)--(19.700000\du,0.000000\du);
}}
\pgfsetlinewidth{0.100000\du}
\pgfsetdash{}{0pt}
\pgfsetdash{}{0pt}
\pgfsetmiterjoin
\pgfsetbuttcap
{
\definecolor{dialinecolor}{rgb}{0.000000, 0.000000, 0.000000}
\pgfsetfillcolor{dialinecolor}
% was here!!!
{\pgfsetcornersarced{\pgfpoint{0.000000\du}{0.000000\du}}\definecolor{dialinecolor}{rgb}{0.000000, 0.000000, 0.000000}
\pgfsetstrokecolor{dialinecolor}
\draw (19.700000\du,0.000000\du)--(20.100000\du,-0.300000\du);
}}
\pgfsetlinewidth{0.100000\du}
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\pgfsetdash{}{0pt}
\pgfsetbuttcap
{
\definecolor{dialinecolor}{rgb}{0.000000, 0.000000, 0.000000}
\pgfsetfillcolor{dialinecolor}
% was here!!!
\definecolor{dialinecolor}{rgb}{0.000000, 0.000000, 0.000000}
\pgfsetstrokecolor{dialinecolor}
\draw (20.100000\du,-0.400000\du)--(20.100000\du,0.000000\du);
}
\pgfsetlinewidth{0.100000\du}
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\pgfsetdash{}{0pt}
\pgfsetmiterjoin
\pgfsetbuttcap
{
\definecolor{dialinecolor}{rgb}{0.000000, 0.000000, 0.000000}
\pgfsetfillcolor{dialinecolor}
% was here!!!
{\pgfsetcornersarced{\pgfpoint{0.000000\du}{0.000000\du}}\definecolor{dialinecolor}{rgb}{0.000000, 0.000000, 0.000000}
\pgfsetstrokecolor{dialinecolor}
\draw (20.100000\du,0.000000\du)--(20.500000\du,-0.200000\du);
}}
\pgfsetlinewidth{0.100000\du}
\pgfsetdash{}{0pt}
\pgfsetdash{}{0pt}
\pgfsetmiterjoin
\pgfsetbuttcap
{
\definecolor{dialinecolor}{rgb}{0.000000, 0.000000, 0.000000}
\pgfsetfillcolor{dialinecolor}
% was here!!!
{\pgfsetcornersarced{\pgfpoint{0.000000\du}{0.000000\du}}\definecolor{dialinecolor}{rgb}{0.000000, 0.000000, 0.000000}
\pgfsetstrokecolor{dialinecolor}
\draw (20.500000\du,-0.300000\du)--(20.500000\du,0.000000\du);
}}
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\pgfsetdash{}{0pt}
\pgfsetmiterjoin
\pgfsetbuttcap
{
\definecolor{dialinecolor}{rgb}{0.000000, 0.000000, 0.000000}
\pgfsetfillcolor{dialinecolor}
% was here!!!
{\pgfsetcornersarced{\pgfpoint{0.000000\du}{0.000000\du}}\definecolor{dialinecolor}{rgb}{0.000000, 0.000000, 0.000000}
\pgfsetstrokecolor{dialinecolor}
\draw (20.900000\du,-0.200000\du)--(20.476079\du,-0.012490\du);
}}
\pgfsetlinewidth{0.100000\du}
\pgfsetdash{}{0pt}
\pgfsetdash{}{0pt}
\pgfsetmiterjoin
\pgfsetbuttcap
{
\definecolor{dialinecolor}{rgb}{0.000000, 0.000000, 0.000000}
\pgfsetfillcolor{dialinecolor}
% was here!!!
\definecolor{dialinecolor}{rgb}{0.000000, 0.000000, 0.000000}
\pgfsetstrokecolor{dialinecolor}
\pgfpathmoveto{\pgfpoint{19.000000\du}{0.025000\du}}
\pgfpathcurveto{\pgfpoint{19.468950\du}{0.025000\du}}{\pgfpoint{19.200000\du}{0.925000\du}}{\pgfpoint{20.500000\du}{0.925000\du}}
\pgfusepath{stroke}
}
\pgfsetlinewidth{0.100000\du}
\pgfsetdash{}{0pt}
\pgfsetdash{}{0pt}
\pgfsetmiterjoin
\pgfsetbuttcap
{
\definecolor{dialinecolor}{rgb}{0.000000, 0.000000, 0.000000}
\pgfsetfillcolor{dialinecolor}
% was here!!!
\definecolor{dialinecolor}{rgb}{0.000000, 0.000000, 0.000000}
\pgfsetstrokecolor{dialinecolor}
\pgfpathmoveto{\pgfpoint{21.500000\du}{0.925000\du}}
\pgfpathcurveto{\pgfpoint{22.800000\du}{0.925000\du}}{\pgfpoint{22.558025\du}{0.025000\du}}{\pgfpoint{23.000000\du}{0.025000\du}}
\pgfusepath{stroke}
}
\pgfsetlinewidth{0.100000\du}
\pgfsetdash{}{0pt}
\pgfsetdash{}{0pt}
\pgfsetmiterjoin
\pgfsetbuttcap
{
\definecolor{dialinecolor}{rgb}{0.000000, 0.000000, 0.000000}
\pgfsetfillcolor{dialinecolor}
% was here!!!
\definecolor{dialinecolor}{rgb}{0.000000, 0.000000, 0.000000}
\pgfsetstrokecolor{dialinecolor}
\pgfpathmoveto{\pgfpoint{20.500000\du}{0.925000\du}}
\pgfpathcurveto{\pgfpoint{20.700000\du}{0.925000\du}}{\pgfpoint{21.000000\du}{1.125000\du}}{\pgfpoint{21.000000\du}{1.425000\du}}
\pgfusepath{stroke}
}
\pgfsetlinewidth{0.100000\du}
\pgfsetdash{}{0pt}
\pgfsetdash{}{0pt}
\pgfsetmiterjoin
\pgfsetbuttcap
{
\definecolor{dialinecolor}{rgb}{0.000000, 0.000000, 0.000000}
\pgfsetfillcolor{dialinecolor}
% was here!!!
\definecolor{dialinecolor}{rgb}{0.000000, 0.000000, 0.000000}
\pgfsetstrokecolor{dialinecolor}
\pgfpathmoveto{\pgfpoint{21.500000\du}{0.925000\du}}
\pgfpathcurveto{\pgfpoint{21.300000\du}{0.925000\du}}{\pgfpoint{21.000000\du}{1.125000\du}}{\pgfpoint{21.000000\du}{1.425000\du}}
\pgfusepath{stroke}
}
% setfont left to latex
\definecolor{dialinecolor}{rgb}{0.000000, 0.000000, 0.000000}
\pgfsetstrokecolor{dialinecolor}
\node[anchor=west] at (19.800000\du,2.175000\du){P(X>y)};
% setfont left to latex
\definecolor{dialinecolor}{rgb}{0.000000, 0.000000, 0.000000}
\pgfsetstrokecolor{dialinecolor}
\node[anchor=west] at (10.300000\du,-11.500000\du){f(x)};
% setfont left to latex
\definecolor{dialinecolor}{rgb}{0.000000, 0.000000, 0.000000}
\pgfsetstrokecolor{dialinecolor}
\node[anchor=west] at (23.400000\du,1.000000\du){x};
% setfont left to latex
\definecolor{dialinecolor}{rgb}{0.000000, 0.000000, 0.000000}
\pgfsetstrokecolor{dialinecolor}
\node[anchor=west] at (22.000000\du,1.000000\du){};
\pgfsetlinewidth{0.100000\du}
\pgfsetdash{}{0pt}
\pgfsetdash{}{0pt}
\pgfsetbuttcap
{
\definecolor{dialinecolor}{rgb}{0.000000, 0.000000, 0.000000}
\pgfsetfillcolor{dialinecolor}
% was here!!!
\definecolor{dialinecolor}{rgb}{0.000000, 0.000000, 0.000000}
\pgfsetstrokecolor{dialinecolor}
\draw (20.900000\du,-0.200000\du)--(20.900000\du,0.000000\du);
}
\end{tikzpicture}

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