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Page 1: AJ R= xOW QwUvU | yxO=O V B

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Q@ |vD@t |}xrLQtOvJ |=yOv}=Qi QO=k@ p}rLD uw}UQoQ pOt

�Q=}O=DU=� xO=ROU= u}wQWp=tW u=QyD OL=w |tqU= O=R; x=oWv=O '|UOvyt w |vi |xOmWv=O '`}=vY |UOvyt xwQo

R= VN@ Qy QO "CU= xrLQt u}OvJ =@ |}=yOv}=Qi pY=L CqwYLt ?re= O}rwD xRwQt==Q Ov}=Qi OQmrta Ovv=wD|t 'u=v}t]= C}r@=k C}y=t =@ |}=yQ}eDt |}xrLQtOvJ |=yOv}=Qi

R= |wQ}B w |oOWQwUv=U uwJ |OQi@ QYLvt |=y|oS} w =yQ}eDt u}= "OvyO Q=Qk Q}F-=D CLDx@ Q=DWwv u}= QO "OvQ=O T=}kt � u=mt � sD} Q=or w T=}kt � u=mt xO=wv=N |=y`} RwDC}r@=k |=yxO=O '|R=UpOt |=yOQm} wQ w xDiQW}B |Q=t; Ov}=Qi pQDvm |=yQ=my=Q ltm|R=UpOt =OD@= 'Qw_vt u}O@ "CU= xOW V}=B AJ R= |oOWQwUv=U Qw[L QO u=v}t]=

|=yOQm} wQ TBU "CiQo Q=Qk xar=]t OQwt =k@ p}rLD |vw}UQoQ |=ypOt ltm x@ =yxO=Oltm x@ |}=tv uwRwt lQLDt u}ov=}t w |atHD `tH pQDvm |=yQ=Owtv T=U= Q@ V}=B|=yXN=W \UwD ,=@k=aDt w xOW x�=Q= |Q=_Dv= VRQ= Q=Okt w |}=tvCUQO `@=D p}mWDx@ pQDvm Q=Owtv u} QDQ@ OQmrta C}=yv QO "CU= xDiQo Q=Qk xHwD OQwt xr=@vO pw] \UwDt

"OQ}o|t Q=Qk |UQQ@ OQwt h} Q_ ?=DlD |xv=NQ=m QO |OQwt |xar=]t CQwY

sh [email protected]

VRQ= Q=Okt 'AJ R= |oOWQwUv=U '=k@ p}rLD uw}UQoQ pOt %|O}rm u=oS=w"|}=tvCUQO `@=D '|}xrLQtOvJ Ov}=Qi '|Q=_Dv=

xtOkt "1|Q=OOwN u; pw@kp@=k w VN@C}=[Q OQmrta R= xm pwYLt CtUk =} <RH l}|QDt=Q=B `} RwD l} xr}Uw x@ ,=twta =yOv}=Qi 'u=v}t]= C}r@=k |xRwL QO [3]"Ovm|t`} RwD u; |=yQDt=Q=B j} Q] R= 'x=wNrO OQwt hrDNt |=yx@vH w OvwW|t |R=UpOtC}r@=k =@ \@DQt |=yxO=O OQi@ QYLvt |=y|oS} w =t= "OwW|t |UQQ@ w xar=]twQ x@ wQ pmWt =@ =Q pQDvm |=yQ=Owtv uO=yv =v@ w V}=B OQm} wQ |x�=Q= 'u=v}t]=R= |wQ}B w 2|oOWQwUv=U w[wt wO x@ u=wD|t =y|oS} w u; u} QDsyt R= "OR=U|t�|OL Q=Okt w l}DUHr 'p=tQv� 3T=}kt � u=mt xO=wv=N pt=W X=N |=y`} RwD

"OQm xQ=W= �pw@} w w l}DUHr nr 'p=tQv nr� 4T=}kt � u=mt � sD} Q=or w`} RwD u=wva x@ l}DUHr nr w pw@} w |r=tDL= `} RwD R= [4]u=Q=mty w woUxOW lU} Q p}OaD |atHD `tH pQDvm Q=Owtv u=v; "Ov=xOQm xO=iDU= Q=t}@ |=k@ u=tRxU}=kt |rwvQ@ `} RwD Q@ |vD@t x@=Wt pQDvm Q=Owtv =@ =Q l}DUHr nr `} RwD Q@ |vD@ts=ovy x@ |}=tv uwRwt lQLDt u}ov=}t pQDvm Q=Owtv l} [5]RvH w Qv}=DW= "Ov=xOQmpOt |=v@t Q@ u} wv xOW lU} Q p}OaD pQDvm Q=Owtv u=ty xm OvOQm |iQat xOW|=yQ=Owtv l} R=i Q@ RmQtD =@ [6]u=Q=mty w nvS "CU= xDi=} `} QUD CUmW u=tRuwtR; |xQ=t; |=v@t Q@ xOW lU} Q p}OaD CQ=ywW pQDvm Q=Owtv |x�=Q= x@ 'pQDvmu=v}t]= C}r@=k V}=B Qw_vt x@ [7]|}=k; w xO=ROU= "Ov=xDN=OQB |}=tvCUQO C@UvQO |r@k pL=Qt R= QF-=Dt |HwQN |i}m |xYNWt =@ |}xrLQtOvJ |=yOv}=Qi QOQ@ |vD@t |atHD `tH pQDvm Q=Owtv 'CU=Q R= Q}eDt w C@=F |oOWQwUv=U wO Qw[L

"CU= |DavY dwr@ u=R}t w |}=iwmW |xHQO Qou=Wv pwYLt C}i}m w C}@ weQtu=v}t]= xm CU= |}=ysDU}U w =yVwQ R= xO=iDU= |Q=t; Ov}=Qi pQDvm '=DU=Q u}= QO|=yOQ=Ov=DU= wC=YNWt =@j@=]t w Q=O}=B Ov}=Qil}|] xOW x�=Q= pwYLt OyO|t|}xrLQtOvJ|}=yOv}=Qi pY=L CqwYLt?re= O}rwD xRwQt= "OwW O}rwD sRq|i}mu; OQ@W}B 'Ov}=Qi |xQm}B Q@ Q=PoQ}F-=D |}=yQ}eDt xrLQt Qy QO xm ?}DQD u}O@ 'OvDUy'xrLQt Qy QO |i}m |xYNWt Q}}eD |}xrLQtOvJ |=yOv}=Qi QO "OvR=U|t jkLt =Qu=wva =@ |oS} w u}= R= &O=O Oy=wN Q=Qk Q}F-=D CLD =Q Oa@ |xrLQt |i}m |xYNWt`q]= '|}xrLQtOvJ Ov}=Qi l} pQDvm |=Q@ =Pr [1]"OvQ@|t s=v �1|Q=W@; C}Y=N�|}=U=vW OvtR=}v =yOv}=Qi u}= QO |R=UpOt &CU= |QwQ[ |v=}t pL=Qt \@=wQ R=pQDvm w V}=B |=Q@ OQm} wQ u} QD?U=vt |x�=Q= w ?=NDv= w =yQ}eDt u}@ \=@DQ= j}kO

[2]"CU=yv;w sr=U OQmQ=m p=tDL=� R= CU= CQ=@a sDU}U l} u=v}t]= C}r@=k |iQ] R="�xOW u}}aD V}B R= w OwHwt \}=QW j@] XNWt u=tR COt |=Q@ ?}a uwO@QO "Ovvm|t h} QaD u=tR pw] QO C}i}m =Q u=v}t]= C}r@=k |y=o '=DU=Q u}ty QOQO Q}}eD xvwo Qy x@ OQ=O xQ=W= CUmW xm CW=O u=aP= u=wD|t Cr=L u} QDxO=U

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Page 2: AJ R= xOW QwUvU | yxO=O V B

"""QOAJ

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V}=BQO 'QwmPt OL R= QDq=@ O=Oa= =yvD w Ow@ Oy=wN xO=O uOW QwUv=U R= |m =L

pQDvm w V}=B QO |}=RU x@ Vkv xr=kt u}= =Pr "OW Oy=wN GQO V}=tv |xLiY=i}= 'OvwW|t QwUv=U AJ CtU R= xm u=v}t]= C}r@=k |=yxO=O R= wv u}=

"Ovm|tw xr�Ut u=}@ x@ 2 VN@ QO %CU= xOW |L=Q] CQwY u}O@ xr=kt Q=DN=UKQ]t |O=yvW}BV}=B |=yOQm} wQ 3 VN@ QO "CU= xOW xDN=OQB Ov}=Qi |R=UpOtpQDvm |=yQ=Owtv OQmrta |@=} RQ= w |R=Ux}@W C=ar=]t 4 VN@ QO "CU= xOW6 VN@ QO ,=D}=yv w s}=xDN=OQB |OQwt |xar=]t x@ 5 VN@ QO "OwW|t K} QWD

"CU= xOW KQ]t |Q}oxH}Dv

Ov}=Qi h}YwD w |R=UpOt "2\w@ Qt |OwQw |i}m |xYNWt u; QO xm O} Q}o@ Q_v QO =Q |}xrLQtwO Ov}=Qi l}QF= �T� swO |xrLQt x@ \w@ Qt |HwQN |i}m |xYNWt Q@ '�X� pw= |xrLQt x@|HwQN Q}eDt Q@ |OwQw |=yQ}eDt QF= '|}=yOv}=Qi u}vJ V}=B Qw_vt x@ "OQ=Po|twv R= =yxO=O xm =Hu; R= "OQm pOt =Q Q}eDt wO u=}t \=@DQ= w CiQo Q_v QO O}=@ =Q

|=ypOt |Q}oQ=m x@ '=yQ}eDt \=@DQ= |R=UpOt Qw_vt x@ 'OvDUy u=v}t]= C}r@=k|vw}UQoQ |=ypOt |Q}oQ=m x@ |twta |xO}= "CU= |QwQ[ =k@ p}rLD |vw}UQoQ|=yQ}eDt R= Q_v OQwt Q=Okt T=U= Q@ =Q MU=B Q}eDt Q=Okt xm CU= u}= =k@ p}rLDxO=wv=N |=y`} RwD |R=UpOt C}r@=k R= =ypOt u}= 'u}vJty "OvyO u=Wv Q=PoQ}F-=DR= |}xDUO '=DU=Q u}= QO "OvQ=OQwNQ@ T=}kt � u=mt � sD} Q=or w T=}kt � u=mtC}@ w@Lt 5 (AFT) xOW `} QUDCUmW u=tR |vw}UQoQ |=ypOt u=wva =@ =ypOtR= |a@=D ltm x@ pOt |=yQDt=Q=B R= QYva OvJ =} l} =yv; QO xm OvQ=O |}q=@l} =@ =t= XNWt pmW =@ |a@=D '|rm Cr=L QO "OwW|t u=}@ Q=PoQ}F-=D |=yQ}eDtu}= |=yQDt=Q=B CU= sRq xm OQ}o|t Q=Qk xO=iDU= OQwt XNWtQ}e QDt=Q=B OvJ =}

"OvwW xOR u}tND `@=DuO=yv =v@ |=Q@ �AFT� xOW `} QUD CUmW u=tR |vw}UQoQ |=ypOt R= Qo =1 |x]@=Q j@=]t pOt |=yQDt=Q=B 's}vm xO=iDU= MU=B Q}eDt |=k@ w |r=oJ `@=wD

%OW Oy=wN xO=O u=Wv�i = q(�;xi) i = 1; 2; 3; ::: (1)

u}t= i Q}F-=D 'u; \UwD xm CU= |a@=D q w |vw}UQoQ |=yQDt=Q=B Q=OQ@ � u; QO xm|i}m |xYNWt R= xOy=Wt u}t=i QDt=Q=B Q=Okt Q@ |OwQw *Q=PoQ}F-=D Q}eDt R= xOy=Wt

"OwW|t ^=Lr |HwQN'|v=tR |=yC}OwOLt uwJ |irDNt p}qO x@ |oOWQwUv=U 'u}= Q@ xwqaMQ |v=tR CU=Q CtU R= |oOWQwUv=U "OyO|t MQ xv} Ry w lU} Q '|L=Q]|k}kO OOa u=wDv =Pr w OyOv MQ V}=tR; s=Hv= u=tR pw] QO CUmW xm OyO|tQta pw] =} u=v}t]= C}r@=k |=Q@ xOW VQ=Ro OQwmQ Ck}kL QO "OQm C@F u; |=Q@'|iQ] R= "CU= pwYLt u;|oOWQwUv=U OL wCUmW Q=Okt wO |xv}tm 'pwYLt|=Q@ xv=DU; OL R=V}BCUmW xm ODi=|t j=iD= |v=tRAJCtU R= |oOWQwUv=UCUmW j}kO Q=Okt R= u=wD|tv R}v \}=QW u}= QO "OyO@ MQ V}=tR; |UQQ@ w wQWxOW u}}aD OOa R= p@k CUmW xm OQm xOvU@ u}= x@ u=wD|t =yvD w CW=O `q]=*|OQwt |xar=]t w[wt p=Ft u=wva x@ "CU= xOW xDiQ}PB |Q=Okt 'xv=DU; OL |=Q@h} Q_ ?=DlD |xv=NQ=m QO xOW O}rwD Mv |=yxDWQ Ctw=kt |UQQ@ 'Q[=L j}kLDQ=mwR=U Qw[L QO Ctw=kt =@ Q_=vDt |=yxO=O xm CU= |i=@xU}m CavY QO p=ai

|Q=_Dv= VRQ= Q=Okt Q@ |vD@t |}=tv uwRwt lQLDt u}ov=}t Q=Owtv wO w uw}UQoQu}ov=}t w |atHD `tH pQDvm |=yQ=Owtv [8]u=Q=mty w xO=ROU= "OvOQm O=yvW}B|=Q@ Tm =m ?U=vDt xQ]=Nt |vw}UQoQ pOt R= xO=iDU= =@ =Q |}=tv uwRwt lQLDtQ=Qk |UQQ@ OQwt |oOWQwUv=U Qw[L sOa w Qw[L QO xDU@tyOwN C=Oy=Wt|=yOv}=Qi QO u=v}t]= C}r@=k |=yxO=O V}=B |=Q@ [9]u=Q=mty w |RQOwo "OvO=O`} QUD u=tR |vw}UQoQ pOt R= xm 'CU=Q R= |oOWQwUv=U Qw[L QO |}xrLQtxU|atHD `tH w |}=tv uwRwt lQLDt u}ov=}t pQDvm |=yQ=Owtv 'Ovm|t xO=iDU= xDi=}|vD@t xDi=} `} QUD CUmW u=tR pOt l} [10]|m =}v w |@ w}= OU= "Ov=xOQm x�=Q=|L=QH l} |HwQN Q@ xDUw}B CQ=_v |=Q@ xOW lU} Q p}OaD pQDvm Q=Owtv Q@x�=Q= Q}}eD |x]kv pOt R= xOt; CUO x@ |}=tvCUQO C@Uv uwtR; l} T=U= Q@x@ =yvD xv xDUw}B |HwQN 'OwHwt |=ypOt hqN Q@ Ov=xOQm C=@F= u}vJty "Ov=xO=OxO=ROU= "CU= xDU@=w R}v u=L=QH uwJ Qo}O Q=PoQ}F-=D |=yQ}eDt x@ xmr@ Q=t}@ \}=QWlQLDt u}ov=}t pQDvm Q=Owtv wO w |atHD `tH pQDvm Q=Owtv l} [11]|Q}rO=}m w2 wv |xOW QwUv=U u=v}t]= C}r@=k |=yxO=O Q@ CQ=_v Qw_vt x@ |}=tv uwRwtlQLDt u}ov=}t Q=Owtv l} [12]lUH w wR "Ov=xOQm x�=Q= |}xrLQtwO |=yOv}=Qi QO|=Q@ 1 wv |oOWQwUv=U CLD pw@} w |xO=O |=Q@ =Q xiQ]l} |vRw |}=tv uwRwtu}at CUmW |=yQ=mwR=U CLD CqwYLt u}ov=}t |=yQta pw] C=Q}}eD hWm|]QW |Q=_Dv= VRQ= Q@ |vD@t pQDvm Q=Owtv wO [13]u=Q=mty w =R=Q "OvO=O xaUwD`} RwD =@ 1 wv |xOW QwUv=U xO=O V}=B |WN@ QF= Qw_vt x@ =Q |]QW xt}v ww xDUw}B V}=B Qw_vt x@ =Q |O}OH pQDvm Q=Owtv [14]G} Qo "OvO=O O=yvW}B |r} Q|O}rwD |}xrLQtOvJ |=yOv}=Qi QO xm OQm x�=Q= =k@ |=yxO=O |xOW lU} Q p}OaD[15]u=Q=mty w Cv}m "Ovm|t pta |Ov@xWwN T=U= Q@ w OQ=O OQ@ Q=m |D=tON w|xQ=t; Q@ |vD@t xOW lU} Q p}OaD |atHD `tH pQDvm |=yQ=Owtv xm OvO=O u=WvxO=iDU= ?U=vt pOt l} =@ lU} Q C=R=}Dt= R= xm |}=tvCUQO C@Uv sD} Q=orQO QwmPt OQw=DUO &OwW =yQ=Owtv OQmrta uOW QDO@ Ea=@ CU= umtt Ovvm|tvV}=B [16]|}=k@ w xO=ROU= 'C}=yv QO "CU= jO=Y R}v |}xrLQtOvJ |=yOv}=QiOt |}xrLQtOvJ |=yOv}=Qi QO CQB |=yxO=O Qw[L QO =Q u=v}t]= C}r@=k |=yxO=Ou=tR uw}UQoQ |=ypOt =@ Q=wDU= uw}UQoQ |=yOQm} wQ Qw_vt u}O@ "Ov=xO=O Q=Qk Q_v|=yxO=O Qw[L s=ovy x@ =yQ}eDt u}@ j}kO \=@DQ= uDi=} |=Q@ xOW `} QUD CUmW

"Ov=xOW j}irD CQBQO |Q=}U@ |=yVywSB w C=k}kLD xm OyO|t u=Wv C=}@O= QwQt |UQQ@'xDiQ}PB CQwY |oOWQwUv=U Qw[L QO u=v}t]= C}r@=k |=yxO=O V}=B |xv}tRQO "CU= xDiQo Q=Qk xHwD OQwt CU=Q CtU |oOWQwUv=U EL@ ?re= =t=CtU |oOWQwUv=U Qw[L QO u=v}t]= C}r@=k |=yxO=O |UQQ@ x@ Q[=L Q=DWwv|}=U=vW |=DU=Q QO =yv; pQDvm w V}=B |=Q@ ?U=vt |OQm} wQ |x�=Q= w AJVywSB QO EL@ OQwt |i}m |xYNWt "CN=OQB s}y=wN C=Q}}eD QD`} QU xJQy|=Q@ 'h} Q_ ?=DlD xv=NQ=m QO |O}rwD |=yMv Ct=kDU= w s=mLDU= 'wQV}B|rL=Qt |] R= TB Mv |=yxDWQ xm ?}DQD u}O@ "CU= |vwo |=yxU}m O}rwD|i}m |xYNWt Q@ xrLQt Qy QO |}=yQ}eDt QO Q}}eD u; QO xm xDUw}B sy x@"OQ}o|t Q=Qk V}=tR; OQwt GvUs=mLDU= x=oDUO \UwD 'CU= QF-wt Oa@ |xrLQt"OwW|t ?=NDv= =yv; s=mLDU= w uRw |UQQ@ |=Q@ xvwtv OvJ Mv lwO Qy R=sy R= |x_Lr =D G} QOD x@ xOW ?=NDv= |xvwtv x@ GvUs=mLDU= x=oDUO QOOL R= QDu}}=B O=Oa= x=oDUO u}= =t= "OwW|t OQ=w wQ}v �CUmW� |oDUUoQO Qo = 'p=Ft u=wva x@ "�AJ CtU |oOWQwUv=U� Ovm|tv C@F =Q |YNWtRtQk nvQ Qou=Wv 'OW=@ 100 R= QDu}}=B xOW OQ=w |wQ}v CUmW |x_Lr

66

Page 3: AJ R= xOW QwUvU | yxO=O V B

2 1|xQ

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C}Q}Ot

w`}=vY

|UOvyt `} QUD CUmW u=tR |vw}UQoQ pOt p}mWD R= Oa@ "OwW|t xO=O xaUwD AJ R=

pQDvm |=yQ=Owtv '|HwQN |i}m Q}eDt Q}O=kt QO OwHwt |vwoty=v x}HwD |=Q@ xOWpQDvm xm =Hu; R= "OwW|t p}mWD u}ov=}t QO |Wy=m |=yCi}W X}NWD |=Q@lJwm |=ylOY 'CU= |UQQ@ CLD u=v}t]= C}r@=k C}y=t =@ |i}m |xYNWtx@ u=wD |t xm CU= |r=L QO u}= "CU= Q=OQwNQ@ q=@ C}ty= R= X=N Qw] x@Qw_vt x@ =Q � u=tRty pQDvm OL wO R= xO=iDU= pt=W � xiQ]wO pQDvm Q=Owtv |DL=Q

"CiQo Q=m x@ |Wy=m w |W}=Ri= |=yCi}W hWm w |}=U=vW|Q=W@;C}Y=N QF= hPL x@ R=}v|}xrLQtOvJ |=yOv}=Qi QO QF-wtV}=B VwQ =t=p}O@D '|HwQN |i}m Q}eDt Q@ |OwQw |i}m Q}eDt Q}F-=D p}OaD hOy =@ '=Hu}= QO "OQ=O"CU= xOW xDiQo Q_v QO OQ=Ov=DU= |OL Q=Okt u} QDlJwm `} RwD x@ pw@} w `} RwD`} RwD 'pw@} w `} RwD =@ =yxO=O R= |a}@] sD} Q=or uDiQo =@ |oO=U x@ '=DU=Q u}= QOu} QDlJwm `} RwD |=Q=O Log(t) =Pr [3]"O};|t CUO x@ |OL Q=Okt u} QDlJwmu = Log(�) CQwY x@?}DQD x@ xmCU= T=}kt w u=mt |=yQDt=Q=B =@ |OL Q=Okt`} RwD R= =yzi u}=Q@=v@ "(Log(t) � SEV (u; b)) OwW|t h} QaD b = 1=� w%Ovvm|t |wQ}B u = 1 w u = 0 |=yQDt=Q=B =@ OQ=Ov=DU= |OL Q=Okt u} QDlJwmzi = Log(ti)� u

b(5)

u} QDlJwm FSSEV (z) |atHD `} RwD `@=D w fSSEV (z) p=tDL= |r=oJ `@=D xm%R= CU= CQ=@a OQ=Ov=DU= |OL Q=Okt

fSSEV (z) = exp[z � exp(z)]

FSSEV (z) = 1� exp[� exp(z)] (6)

p}mWD Q@ |rY= RmQtD '|HwQN |i}m Q}eDt Q@ |OwQw |i}m Q}eDt QF= p}OaD R= TB"CU= |O=yvW}B pQDvm |=yQ=Owtv

|atHD `tH pQDvm Q=Owtv |Q}oQ=m x@ w uO=yv =v@ Q@ pw= |O=yvW}B V}=B OQm} wQhWm x@ C}=va =@ 'OW xQ=W= QDV}B xm Qw] u=ty "CU= Q=wDU= 7 (CUSUM)

xHwD OQwt xiQ]l} CUSUM Q=Owtv 'MU=B Q}eDt u}ov=}t QO |Wy=m |=yCi}W%R= CU= CQ=@a CUSUM |xQ=t; "OQ}o|t Q=Qk(

Qi = min(0; Qi�1 � wi)Q0 = 0 (7)

%CU= x@U=Lt p@=k 8 |x]@=Q R= w xOw@ CUSUM R=}Dt= 'wi u; QO xmwi = log(L(zij�i1)

L(zij�i0) ) (8)

xOW QwUv=U |=yxO=O uDiQo Q_v QO =@ xm CU= |}=tvCUQO `@=D L x]@=Q u}= QO%s} Q=O AJ R=

L(zi; �i) = [fSSEV (zi)]�i [FSSEV (zi)]1��i (9)

%CW=O s}y=wN 8 QO 9 |x]@=Q |Q=Po}=H =@

Mv |=yxDWQ xm CQwY u}O@ "OvQ}o|t Q=Qk|UQQ@ OQwtAJCtU R=|oOWQwUv=UV}=tR; OQwtGvUs=mLDU= x=oDUO\UwD xv=NQ=mC}i}m pQDvm u=tDQ=BO QO xOW O}rwDx=oDUO \UwD OW=@ QDnQR@ |oOWQwUv=U K]U R= Qo = Ctw=kt Q=Okt "OQ}o|t Q=Qk%s} Q=O =Pr "OW Oy=wN QwUv=U xO=O ,=Lq]Y= CQwY u}= Q}e QO 'OwW|t VQ=Ro

�i =

( 0 if ti < c

1 if ti > c(2)

wkw Ov}=Qi u}= QO '1 |x]@=Q x@ xHwD =@ "CU= AJ R= |oOWQwUv=U OL c u; QO xmx=oDUO\UwD w xOy=Wt |Q}oxR=Ov= p@=k xO=O xm u}=CUNv %CU= umtt O=ONQ wOxmCU= K[=w "��i = 0� OvwW QwUv=U =yxO=O xm u}= swO w ��i = 1� OwW VQ=RoCQwY x@ w ODi=|t j=iD= xOW xDioCr=L wO R=Cr=Ll}\ki '|Q}oxvwtv Q=@ Qy QO|=y`} RwD '\}=QWu}= QOu}vJty "OwW|tu=}@|oOWQwUv=U OLwMU=B Q}eDt xv}W}@R= 6pw@} w `} RwD 'u=}t u}= QO &OwW `k=w O}it |R=UpOt |=Q@ CU= umtt |irDNtR= |@ wN OQmrta hrDNt \}=QW QO xm CU=y`} RwD u} QDOQ@ Q=m QB w u} QD?w@Ltl} R= |OQwt |xar=]t QO |HwQN Q}eDt xm u}= x@ xHwD =@ =Pr "CU= xO=O u=Wv OwN%R= Ow@ Oy=wN CQ=@a u; |=k@ `@=D w p=tDL= |r=oJ `@=D 'Ovm|t |wQ}B pw@} w `} RwDf(t) = �

�( t�

)��1 exp���t�

���S(t) = exp

���t�

���(3)

uOQm xDU@=w =@ "Ow@ Oy=wN T=}kt QDt=Q=B � > 0 w pmW QDt=Q=B K > 0 u; QO xm%R= CU= CQ=@a =k@ `@=D 'Q[=L Ov}=Qi QO OwHwt Q=PoQ}F-=D Q}eDt =yvD x@ T=}kt QDt=Q=BS(tijxi) = exp

���

tiexp(�0 + �1xi)

���(4)

x@ u=wD|t =Q pw@} w `} RwD |=yQDt=Q=B =Pr "Ov=|vw}UQoQ pOt|=yQDt=Q=B�1 w�0 u; QO xm�i0 = (�; � exp(�1xi)) p=L "O=OV}=tv �i = (�; � exp(�1xi)) CQwYQO =yQDt=Q=B Q=OQ@ �i1 = (�; �0 � exp(�1xi)) w pQDvm CLD |=yQDt=Q=B Q=OQ@CLD |tU= Q=Okt xm CU= |@} Q[ �0 u; QO xm CU= pQDvm R= GQ=N Cr=L|i}m |xYNWt =yvD Q@ RmQtD =@ C}=yv QO "OyO|t Ci}W =Q T=}kt QDt=Q=B pQDvmu} QDswUQt w u} QDOQ@ Q=m QB R= xm p=tQv `} RwD '|OQwt |xar=]t QO |OwQw Q=PoQ}F-=DOwQ|t Q=m x@ `} RwD u}= |R=UpOt QO =Pr w OW VR=Q@ =yxO=O |wQ Q@ CU=y`} RwDV}=B hOy xm CW=O u=aP= u=wD|t pm QO "X � N(�x; �2

x) xm |Qw] x@l} QO AJ R= xOW QwUv=U �Mv |=yxDWQ Ctw=kt� u=v}t]= C}r@=k |=yxO=O|i}m |xYNWt =@ \@DQt Q}O=kt R= Q}O=kt u}= xm |}xvwo x@ CU= |}xrLQtwO Ov}=QiC}Y=N =Pr w OvQF-=Dt �Mv |=yxDWQ x}rw= O=wt ?}mQD C@Uv =} u=R}t� pw= |xrLQt

"CU= Q=QkQ@ R}v |Q=W@;

|O=yvW}B xOW uw}UQoQ p}OaD pQDvm |=yQ=Owtv "3|oOWQwUv=U Qw[L QO QwmPt |}xrLQtwO Ov}=Qi V}=B |=yOQm} wQ 'VN@ u}= QO

Wi = Log( [exp[(Log(ti)�u1b )�exp(Log(ti)�u1

b )]]�i [1�exp[� exp(Log(c)�u1

b )]]1��i

[exp[(Log(ti)�u0b )�exp(Log(ti)�u0

b )]]�i [1�exp[� exp(Log(c)�u0

b )]]1��i )

�10�

67

Page 4: AJ R= xOW QwUvU | yxO=O V B

"""QOAJ

R=xOW

QwUv=U

|=yxO=O

V}=BQ=Owtv '|oOWQwUv=U OYQO R= dQ=i xm CU= u}= R= |m =L G}=Dv j}kO |UQQ@

uwRwt lQLDt u}ov=}t pQDvm Q=Owtv x@ C@Uv |QDy@ OQmrta |atHD `tH pQDvmpw] 'XNWt Ci}W l} |=R= x@ =Q} R 'OQ=O |Q=_Dv= VRQ= Q}O=kt Q@ |vD@t |}=tvuwRwt lQLDt u}ov=}t pQDvm Q=Owtv u}vJty "CU= QDmJwm \UwDt Q}O=kt |xr=@vOCi}W �10 =D� lJwm |=yCi}W hWm QO |QDq=@ CQOk � = 0=05 =@ |}=tv"OQ=O |R=UQ=wty QDt=Q=B Qo}O Q}O=kt =@ pQDvm Q=Owtv u}ty =@ xU}=kt QO �|Wy=muwRwt lQLDt u}ov=}t pQDvm Q=Owtv 'OwW|t QDnQR@ Ci}W u=R}t xJQy 'Tmar=@"OwW|t QDq=@ hWm CQOk =Pr w QDlJwm ARL Q}O=kt |=Q=O � = 0=2 =@ |}=tvOQmrta Q@ |oOWQwUv=U xm CW=O u=aP= u=wD|t |oOWQwUv=U u=R}t =@ \=@DQ= QO=@ |O=yvW}B VwQ wO Qy QO xm swyit u}O@ "OQ=O |ivt Q}F-=D V}=B |=yOQm} wQxr=@vO pw] \UwDt Q}O=kt X=N Ci}W l} |=R= x@ w |oOWQwUv=U OYQO V}=Ri=OwW s}_vD |}xvwo x@ Ov}=Qi \}=QW CU= QDy@ u=mt= CQwY QO =Pr "O@=}|t V}=Ri==@ `k=w QO &OvQ}ov Q=Qk |oOWQwUv=U ZQat QO Ov}=Qi |=yxO=O R= |O=} R OYQO xm

"OwW|t QDy@ pQDvm |=yQ=Owtv OQmrta '|oOWQwUv=U Vy=mu} QDlJwm `} RwD x@ pw@} w `} RwD p}O@DCra xm OW u=}@ p@kVN@ QO |iQ] R=MU=B Q}eDt R= pw= |xrLQt |i}m Q}eDt QF= Vy=m =} hPL 'OQ=Ov=DU= |OL Q=OktC}i}m u=}t R}=tD Qw_vt x@ O}=@ |vw}UQoQ pOt Q@ |vD@t V}=B OQm} wQ =Pr "CU=QO xOW O=H}= |=yCi}W hWm '=DU=Q u}= QO "OwW p}OaD pm C}i}m w X=N|xrLQt x@ \w@ Qt =yCi}W u}= =Q} R CU}v Q_v Ot p@k |xrLQt |i}m |xYNWtCLD |O=yvW}B pQDvm |=yQ=Owtv OQmrta 'Qw_vt u}O@ "OvDU}v |UQQ@ CLD |Q=H|@=} RQ= OQwt �20 |oOWQwUv=U OYQO w x u}ov=}t QO � |W}=Ri= |=yCi}W

"CU= xOW x�=Q= 4 pwOH QO G}=Dv "CU= xDiQo Q=Qk|=yOQm} wQ Q@|mOv= Q}F-=D pw= |xrLQt|i}m |xYNWt QOCi}W 'Q=_Dv= j@=]t,=@} QkD |Q=t; ^=Lr R= xr=@vO pw] \UwDt Q}O=kt Ck}kL QO &OQ=O |O=yvW}B V}=B|HwQN Q}eDt Q@ p@k |xrLQt Q}eDt QF= uDiQo Q_v QO R= |W=v syt u}= "Ov=xOv=tC@=FQw_vt x@ |OL Q=Okt u} QDmJwm `} RwD x@ pw@} w `} RwD p}O@D w |R=UpOt \UwDOQwt R}v x QO |Wy=m |=yCi}W xwqa x@ "CU= p@k |xrLQt Q}eDt QF= hPLVQ=Ro x@=WD p}rO x@ xm Ow@ |W}=Ri= |=yCi}W x@=Wt u; G}=Dv w CiQo Q=Qk |@=} RQ=

"CU= xOWv

|OQwt |xar=]t "5w |R=UxO=t; |xv}tR QO p=ai 'h} Q_ ?=DlD |xv=NQ=m QO xr=kt |OQwt |xar=]txv=NQ=m u}= |O}rwD C}iQ_ "CU= �|i=@xU}m � |H=Uv CavY QO h=}r= |oOvU} Q|=yxU}m R= sa= Cw=iDt |vwo |=yxU}m `=wv= O}rwD |=Q@ RwQ QO uD 5 3 pO=at

"CU= xQ}e w u=t}U 'Io 'QmW 'OQ;u} R=e; |xrLQt "CU= xOW p}mWD Ov}=QiQ} R wO R= |rm Qw] x@ |i=@xU}m Ov}=Qix=oDUO \UwD QDt|r}t 7 2 ZQa x@ Mv |=yxDWQ |R=UxO=t; R= CU= CQ=@a|=yuRw w =yZQa QO xm CU= xU}m |oOvi=@ VN@ swO |xrLQt w QOwQDUm =QOwQDUm = x=oDUO =OD@= '|O}rwD Ov}=Qi u}= QO "Ovm|t O}rwD =Q Q_v OQwt xU}m 'Cw=iDtxrLQt u}= QO x Q}eDt =Pr &Ovm|t ?}mQD |YNWt CaQU w C@Uv =@ =Q x}rw= O=wt|=y=tO =@ xrLQt 6 |] TBU "CU= Mv |xOvyOp}mWD O=wt |vRw �C@Uv� OYQOuwOQ=t l} |] x}rw= O=wt VN@ u}= QO "OvwW|t ?wP O=wt ?}mQD u}= Cw=iDt'Oa@ w OyO|t CmQL wrH x@ wQ =Q O=wt I}B Q=t uwOQ=t u}= xm Ov=pYDt Qo}Om} x@O=wt 'uOW x}iYD R= TB "OvwW|t x}iYD QDr}i l} Qw[L QO xOW ?wP O=wt

X=N hOy Q=Okt l} R= 'CUSUM Q=Owtv xOW RwQ x@ xQ=t; xm u; ZLt x@u}}=B pQDvm OL 'LCL1 Qo}O CQ=@a x@ "OyO|t p=vo}U 'OwW QDtm (LCL1)�ARL� xr=@vO pw] u}ov=}t x@ xm OwW|t ?=NDv= u=vJ w CU= CUSUM Q=Owtv

"s}UQ@ Q_v OQwt pQDvm CLDlQLDt u}ov=}t pQDvm |=yQ=Owtv uO=yv =v@ w xaUwD Q@ |U=U= RmQtD 'xt=O= QO|wQ xm |DvU EWMA |xQ=t; "OwW|t hw]at 8 �EWMA� |}=tv uwRwt

%R= CU= CQ=@a OwW|t h} QaD xOW xOy=Wt Q}O=ktEWMAi = �zi + (1� �)EWMAi�1 (11)

x}rw= Q=Okt "CU= 0 < � � u}@ |D@=F Q=Okt =@ |R=UQ=wty QDt=Q=B � 'u; QO xmu}ov=}t =@ CU= Q@=Q@ 'OwW|t xO=iDU= u; R= pw= |xvwtv u=tR QO xm �EWMA0�QO �t Q=Okt R= pY=L�z Q}eDt R= xO=iDU= =t= "OQ}o|t Q=Qk V}=B OQwt xm |}xQ=t;x@ xW}ty MU=B Q}eDt |ak=w Q=Okt =Q} R 'OUQ|tv Q_v x@ |k]vt EWMA |xQ=t;C=Oy=Wt |Q=Po}=H xr=kt u}= QO |U=U= |xO}= xH}Dv QO "OwW|tv C@F j}kO Qw]Q}O=kt |=yuRw "CU=yv; 9 �CEV� |]QW |Q=_Dv= VRQ= Q}O=kt =@ xOW QwUv=U=Pr w O};|t CUO x@ MU=B Q}eDt |x}=B `} RwD =@ ?U=vDt |]QW |Q=_Dv= VRQ=x@ |]QW |Q=_Dv= VRQ= Q}O=kt 'Ov}=Qi u}= QO "Ov=Cw=iDt Qo}O `} RwD x@ |a} RwD R=

%O};|t CUO x@ 12 |x]@=Q |xr}Uw

CEV = E(t < c)P (t < c)

=

cR0tf(t)dt

cR0f(t)dt

=

cR0tf(t)dt

F (c)=

cR0t �� ( t� )��1e�( t� )�dt

1� e�( c� )� (12)

%CW=O s}y=wN AJ R= xOW QwUv=U |=yxO=O OQwt QO =Pr

z = Log(CEV )� ub

(13)

R= QDtm u; |xOW p}OaD |xQ=t; xm OyO|t p=vo}U |v=tR R}v pQDvm Q=Owtv u}=Qw_vt x@ CU= QmP u=}=W "OW=@ u; |=Q@ xOW ?=NDv= �LCL2� u}}=B pQDvm OLQ=Owtv R= u=wD|t OwHwt |=yCi}W hWm |=Q@ pQDvm Q=Owtv C}U=UL V}=Ri=

"OQm xO=iDU= R}v 10xOvQ=OR=@ OL =@ EWMA pQDvm

OQmrta |@=} RQ= "4`tH |O=yvW}B pQDvm |=yQ=Owtv OQmrta |UQQ@ w |R=Ux}@W x@ VN@ u}= QOpQDvm OL '|R=Ux}@W pw] QO "s} R=OQB|t |}=tv uwRwt lQLDt u}ov=}t w |atHDpw] \UwDt x@ xm CU= xOW u}}aD |}xvwo x@ |O=yvW}B pQDvm |=yQ=Owtv u}}=B'=]N Q=Okt |R=Uxv}tm Qw_vt x@ "s}UQ@ 200 ,=@} QkD pQDvm CLD �ARL� xr=@vOQ}O=kt Q=vm QO �SE� OQ=Ov=DU= |=]N Q}O=kt w xOW Q=QmD Q=@ 10 000 |R=Ux}@W|=yxR=Ov= =@ u}ov=}t QO (�) |Wy=m |=yCi}W u}vJty "CU= xOW C@F ARL

3 w 2 '1 |=ypwOH QO "CU= xOW xDiQo Q_v QO OYQO 30 w 20 '10 '5 '2 5|=R= x@ '|O=yvW}B |}=tv uwRwt lQLDt u}ov=}t w |atHD `tH |=yQ=Owtv OQmrta"CU= xOW xO=O u=Wv OYQO 80 w 50 '20 O=} R w \UwDt 'sm |=y|oOWQwUv=U

68

Page 5: AJ R= xOW QwUvU | yxO=O V B

2 1|xQ

=tW'36

�1|xQwO

'�139

9u=DUt

R�h}QW

C}Q}Ot

w`}=vY

|UOvyt "�20 |oOWQwUv=U CLD |O=yvW}B pQDvm |=yQ=Owtv |=Q@ OQ=Ov=DU= |=]N w xr=@vO pw] \UwDt Q}O=kt "1 pwOH

� |atHD `tHlQLDt u}ov=}t lQLDt u}ov=}t lQLDt u}ov=}t|}=tv uwQwt |}=tv uwQwt |}=tv uwQwt� = 0=05 � = 0=1 � = 0=2

xr=@vO pw] \UwDt =]N xr=@vO pw] \UwDt =]N xr=@vO pw] \UwDt =]N xr=@vO pw] \UwDt =]N1 200 14 1 6 199 70 1 6 200 25 1 7 200 23 1 8

0 975 145 83 1 1 158 53 1 2 161 45 1 4 169 91 1 60 95 113 34 0 8 129 02 0 9 132 73 1 1 140 92 1 30 9 72 63 0 4 89 06 0 5 91 07 0 7 99 74 0 90 8 35 9 0 2 51 31 0 2 47 27 0 3 49 39 0 40 7 21 68 0 1 31 55 0 1 28 81 0 1 29 60 0 2

"�50 |oOWQwUv=U CLD |O=yvW}B pQDvm |=yQ=Owtv |=Q@ OQ=Ov=DU= |=]N w xr=@vO pw] \UwDt Q}O=kt "2 pwOH

� |atHD `tHlQLDt u}ov=}t lQLDt u}ov=}t lQLDt u}ov=}t|}=tv uwQwt |}=tv uwQwt |}=tv uwQwt� = 0=05 � = 0=1 � = 0=2

xr=@vO pw] \UwDt =]N xr=@vO pw] \UwDt =]N xr=@vO pw] \UwDt =]N xr=@vO pw] \UwDt =]N1 200 82 1 6 202 55 1 5 199 85 1 7 201 50 1 8

0 975 147 52 1 1 160 28 1 1 163 31 1 3 170 97 1 50 95 114 87 0 7 131 8 0 8 135 56 1 1 143 19 1 20 9 74 97 0 4 92 30 0 4 94 20 0 6 100 80 0 80 8 37 11 0 2 55 08 0 2 49 26 0 2 51 51 0 30 7 22 63 0 11 36 31 0 1 33 37 0 1 31 54 0 1

"�80 |oOWQwUv=U CLD |O=yvW}B pQDvm |=yQ=Owtv |=Q@ OQ=Ov=DU= |=]N w xr=@vO pw] \UwDt Q}O=kt "3 pwOH

� |atHD `tHlQLDt u}ov=}t lQLDt u}ov=}t lQLDt u}ov=}t|}=tv uwQwt |}=tv uwQwt |}=tv uwQwt� = 0=05 � = 0=1 � = 0=2

xr=@vO pw] \UwDt =]N xr=@vO pw] \UwDt =]N xr=@vO pw] \UwDt =]N xr=@vO pw] \UwDt =]N1 200 54 1 5 201 40 1 3 200 79 1 6 199 71 2 0

0 975 152 43 1 1 165 28 1 1 168 81 1 3 173 83 1 50 95 119 09 0 8 137 65 0 7 139 46 1 0 145 89 1 20 9 79 96 0 5 101 97 0 4 104 75 0 6 106 02 0 80 8 44 50 0 2 59 23 0 2 56 64 0 2 54 84 0 40 7 29 18 0 1 44 92 0 1 40 61 0 1 37 61 0 2

"x u}ov=}t QO � |W}=Ri= |=yCi}W CLD |O=yvW}B pQDvm |=yQ=Owtv |=Q@ OQ=Ov=DU= |=]N w xr=@vO pw] \UwDt Q}O=kt "4 pwOH

� |atHD `tHlQLDt u}ov=}t lQLDt u}ov=}t lQLDt u}ov=}t|}=tv uwQwt |}=tv uwQwt |}=tv uwQwt� = 0=05 � = 0=1 � = 0=2

xr=@vO pw] \UwDt =]N xr=@vO pw] \UwDt =]N xr=@vO pw] \UwDt =]N xr=@vO pw] \UwDt =]N0 200 14 1 6 199 70 1 6 200 25 1 7 200 23 1 81 199 65 1 5 199 78 1 6 201 04 1 7 199 67 1 72 200 45 1 6 200 51 1 5 201 15 1 6 201 32 1 73 199 67 1 7 198 98 1 6 199 67 1 8 200 43 1 74 198 56 1 6 197 94 1 7 199 74 1 7 198 83 1 7

69

Page 6: AJ R= xOW QwUvU | yxO=O V B

"""QOAJ

R=xOW

QwUv=U

|=yxO=O

V}=B

|xYNWt V}=B Qw_vt x@ |O=Qiv= C=Oy=Wt |=Q@ CQ=ywW pQDvm Q=Owtv "1 pmW"pw= |xrLQt |i}m

xv=NQ=m |OQwt |xar=]t QO |O=yvW}B |atHD `tH pQDvm Q=Owtv OQmrta "2 pmW"h} Q_ ?=DmD

xOvyOCQ=QL x=oDUO QO OwHwt C=v=Uwv w O@ OQmrta x@ u=wD|t =Q |O}rwD |=yMvu}= `iQ x@ |Q=Oyov w C=Q}taD s}D xm &O=O C@Uv QN; |xrLQt QO Mv |=yxDWQ

"OvDN=OQB pmWt

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=yCWwv=B1. cascade property2. censoring3. location-scale4. log-location-scale5. accelerated failure time regression models6. weibull7. cumulative sum8. exponentially weighted moving average9. conditional expected values10. re ecting barriers11. frailty models12. Martingale Residuals

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