• No results found

Default probabilities and default correlations

N/A
N/A
Protected

Academic year: 2021

Share "Default probabilities and default correlations"

Copied!
47
0
0

Loading.... (view fulltext now)

Full text

(1)

econ

stor

www.econstor.eu

Der Open-Access-Publikationsserver der ZBW – Leibniz-Informationszentrum Wirtschaft

The Open Access Publication Server of the ZBW – Leibniz Information Centre for Economics

Nutzungsbedingungen:

Die ZBW räumt Ihnen als Nutzerin/Nutzer das unentgeltliche,

räumlich unbeschränkte und zeitlich auf die Dauer des Schutzrechts

beschränkte einfache Recht ein, das ausgewählte Werk im Rahmen

der unter

→ http://www.econstor.eu/dspace/Nutzungsbedingungen

nachzulesenden vollständigen Nutzungsbedingungen zu

vervielfältigen, mit denen die Nutzerin/der Nutzer sich durch die

erste Nutzung einverstanden erklärt.

Terms of use:

The ZBW grants you, the user, the non-exclusive right to use

the selected work free of charge, territorially unrestricted and

within the time limit of the term of the property rights according

to the terms specified at

→ http://www.econstor.eu/dspace/Nutzungsbedingungen

By the first use of the selected work the user agrees and

declares to comply with these terms of use.

zbw

Leibniz-Informationszentrum Wirtschaft

Leibniz Information Centre for Economics

Erlenmaier, Ulrich; Gersbach, Hans

Working Paper

Default probabilities and default

correlations

Research notes in economics & statistics, No. 01-5

Provided in cooperation with:

Deutsche Bank Research

Suggested citation: Erlenmaier, Ulrich; Gersbach, Hans (2001) : Default probabilities

and default correlations, Research notes in economics & statistics, No. 01-5, http://

hdl.handle.net/10419/40256

(2)

Editor:

Ann-Charlotte Eliasson

+49 69 910-31832

ann-charlotte.eliasson@db.com

Deutsche Bank Research

Frankfurt am Main

Germany

E-mail

: marketing.dbr@db.com

Fax

: +49 69 910-31877

Managing Directors

Axel Siedenberg

Norbert Walter

Research Notes

in Economics & Statistics

December 3, 2001

Quantitativ

e Analysis

Economics

Default Probabilities and Default

Correlations

Starting from the Merton framework for firm defaults, we provide the

analytics and robustness of the relationship between default

probabilities and default correlations. We show that loans with higher

default probabilities will not only have higher variances but also higher

correlations with other loans. As a consequence, portfolio standard

deviation can increase substantially when loan default probabilities rise.

This result has two important implications. First, relative prices of loans

with different default probabilities should reflect the differential impact

on portfolio standard deviation. Second, the standard deviation of loan

portfolios and of default rates, as well as the required economic capital

will vary significantly over the business cycle.

(3)

')(+*,+-/.10%*(32547698:,325*8:47;1<=8:47>@?A25*>CBD8:-/.DEGF H7IKJMLGNPORQJMLMIKSUTWVXZYJMIK[\/]U]U] ^P_IKLORQJMLMIKSUTWVa`cbdNeSUfgQJZ\/]U]ih jlknmpoqrtsCo uwvGxyzvz{}|t~c€y‚ƒvz„†…‡)…eyzv‚|€yGxƒˆ…e‰7yzŠˆ‹y7Œ†yzƒŽt…M3xt}v‚‘’/‰7…”“ty‚•/{–t…vz„†…Px|5x}—/vz{–˜p‘Rx|† y‚™t†‘zvz|†…p‘‚‘7švz„†…Ry‚…e›xvz{–|†‘z„t{}“l™…ev+‰7…p…e|œt…M3xt}v"“ty‚™5x™t{}}{}vz{–…p‘x|†lt…M3xt}v7˜pyzy‚…e›xvz{–|†‘ ž …P‘z„†‰Ÿvz„5xv–$x|†‘‰{}vz„ „t{}~C„†…eyRt…M3xt}v“ty‚™5x™t{}}{}vz{–…p‘R‰{}}š|†vR|t}—l„5xp•$…P„t{}~C„†…ey•Cxyz{¢¡ x|†˜p…p‘l™ttvœx–‘‚A„t{}~C„†…eyœ˜pyzy‚…e›xvz{–|†‘l‰{}vz„£vz„†…eyl–$x|†‘Ÿ¤”‘x@˜p|†‘‚…p¥w†…e|†˜p…C’“yzv¦‹}{– ‘zvGx|††xy‚t…e•/{›xvz{–|˜x|&{}|†˜ey‚…x‘‚…‘zt™†‘zvGx|wvz{›x}}—§‰„†…e|&–$x|t…M3xt}vZ“ty‚™5x™t{}}{}vz{–…p‘cyz{–‘‚…C ¨ „t{–‘©y‚…p‘zt}v©„5x‘Wv+‰7P{}ƒ%“yzvGx|wv{}ƒ%“t}{–˜xvz{–|†‘©ªn{}y‚‘zv’Cy‚…e›xvz{}•$…D“tyz{–˜p…p‘i–$x|†‘©‰{}vz„ˆU{¢«š…ey¦¡ …e|wvt…M3xt}va“ty‚™5x™t{}}{}vz{–…p‘”‘z„†t–y‚…M¬5…p˜ev”vz„†…U{¢«š…ey‚…e|wvz{›xn{}ƒ%“5x˜ev|“yzv¦‹}{–l‘zvGx|††xy‚ t…e•/{›xvz{–|:Du/…p˜p|†š’tvz„†…P‘zvGx|††xy‚ t…e•/{›xvz{–|­n–$x| “yzv¦‹}{–C‘ax|† Wt…M3xt}vyGxv‚…p‘’†x‘ ‰7…e}ix‘Wvz„†…7y‚…p¥wt{}y‚…pˆ…p˜p|†ƒ%{–˜˜x“t{}vGx†‰{}}U•Cxyz—Z‘z{}~C|t{¢Œ5˜x|wvz}—%•$…eyvz„†…7™t†‘z{}|†…p‘‚‘©˜e—U˜e–…C ® ¯$°š±Z² q³nm$´7µ y‚…pU{}v“yzv¦‹}{–œƒlx|5x~$…eƒˆ…e|wv’W¶…M3xt}v˜pyzy‚…e›xvz{–|†‘’n·©yz{–˜e{}|t~)D–$x|†‘’ ‡=x˜ey‚/…p˜p|†ƒ%{–˜Pyz{–‘zŠ’ µ y‚…pU{}vRyz{–‘zŠƒˆ/t…e–‘ ¸š¹º ´ »c¼C¼ ’ »c¼½ ’ »P½U¼ ’ »P¾U¼ ¿‚ÀÁ–ÃÅÄMÆǀÈÄGÉ/ÄGÃ+ǀʋËwÌ3ÍÅÎÍÅÏCÍMÐwÑË$ÎÒdÄGæÌ+ÎÍ3ÓÔÂÕÄG΢ÆCÄGÁÉ/ÄGÃÅÖwÐ/×7æØÉ/ÄGË$ÖØdÌÅÌ+ÄaÙGÚwÐ$ÛdÜ$ÙdÙpÝÕÄG΢ÆCÄGÁÉ/ÄGÃÅÖwÐw×7ÄGÃÅÞPØËÓdß à ÈÄRánÔdÏ$Á¢ÆZÁÎâdÄDÍÅÔPÍÅãwØË$âZä†ÏCÍÅåaæ"Ï$ÄGÞaÉ$ÖdÄGˆÐ/çnÄGÃÅË$ãwØæÆ#èšØdé¦ã$ÁKÐ/ä5ØæÌêÎÄGÞÄGæÌØËwÆ%Ì+ÄGÞÎËwØéëwØÃ+ÍÅ΢é‚ÎëwØË̩ͦÎË ÕÄG΢ÆCÄGÁÉ/ÄGÃÅÖwÐ$ìˆØË$Ë$ã$ÄGÎÞíØËwÆZØpÍWÍÅã$Äînêîgìðïñdñ$Ù7ÎË%ä5ØÏwÌÅØË$Ë$Ä"–Ôdéã$ÄGÁëC–Ï$Áié‚ÔdÞÞÄGË̩ͦØËwÆZÌ+Ï$ÖdÖdÄMÌ3ÍÅÎÔdËwÌGß

(4)

JMIKTˆNe_QZ[/LGNRN”SQb QLYgSUJGN"!3SU[KIKS%bSUTLMI#QJ$wNeIKSUTLR_%&UQcfgQbS('­QˆbQTtNeJ$/[gIKLML"QZIKT­bJMQ)I›N

JMIKL"*+',/T% UQ)'­QTtN-œX bJ"bI/[DIKTUJMQ)IKQTtN.!3SUJ./T0/ YgSUJGN"!3SU[KIKS=bSUTLMI#QJ$wNeIKSUT IKTNe_QbJMQ)I›NˆJMIKL"*

bSUTtNeQ215N+/JMQ&Ne_QbSUJMJMQ[wNeIKSUTL)S !l[KS0/T JMQdN$JMTL)- ^P_Q/3/JMQNeQJ"'­Q)4Q!5 [›N@bSUJMJMQ[wNeIKSUTL=IKT

Ne_Q§[KI›NeQJ$wN$JMQ@LMIKTbQANe_Q§YJMSUf%/fIK[KI›NeIKQLœS !76MSUIKTtN8Q!5 [›NeL,/JMQANe_Q9',:6MSUJ fIK[#IKTf[KS5b;*†L­S !

[KS0/T=bSUJMJMQ[wNeIKSUTL)- <zT@Ne_IKLY%/YgQJ=”QˆQ21 '­IKTQZNe_Q%JMQ[wNeIKSUTLM_IKY)fgQdN”QQT?>@TIA& /JMIwNeQ:B7Q!5 [›N

YJMSUf%/fIK[KI›NeIKQL=/T9Q!5 [›NbSUJMJMQ[wNeIKSUTL)-D^P_QC/T%/[A/5LMIKLPIKLD'­S/NeIA&

wNeQ)@f0/=N”SEFQLGNeIKSUTL)-^P_QHGšJMLGNEFQLGNeIKSUT bSUTbQJMTLœNe_Q@YJMIKbIKT&S !#[KS0/TLCI›Ne_IIAJnQJMQTtNQ!5 [›N YJMSUf%/fIK[KI›NeIKQL)-+<zT

b)JMJMQTtNYJ$/bdNeIKbQ K[KS0/TŸYJMIKbQLL"%/[K[A/L'­QJMQ[A/ JMQMšQbdN Ne_Q@I#'­Y%/bdNœS !_I#U_QJQ!5 [›N YJMSUf%ON

fIK[KI›NeIKQL SUT Q21iYgQbdNeQ) JMQdN$JMTL)-P<Q!RKP_S:”Q&UQJ)KZ[KS0/TL8I›Ne_4 _I#U_QJ,Q!5 [›N)YJMSUf%/fIK[KI›N/S/[KLMS

bSUTtNeJMIKfiNeQT'­SUJMQPNeSlNe_Q#YgSUJGN"!3SU[KIKS%LGN;/T%/J",Q&5IwNeIKSUT+>5/L7”QUIK[K[šLM_S: NeSfgQNe_Q#b/LMQ:B2K†Ne_QT

Ne_Q',/J"UIKT%/["IKTbJMQ/LMQ S !”QbSUTS('­IKbœb/YI›N;/[V_QTL IKT@L"bp_L@[KS0/T&NeS@Ne_Q YgSUJGN"!3SU[KIKSIK[K[

fgQ_I#U_QJ%Ne_%/TW!3SUJˆ[KS0/TLXI›Ne_ [KS:”QJYQ!5 [›NlYJMSUf%/fIK[KI›NeIKQL)-Z§SUJMQS:&UQJ)KDIA!aNe_QLMQ,IAJnQJMQTbQL

/JMQcL"fLGN;/TtNeI/[7>5/L[”Q.IK[K[\/[KLMSœLM_S:B2KNe_QT§I›NPIKLI#'­YgSUJGN;/TtN=!3SUJ[KS0/T=YJMIKbQLPNeS JMQMšQbdNNe_QLMQ

IAJnQJMQTbQL)-7]/œNe_QT& /JMI/TbQ2NzbS:& /JMI/TbQ[!3SUJ"'[^K/Ne_Q#bSUTtNeJMIKfiNeIKSUTS !ˆ[KS0/T NeSˆYgSUJGN"!3SU[KIKS_L

LGN;/T%/J"Q&5IwNeIKSUTlbSUTLMIKLGNeLDS !šI›NeL"S:TœLGN;/T%/J"Q&5IwNeIKSUT/TœS !šI›NeL"bSUJMJMQ[wNeIKSUTLI›Ne_S/Ne_QJ

[KS0/TlJMQdN$JMTL)KUI`-Q -7I›NeLVQ!5 [›N7bSUJMJMQ[wNeIKSUTL)-V<zTNe_Q”LMI#'­Y[KQLGN"LMQdNMNeIKTK/Ne_Q”LGN;/T%/J"Q&5IwNeIKSUTS !

ˆ[KS0/TIKLY'[›NeIKY[KQS !a bVcRdDefbg _QJMQb)IKLNe_QTGšJ"'9_LQ!5 [›NRYJMSUf%/fIK[KI›N/(-ihl^P_QJMQ!3SUJMQ#I›NaIKL

Q/Lj/NeSˆLMQQPNe_%wNNe_QPLGN;/T%/J"8Q&5IwNeIKSUTIK[K[iIKTbJMQ/LMQPIKTXb-D^P_IKLIKLDb/[K[KQ)œNe_Q.kml n2o5l prq;ss@tXs;qu

S ![/T IKTbJMQ/LMQIKTvQ!5 [›NˆYJMSUf%/fIK[KI›NeIKQL)-w#S:”Q&UQJ)K7I›NˆIKL%TS/Nlb[KQ/J%_S:xQ!5 [›NˆbSUJMJMQ[wNeIKSUTL

IK[K[nJMQ/bdNNeSbp_%/TUQL#IKTb-R^P_IKLPQJnQbdNZIKLPb/[K[KQ)=Ne_QHq;ymn2n$szAl

u5o`ympWs@tXs;qu5-{ QbSUT\K†I›NR_%/La[KSUT%fgQQT)JMQbS(UTI#|Q)Ne_%wNQ!5 [›NRYJMSUf%/fIK[KI›NeIKQL7bp_%/TUQTI›Ne_ Ne_Q#LGN;wNeQS !nNe_Q

QbSUTS('/}/T Ne_%wN%bJMQ)I›NˆJMIKL"*+'­S~Q[KLZLM_S([# N; */Q Ne_IKLcIKTtNeS/bbS(TtNKLMIKTbQ _I#U_QJ.Q!5 [›N

YJMSUf%/fIK[KI›NeIKQLI#'­Y[A/ _I#U_QJQ21iYgQbdNeQ) [KSULMLMQL)-€w#S:”Q&UQJ)KNe_Q[/ IKTS_IKbp_ Ne_QLMQ&bp_%/TUQL

IKTWQ!5 [›NYJMSUf%/fIK[KI›NeIKQLYmJnQbdNlNe_Q)LMQbSUTŸI#'­YgSUJGN;/TtNˆfIK[#IKT§f[KS5b;* S !Ne_Q)[KS0/T YgSUJGN"!3SU[KIKS

IKLGNeJMIKfiNeIKSUTYNNe_QPYgSUJGN"!3SU[KIKSZLGN;/T%/J"8Q&5IwNeIKSUTCN"_%/LSUT[A/JMQbQTtNe[A/ fgQQT, JMQLMLMQ)\-7#LMIKTY

LMI#'[wNeIKSUT/YYJMS0/bp_\Kƒ‚„ƒ…†O‡ˆ‰ŠLˆ ‹VŒIŽ‘ƒƒ’“‹V„ƒ…I>Å\/]U]U]0B7_%&UQQ)'­SUTLGNeJ$wNeQ)­Ne_%wN= ^&UQJMLMQ

',/bJMS5QbSUTS('­IKbRLM_S5b;*†L N©f0/œIKTbJMQ/LMIKTXQ!5 [›NDYJMSUf%/fIK[KI›NeIKQLrN©b/T J$/IKLMQ[Q!5

[›N7bSUJMJMQ[wNeIKSUTL)-^P_Q/LM_S:ðNe_%wNcNe_IKLZQJnQbdNY',/+/bbS(TtN.!3SUJ'­SUJMQlNe_%/Tv” •0– S !Ne_QœIKTbJMQ/LMQœIKT&Ne_QœbJMQ)I›N

JMIKL"* b LMQ) f0/Ne_Q=LM_S5b;*ƒ-f<zT Ne_IKLlY%/YgQJC”Q,IK[K[RYJMS:&5I#QH/TI/T%/[A/†NeIKb8!3S(T%wNeIKSUTv!3SUJlNe_Q

bSUTTQbdNeIKSUTAfgQdN”QQTTQ)0wNeIA&UQ.',/bJMS5QbSUTS('­IKbcLM_S5b;*†L/T§[KS0/T—Q!5 [›NbSUJMJMQ[wNeIKSUTL)-HšSU[K[KS:IKTˆNe_Q%LGNeJ"bdN$J$/[/YYJMS0/bp_@NeS bJMQ)I›NJMIKL"*ƒKH”QˆbSUTLGNeJ"bdNS(J['­S~Q[\/[KSUTNe_Q%L$ '­Q ˜ ʋË%Ì+Ïwé¦ã%ØPÌ+ĂÍ+ÍÅÎË$ÖwÐCÍÅã$ÄÃÅĂÍÅÏ$ÃÅËcÔdËZÍÅã$ÄÁÔØË%éGØËZÉ/ÄaÆCÄMÌÅé‚ÃÅÎÉ/ÄMÆcØdÌWÞaÏ$ÁÍÅÎë$ÁÄRÔšØPçnÄGÃÅË$ÔdÏ$ÁÁÎtÒpØÃÅ΢ØÉ$ÁÄ7ÍÅãwØpÍÎ¢Ì ÄGÎÍÅã$ÄGéÄ"™ÏwØÁUÍÅÔXšT››ÆCÛØÏ$Á͜ná©ÎÍÅãcë$ÃÅÔdÉwØÉ$ÎÁÎÍ3Ó7cÔdéÄ"™ÏwØÁUÍÅÔDžX›–Ë$ÔÆCÛØÏ$Á͜ná©ÎÍÅãcë$ÃÅÔdÉwØÉ$ÎÁÎÍ3ÓCŸ@š (¡zß ¢ êÄGÄÄdßÖwß%£L¤i¥¦"§~¨›3ÙMÜdÜ©)œ:ÔdÃMÐCÞÔdÃÅÄ7ÃÅÄMé‚ÄGËÍÅÁÓYª «(§~¬F­(®r¯°=±~¥±~¤‘¯~±~¨F²H³±~«0´H›Kïñdñdñ)œzß

(5)

IKLGNeJMIKfiNeQ) /T [KS0/TL/JMQ+'­S~Q[KQ) /L, b[/I#' SUT9Ne_Q9& /[#Q§S !cNe_QGšJ"'9- ^P_IKL& /[#Q§IKL

'­Q/L"JMQ) f0/ Ne_Q@YJMIKbQwN_IKbp_ŸNe_QHGšJ"'9_LœNeS/N;/[”[KI/fIK[KI›NeIKQLcb/T fgQ@YJMbp_%/LMQ)PI›N IKLNe_FL

Q)EF%/[PNeSNe_Q& /[#Q§S !ZNe_Q§LGNeS5b;*S/T9Ne_Q& /[#QAS !cNe_Q9QfiN-4ZQ!5 [›N­SUTí[KS0/TLS5bb)JML­IA!

Ne_Q',/J"*/QdNU& /[#QlS !DNe_QCGšJ"' !5/[K[KLfgQ[KS: )bQJGN;/IKT§Ne_JMQLM_SU[#9_IKbp_fQYgQTL%SUT§Ne_QCGšJ"'9_L

[KI/fIK[KI›N/ALGNeJ"bdN$JMQ -,<zT?AL"­bIKQTtNe[A/ LMI#'­Y[KQ!3J$ '­Q”SUJ"*ƒKNe_Q6MSUIKTtNYQ!5 [›NlfgQ_%&5IKSUJˆS !aN”S

GšJ"'­Lb/TANe_QJMQ!3SUJMQlfgQCQLMbJMIKfgQ)&f0/@N”S)IKTIKbwNeSUJ[& /JMI/f[KQL.d /TLdF-

T/TX/JMQˆN”S=TSUJ"',/[KI#|Q)\KbSUJMJMQ[wNeQ)\K 6MSUIKTtNe[A/=TSUJ"',/[K[A/,IKLGNeJMIKfiNeQ)&J$/TS(' & /JMI/f[KQL

Ne_%wNYQLMbJMIKfgQNe_QGšJ"'9_LˆLGN;/T%/J"I#|Q) JMQdN$JMTL)-,<Q!RK!3SUJˆQ21 '­Y[KQ KWNe_Q­LGN;/T%/J"I#|Q) JMQdN$JMTL

S !RNe_QGšJMLGN.GšJ"' !5/[K[7fgQ[KS:ðNe_QœNe_JMQLM_SU[# 2KWNe_QGšJ"'€IK[K[VQ!5 [›N-"! Q b/[K[# ./T$ˆNe_Q

JMQLMYgQbdNeIA&UQDQ!5 [›NDYgSUIKTtNeL7S !šNe_Q=GšJ"'­L)-7XZT IKTbJMQ/LMQPIKTQ!5 [›NDYJMSUf%/fIK[KI›NeIKQLIK[K[5LM_IA!‹N“Q!5 [›N

YgSUIKTtNeL#NeS=Ne_Q JMI#U_tN-%! QœQ21 '­IKTQœ_S: L"bp_W=LM_IA!‹N%bp_%/TUQLcNe_QQ!5 [›N%bSUJMJMQ[wNeIKSUT&S !RNe_Q

N”S8GšJ"'­L)-`XJXGšTIKTULC/JMQ8/L.!3SU[K[KS:L)-8ZQ!5 [›NˆbSUJMJMQ[wNeIKSUTLcIKTbJMQ/LMQ8TQJCA_S('­S(UQTQS(L%LM_IA!‹N%NeS

Ne_Q=JMI#U_tN9>3I`-Q -fgS/Ne_IQ!5 [›NœYgSUIKTtNeLœIKTbJMQ/LMQ@f0/ Ne_Q@L$ '­Q— '­S(TtN2B2-^P_Q@L$ '­Q=IKLNeJ"Q=IA!

Ne_Q)LM_IA!‹NIKL'­SUJMQ­YJMSUTS(TbQ)?!3SUJlNe_QGšJ"' I›Ne_ Ne_Q=[KS:”QJ[KI#*/Q[KIK_S5S~S !DQ!5 [›N-+ZQ!5 [›N

bSUJMJMQ[wNeIKSUTL ',/œSUT[A/Qb[KIKTQPIA!:Ne_QDS:T0[/J")LM_IA!‹N“!3SUJDNe_QP[KS:”QJJ$wNeQ)GšJ"' IKLDLMI#UTIAGšb/TtNe[A/

_I#U_QJNe_%/T@Ne_%wND!3SUJNe_Qˆ_I#U_QJPJ$wNeQ)GšJ"'9-H%JGNe_QJ"'­SUJMQ KƒwNX­LGNeJ"bdN$J$/["[KQ&UQ[Ne_QlbSUJMJMQ[wNeIKSUTAQJnQbdNcIKLU', QYYS !DN”S)IKTtNeQJjIKTQ)&Q!N

!3QbdNeL)-”H7IKJMLGNK_QT+Q!5 [›NYgSUIKTtNeLT'­S:&UQ%NeSNe_QlJMI#U_tNKiNe_QlL"*/QTQLMLcS !DQ/bp_&S !"Ne_QlIKTIKbwNeSUJ

& /JMI/f[KQL IK[K[fgQJMQ)bQ)\-&)XZL=%bSUTLMQ)EFQTbQ KiNe_Q/IK[K[JMQ&UQ/[ƒ'­SUJMQPIKT^!3SUJ"',wNeIKSUT/fgS(iNRNe_Q

bSUJMJMQ[wNeQ)9TQJM[A/5IKT8GšJ"' JMQdN$JMTL)-TZQ!5 [›N#bSUJMJMQ[wNeIKSUTLPJMIKLMQ/T+'­S:&UQlb[KSULMQJNeS:[/J"L#JMQ2N

N$JMTœbSUJMJMQ[wNeIKSUTL)-'! Qb/[K[tNe_IKL7Y_QTS('­QTSUTœNe_Q(*)0s,+prs*(*(Us@tXs;qu=> {- B/. { QbSUT\KUNe_Q[IKLGN;/TbQ

02143 =e5 fgQdN”QQT}Q!5 [›N#YgSUIKTtNeLU',/Abp_%/TUQ -UZQ!5 [›NZbSUJMJMQ[wNeIKSUTLLM_S([#+QbJMQ/LMQœIKT

0 LMIKTbQ§I›NIK[K[PfgQbS('­QA_%/J"QJNeS IKT^!3QJ Ne_Q§LGN;wNeQ?>@Q!5 [›N6wTSvQ!5 [›N2BœS !cSUTQGšJ"' _QT

SUfLMQJj&5IKT Ne_QALGN;wNeQ@S !#Ne_QAS/Ne_QJGšJ"'9-7! Q@b/[K[”Ne_IKL QJnQbdNNe_Q 8 o9(uQl prq;s,:"y<;:=8Fs>;)l?~ziu@:9A%ymo‘p%uB(

s@tXs;qu>5X - B2-w#S:”Q&UQJ)Kšbp_%/TUIKTNe_QIKLGN;/TbQcfgQdN”QQTQ!5 [›N”YgSUIKTtNeL”TQbQLML$/JMIK[A/)bp_%/TUQL

Ne_QIKLGN;/TbQ!3JMS(' |QJMS—!3SUJXwNc[KQ/LGN%SUTQQ!5 [›NcYgSUIKTtN-.w#QTbQ8X - b/TTS/N%fgQœbS('­Y[KQdNeQ[A/

LMQY%/J$wNeQ)f!3JMS('

{--r<Q!Ne_QQ!5 [›NcYgSUIKTtNZS !RNe_QGšJ"' I›Ne_&Ne_Qœ[KS:”QJcYJMSUf%/fIK[KI›N/AS !7Q!5 [›N

IKTbJMQ/LMQL='­SUJMQNe_%/T)Ne_%wNS !WNe_QcS/Ne_QJGšJ"'9K5L"*/QTQLMLIKTbJMQ/LMQLD/T 0 QbJMQ/LMQL)K_IKbp_=I#'N

Y[KIKQLDNe_%wNafgS/Ne_QJnQbdNeL”SUJ"* IKT Ne_Q#L$ '­QTIKJMQbdNeIKSUT/TQ!5 [›NRbSUJMJMQ[wNeIKSUTLIKTbJMQ/LMQ -“<zT­Ne_Q

C=D

ÔÍÅÄaã$ÔpáÍÅã$ÄaÎËwÆC΢éGØpÍÅÔdÖÏ$ËwézÍÅÎÔd˚E/FGa΢Ì7ÆCÄ<HwË$ÄMÆtß=šEJIGa΢Ì"Ä"™ÏwØÁ5ÍÅÔCšaÎÂgÌ3ͦØpÍÅÄGÞÄGËÍKI ã$ÔdÁ¢Æ$Ì7ØËwÆ%Ä"™ÏwØÁ ÍÅÔDž”ΚÌ3ͦØpÍÅÄGÞÄGËÍLI ÆCÔÄMÌWË$ÔÍ©ã$ÔdÁ¢Ætß MON ã$ÄWÍÅÄGÃÅÞP+Ì+âdÄGá©Ë$ÄMÌÅÌBQgÎËÍÅã$Äé‚ÔdËÍÅÄ<R͚ÔÂtçnÄGÃÅË$ÔdÏ$ÁÁÎCÒpØÃÅ΢ØÉ$ÁÄMÌÃÅÖÄGæÌiÍÅÔ7ÍÅã$ĩ›Ødéz͚ÍÅãwØp͚ÍÅã$Ä©ë$ÃÅÔdÉwØÉ$ÎÁÎÍ3ÓRÔÂUÔdË$Ä ÔdÏCͦé‚ÔdÞÄa΢Ì7ã$ÎÖdã$ÄGÃ"ÍÅãwØˈÍÅã$Äë$ÃÅÔdÉwØÉ$ÎÁÎÍ3ÓZÔÂ:ÍÅã$ÄÔÍÅã$ÄGÃ7ÔdË$ÄdßʋËlÔdÏ$ÃDéGØdÌ+ÄaÉ/ÔÍÅãÎËwÆC΢éGØpÍÅÔdÃ7ÒpØÃÅ΢ØÉ$ÁÄMÌánÔdÏ$Á¢ÆˆÉ/Ä Ï$ËwÌ+âdÄGánÄMÆ–ÔdÃTSUTV2SJWLVž$ߚì%ÔdÃÅÄGÔpÒdÄGÃMÐdË$ÔÍÅÄ"ÍÅãwØpÍÆCÛØÏ$ÁÍWë$ÃÅÔdÉwØÉ$ÎÁÎÍÅÎÄMÌnÔÂ5ÁÔØËwÌnØÃÅÄ7ÏwÌ+ÏwØÁÁÓPÁÔpánÄGÃ:ÍÅãwØËYX2žZÐ ÎÞë$ÁÓÎË$ÖPÍÅãwØpÍ#SUDØËwÆYSJWRØÃÅÄRÌ+ÞPØÁÁÄGéÍÅãwØË%åGÄGÃÅÔØËwÆZÍÅãwØpÍÍÅã$ÄaÉ$ÎËwØÃÅÓZÆCÛØÏ$ÁÍ"ÒpØÃÅ΢ØÉ$ÁÄMÌØÃÅÄRÌ+âdÄGánÄMÆ#ÍÅÔpáWØæÆ$Ì åGÄGÃÅÔwßÀ Ì+ã$ÎÂ}Í©ÍÅÔÍÅã$ÄÃÅÎÖdãÍ©á©ÎÁÁUÍÅã$ÄGÃÅÖÔdÃÅÄDÃÅÄMÆCÏwé‚ÄÌ+âdÄGá©Ë$ÄMÌÅÌGß

(6)

NeQJMLC>‹Ne_Q%[KS5bwNeIKSUT=S !# D/T /T@Ne_QY/LMLMQdN#bSUJMJMQ[wNeIKSUTƒB_QdNe_QJPNe_Q.Q!5 [›NPbSUJMJMQ[wNeIKSUTL

IKTbJMQ/LMQˆSUJDQbJMQ/LMQ

-! I›Ne_­JMQLMYgQbdN”NeSlNe_QN”SEFQLGNeIKSUTL”YgSULMQ)HwNaNe_Q#fgQ)UIKTTIKTˆS !WNe_IKLaIKTtNeJMS~bdNeIKSUT\KtS(JaJMQL"[›NeL

L"(UQLGN­Ne_%wN)[KS0/T9YJMIKbQL­LM_S([#9JMQMšQbdN)Ne_Q&_I#U_QJbSUTtNeJMIKfiNeIKSUTL NeS QbSUTS('­IKbAb/YI›N;/[PS !

[KS0/TLI›Ne_S _I#U_QJQ!5 [›N YJMSUf%/fIK[KI›N/(-?Z§SUJMQS:&UQJ)K7”QAIKTIKbwNeQ)Ne_%wNYgSUJGN"!3SU[KIKS&LGN;/T%/J"

Q&5IwNeIKSUTW/T _QTbQ)QbSUTS('­IKbb/YI›N;/[b/T IKTbJMQ/LMQ)LMI#UTIAGšb/TtNe[A/fTQJTQ)0wNeIA&UQ8',/bJMS5Q2N

bSUTS('­IKblLM_S5b;*†L)-Y! _IK[KQC!3SUJ#Ne_QœYJMIKbIKT)S !a[KS0/TL#fgS/Ne_ QJnQbdNeL> {- /TvX - B/JMQœJMQ[KQ& /TtNK

”QX/J"(Q#Ne_%wNKF!3SUJaNe_QZI#'­Y%/bdNaS !',/bJMS5QbSUTS('­IKbPLM_S5b;*†LPSUT=bJMQ)I›N”YgSUJGN"!3SU[KIKSUL)KUNe_QIKLGN;/TbQ2N

S !NQ!5 [›NjNzYgSUIKTtNeLaQJnQbdNDIK[K[gNeQT@NeS b/TbQ[©S(iND_IK[KQ#Ne_Q%L"*/QTQLMLcQJnQbdNJMQ)',/IKTL)-#! QXIK[K[

/[KLMSIKLMb)LMLZNe_QbSUTLMQ)EFQTbQLˆS !DNe_QLMQœJMQL"[›NeLU!3SUJNe_Q %/YiN;wNeIKSUT§S !bJMQ)I›NZJMIKL"*'­S~Q[KLPNeS

Ne_QˆfLMIKTQLMLb/5b[KQ

-H7IKT%/[K[A/(KS(JJMQL"[›NeL­JMQ)',/IKT JMSUfLGN,TQJ& /JMIKS(LUQTQJ$/[KI#|wNeIKSUTL S

!cS(JSUJMI#UIKT%/[['­S~Q[`-H7IKJMLGNK(”QX/[K[KS: !3SUJRQTS(UQTS(L”JMQbS:&UQJj/)J$wNeQL7_QJMQNe_QZLMQ&UQJMI›N/­S !nNe_QUQ!5 [›NQdNeQJ"'­IKTQL

Ne_Q,& /[#Q)S !DGšJ"' /LMLMQdNeLœNe_%wN b/TŸfgQ=JMQbS:&UQJMQ)\- { QbSUT\KRf0/£bSUTLMI#QJMIKT[KS0/TL',wN$JMI›NeIKQL

Ne_%wN=/JMQZ[KSUTUQJNe_%/T­Ne_QZJMIKL"*',/T% UQ)'­QTtNa_SUJMI#|SUT\K0”QX JMQLMLLMbQT%/JMIKSUL7_QJMQZbp_%/TUQLIKT

Ne_Q%YgSUJGN"!3SU[KIKSC& /[#QcLGNeQ)' !3JMS(' J$wNeIKT'­I#UJ$wNeIKSUTL”J$wNe_QJNe_%/T—!3JMS(' GšJ"' Q!5 [›NeL)-K! Q%LM_S:

Ne_%wNRNe_QUEF%/[KI›N;wNeIA&UQPT%wN$JMQS !WS(JaJMQL"[›NeLaIKLRJMSUfLGN7I›Ne_)JMQLMYgQbdNaNeSlL"bp_=LMbQT%/JMIKSUL)-RH7IKT%/[K[A/(K ”QXQ)'­SUTLGNeJ$wNeQ#Ne_%wNT/T0/H/[›NeQJMT%wNeIA&UQUIKLGNeJMIKfiNeIKSUT8!3SUJ[/LMLMQdNPJMQdN$JMTL[/5IKQ[#LaNe_QZL$ '­QcJMQL"[›NeL /LP[KSUT/LT8'­SUTS/NeSUTIKb#NeJ$/TLj!3SUJ"',wNeIKSUT@IKTtNeS8fIA& /JMIwNeQZTSUJ"',/[\IKLGNeJMIKfiNeIKSUT=Q21iIKLGNeL)-^P_QY%/YgQJIKLSUJ"0/TI#|Q)/L“!3SU[K[KS:L)-V<zTNe_QTQ215NaLMQbdNeIKSUT”Q#IKTtNeJMS~bQNe_QD'­S~Q[%/TYJMQLMQTtN S(J=/T%/[A/†NeIKbJMQL"[›NeL)-Z§SUJMQS:&UQJ)K~”QIKLMb)LMLD/T)IK[K[#LGNeJ$wNeQPNe_Q#bSUTLMQ)EFQTbQLS !WNe_QLMQcJMQL"[›NeL !3SUJabJMQ)I›NJMIKL"*8',/T% UQ)'­QTtN-“<zT@LMQbdNeIKSUT [ ”QcIKT0&UQLGNeI#0wNeQ#Ne_QcJMSUfLGNeTQLMLPS !S(J”JMQL"[›NeLI›Ne_ JMQLMYgQbdNNeS­bJ"bI/[/LML"'­YiNeIKSUTL)- { €) 2C).

<zTANe_IKLLMQbdNeIKSUT”Q/T%/[A/~|Q%Ne_QˆJMQ[wNeIKSUTLM_IKY@fgQdN”QQT}Q!5 [›NYJMSUf%/fIK[KI›NeIKQL[/T9Q!5 [›N#bSUJRN

JMQ[wNeIKSUTL)K%/T9IKLMb)LMLNe_QlbSUTLMQ)EFQTbQL%S !7Ne_IKLU/T%/[A/5LMIKL[!3SUJPNe_QlI#'­Y%/bdNPS !“',/bJMS5QbSUTS('­IKb

LM_S5b;*†L­SUT9YgSUJGN"!3SU[KIKS&LGN;/T%/J" Q&5IwNeIKSUT /TS!3SUJœNe_QAYJMIKbIKT S !c[KS0/TL)-I<zT9LMQbdNeIKSUT \~-›h—”Q

YJMQLMQTtN%Ne_Q'­S~Q[`K\/T IKTLMQbdNeIKSUT \~-¢\8”Q8/T%/[A/~|QNe_QœJMQ[wNeIKSUTLM_IKY&fgQdN”QQTWQ!5 [›N%YJMSUf~N

/fIK[KI›NeIKQLC/TSQ!5 [›NœbSUJMJMQ[wNeIKSUTLEF%/[KI›N;wNeIA&UQ[A/(K“QJMIA&5IKTS(J',/IKT?/T%/[A/†NeIKb=JMQL"[›NeL)- ^P_Q

(7)

-XZL9ŸLGN;/JGNeIKT YgSUIKTtNKU”QQ)'­Y[KS:/íNe_Q JMIKL"*(NzS !NzJ"IKT SUJASUYiNeIKSUT~NzYJMIKbIKTL'­S~Q[XQ&UQ[KSUYgQ)1IKT

xŽ~‰’x>‚h

[

B2K?„ƒ…’“‹ >‚h FB/T‰’#T >‚hihOB2- ^P_Q@YJMSUf%/fIK[KI›N/ S !+GšJ"' USUIKT

f%/T*†J"YiN8QYgQTLSUT fgS/Ne_£Ne_Q—',/J"*/QdN& /[#Q=S !#Ne_QHGšJ"'9_L/LMLMQdNeLJMQ[wNeIA&UQ)NeS I›NeLœS(iNeLMI#Q

QfiN/TASUTANe_Q.&USU[wNeIK[KI›N/­S !"Ne_QY',/J"*/QdND& /[#Q%S

!"Ne_QC/LMLMQdNeL)-#LMIKT./L%NeI#'­Q IKTQ21rK”Q­bSUTLMI#QJCAf%/T*_SU[#IKTAbJMQ)I›NˆYgSUJGN"!3SU[KIKS=bSUTLMIKLGNeIKTAS ![KS0/TL

NeS N”SGšJ"'­LC>Rd/T(B[/T9TQJGN; *†IKT­JMIKL"*H',/T% UQ)'­QTtNIKT

3

J-a^P_Qˆ[KS0/TLT/JMQYQlIKT

3

<:K~/T,”QX/LML"'­QNe_%wNaNe_Q#f%/T*ƒ_LJMIKL"*',/T% UQ)'­QTtNa_SUJMI#|SUT­IKLRI#QTtNeIKb/[%I›Ne_Ne_Q%wNeQ

wN _IKbp_œNe_Q”[KS0/TL ',wN$JMQ K/I`-Q -"Ne_Qf%/T*lIKL7IKTtNeQJMQLGNeQ) IKTNe_Q[IKLGNeJMIKfiNeIKSUTlS !šNe_Q 3 <“& /[#Q

S !I›NeLZYgSUJGN"!3SU[KIKS- ! QQTS/NeQNe_QN”SHGšJ"'­L)_r/LMLMQdNX& /[#QLcIKT #f0/! #"$/T%! &"$RJMQLMYgQbdNeIA&UQ[A/(K

/T9/LML"'­Q%Ne_%wNNe_QYQfiN#SUf[KI#0wNeIKSUTLaS !7fgS/Ne_GšJ"'­LT/JMQYQˆIKT 3 <>‘”QCQTS/NeQ%Ne_QˆL"'

S !”Ne_QLMQ=SUf[KI#0wNeIKSUTLcf0/('C/T)' œJMQLMYgQbdNeIA&UQ[A/B2-§XPbbSUJ"IKT§NeS§Ne_Q­SUYiNeIKSUT~NzYJMIKbIKT'­S~Q[`K

Q!5 [›N©S !~GšJ"'*:IKT+ 3 <7S5bb)JMLIA!,!,-."$0/ 1'2-<.L! Q/LML"'­QNe_%wNIKT%Ne_IKL©b/LMQRNe_QGšJ"' IK[K[/JMQY%/

/TQ21iS(UQTS(LM[A/fQdNeQJ"'­IKTQ)+!3J$/bdNeIKSUTS !Ne_Qœ[KS0/T\_LZYJMIKTbIKY%/[=>3JMQbS:&UQJj/ J$wNeQ:B2K3._IK[KQIKT&Ne_Q

S/Ne_QJ"b/LMQRNe_Q”bS('­Y[KQdNeQ '­S(TtN"IKLJMQY%/I#\-"^P_QJMQ!3SUJMQ K/Ne_QaLGNeS5bp_%/LGNeIKbL7S !iNe_Q”YgSUJGN"!3SU[KIKSY%/US J

IKT 3 <Zb/T&fgQlbp_%/J$/bdNeQJMI#|Q)&f0/@Ne_Q[6MSUIKTtNUIKLGNeJMIKfiNeIKSUT@S !7Ne_QlfIKTS('­I/[nJ$/TS(' & /JMI/f[KQL

d4! #"$0/1'[/Td4! &"$0/ 1' /F-V<zTlNe_QRLGN;/T%/J"Y!3J$ '­Q”SUJ"*cS !iNe_QRSUYiNeIKSUTˆYJMIKbIKTU/YYJMS0/bp_\K

Ne_IKLIKLGNeJMIKfiNeIKSUT9IKL­bp_%/J$/bdNeQJMI#|Q) &5INe_Q+IKLGNeJMIKfiNeIKSUT9S !cNe_Q&bSUTtNeIKTFS(LM[A/9bS('­YgS(TQ)

J$wNeQLœS !/LMLMQdNJMQdN$JMTL 5-."$0/ 14376.89 c:!,-."$0/<;!,-."$>="g2- ^P_QH&UQbdNeSUJ9c #"$0/@?&"$0/;glIKL/LML"'­Q)ŸNeS fgQ

IKTQYgQTQTtNPS !c:! #"$>=A?A! &"$>="g/T=fIA& /JMIwNeQTSUJ"',/[K[A/IKLGNeJMIKfiNeQ),I›Ne_)bSUJMJMQ[wNeIKSUT­bS5Q,­bIKQTtN

BDC

•^-EDF#S/NeQcNe_%wNNe_QˆQ&UQTtN+!,-."$0/G'2-b/T§fgQˆQ)EF%/[K[A/,”Q[K[QLMbJMIKfgQ)+/L

5-."$0/ 6.89 cH'2-@g e 6.89 c:!,-."$>=jgAI >‚hOB

Z§SUJMQS:&UQJ)K!3JMS(' 3 JcYgQJMLMYgQbdNeIA&UQ­Ne_Q&UQbdNeSUJHc:! #"$>=A?A! &"$>="gcIKLXG^1iQ)?/TNe_QX6MSUIKTtNYIKLGNeJMIN

fiNeIKSUT S !Cc #"$0/@?&"$0/;g.S5QLTS/NQYgQT£SUT Ne_Q)JMQ/[KI#|wNeIKSUTS !Ne_IKLY&UQbdNeSUJ)-+w#QTbQ,”Q=b/T

TSUJ"',/[KI#|Q=Q)EF%wNeIKSUT >‚hOBI›Ne_9JMQLMYgQbdN=NeSW'­Q/T /T & /JMI/TbQ§S !"5-."$0/)- ! Q§bSUTb[#QANe_%wN

I›N)IKL)L"­bIKQTtN@NeSI/T%/[A/~|Q&Ne_Q86MSUIKTtNHIKLGNeJMIKfiNeIKSUT9S !ˆNe_Q}]”QJMTS([K[KID& /JMI/f[KQL9d$ *

/T?d _QJMQ9c A?2gU/JMQœLGN;/T%/J"I#|Q)\KnfIA& /JMIwNeQlTSUJ"',/[K[A/—IKLGNeJMIKfiNeQ)J$/TS(' J ʋË%Ì+ÄMézÍÅÎÔdËLK$ßïaánÄé‚ÔdËwÌ+΢ÆCÄGÃnÍÅã$ÄRéGØdÌ+ÄDá©ã$ÄGÃÅÄ7ÍÅã$ÄÁÔØËwÌnÞPØpÍÅÏ$ÃÅÄRØpÂ}ÍÅÄGÃWÍÅã$ÄÃÅ΢Ì+âPÞPØËwØÖdÄGÞÄGËÍ©ã$ÔdÃÅÎåGÔd蠧 M ÈÄRé‚ÔdËwÌ+΢ÆCÄGÃnÍÅã$ÄRéGØdÌ+ÄDÔÂÄGËwÆCÔdÖdÄGË$ÔdÏwÌ+ÁÓÆCĂÍÅÄGÃÅÞÎË$ÄMÆ#ÃÅÄMé‚ÔpÒdÄGÃÅÓæØpÍÅÄMÌWÎË%Ì+ÄMézÍÅÎÔdËLK$ßÙdß N=D ÔÍÅÄ©ÍÅãwØpÍ:ÍÅã$΢ÌgÌÅé‚ÄGËwØÃÅÎÔD΢Ì:ÏwÌ+ÏwØÁÁÓÆCÄGÃÅÎÒdÄMÆa–ÃÅÔdÞ ØËPÄ<RÍÅÄGËwÌ+ÎÔdËÔÂUÍÅã$ē³POO«RQF§~¨›3ÙMÜÝeڜ5–æØÞÄGánÔdÃÅâUß5À"ÌÅÌ+Ä‚Í ÒpØÁÏ$ÄMÌWÎË#ÍÅÎÞÄRØÃÅÄÆCÄMÌÅé‚ÃÅÎÉ/ÄMÆ#ÉÓ#ØaÍ3ánÔPÆCÎÞÄGËwÌ+ÎÔdËwØÁUÖdÄGÔdÞĂÍÅÃÅ΢é7È@ÎÄGË$ÄGéë$ÃÅÔCé‚ÄMÌÅÌGß N ã$΢̩ÞÔCÆCÄGÁt΢ÌÆCÄMÌÅé‚ÃÅÎÉ/ÄMÆ#ÎË ÞÔdÃÅÄDÆCĂͦØÎÁ†ÎË%Ì+ÄMézÍÅÎÔdËLK$ßïCß

(8)

B @-143 6.89 cH'2-@g“e 6.89 c:!,-."$>="g e 5-."$0/ a c 5-."$0/;g cH* 3 d?A(gAI >Å\(B ^P_JMS(U_S(iN Ne_Q@Y%/YgQJ”Q—IK[K[[/LML"'­Q=Ne_%wN 2 :- ^P_QAbSUJMJMQ[wNeIKSUT£fgQdN”QQT9Ne_Q=N”S

]”QJMTS([K[KI & /JMI/f[KQLˆIKL%NeQJ"'­Q)LQ!5 [›NlbSUJMJMQ[wNeIKSUTW/T IKLCQTS/NeQ) f0/ B 3 B c@ R?* ? B

g2-F#S/NeQ Ne_%wNlLMIKTbQQ!5 [›NˆYJMSUf%/fIK[KI›NeIKQLX/JMQUIA&UQT f0/—b,- 3 c@@-5g2KNe_Q­JMQ[wNeIKSUTLM_IKY fgQdN”QQT

Q!5 [›NAYgSUIKTtNeL?c@ A?*g—/T B

'­SUTS/NeSUTIKb/[K[A/ NeJ$/TLM[wNeQL§IKTtNeS JMQLMYgQbdNeIA&UQ JMQ[wNeIKSUTLM_IKY

fgQdN”QQTQ!5 [›NYJMSUf%/fIK[KI›NeIKQLcib R?`b 2g/T B

-K! QIK[K[ƒLMQ%QI›Ne_QJS !©Ne_QLMQ%JMQYJMQLMQTtN;wNeIKSUTL

/LPbSUT0&UQTIKQTtN-: ! #" $

<zT Ne_IKLALMQbdNeIKSUT ”QWQLMbJMIKfgQNe_Q JMQ[wNeIKSUTLM_IKY fgQdN”QQTPQ!5 [›N§YJMSUf%/fIK[KI›NeIKQLH/T Q!5 [›N

bSUJMJMQ[wNeIKSUTL#IKTfEF%/[KI›N;wNeIA&UQˆNeQJ"'­L)-Y<Q!7Q!5 [›NcYJMSUf%/fIK[KI›NeIKQLbp_%/TUQ KQ!5 [›NcYgSUIKTtNeLUIK[K[ /[KLMS

bp_%/TUQ/bbSUJ"IKTU[A/(- { bp_ LM_IA!‹N IKT?Q!5 [›N YgSUIKTtNeLœ_%/LN”SbSUTLMQ)EFQTbQL­Ne_%wN YJMS:&UQ=NeS

fgQcI#'­YgSUJGN;/TtN”IKTHTQJMLGN;/TIKT Ne_QcJMQ[wNeIKSUTLM_IKY)fgQdN”QQT9Q!5 [›NPYJMSUf%/fIK[KI›NeIKQL/T—Q!5 [›N

bSUJMJMQ[wNeIKSUTL)-PH7IKJMLGNKNe_QIKLGN;/TbQS !7Ne_QQ!5 [›N#YgSUIKTtNeLT!3JMS(' |QJMS,IK[K[©bp_%/TUQ - { QbSUT\KgNe_Q

IKLGN;/TbQ 0$3 Ue ˆfgQdN”QQTIQ!5 [›NlYgSUIKTtNeLC',/bp_%/TUQ -<zT SUJ"QJlNeS§IKLMSU[wNeQ Ne_QLMQ­N”S

QJnQbdNeL)K”Q8GšJMLGNbSUTLMI#QJC/T IKTbJMQ/LMQS ! ./T YI›Ne_Ne_Q8IKLGN;/TbQfgQdN”QQT Ne_QQ!5 [›N

YgSUIKTtNeLˆJMQ)',/IKTIKTAbSUTLGN;/TtN-2! Q,QTS/NeQ­Ne_Q)Y%/JGNeI/[QJMIA& wNeIA&UQLlS ! B I›Ne_ JMQLMYgQbdNNeS /T #f0/ B /T B JMQLMYgQbdNeIA&UQ[A//T§SUfiN;/IKT=Ne_Q.!3SU[K[KS:IKTœJMQL"[›N-%'&)(+*,(.-0/1)/2(.354

687)9;:=<2>;?A@BDC.7)EF7HG?A9.?I7#J:KEF7 LH?M7)NPO7#QRCS>;?ANRBJT$Q!UV7)<W9.QR:MQ7XQRC.?@=<YGZC.Q\[W<$]^?)]8B_EF7 LH?a`,C.?A@b?_QRC.?

>c<W:0Q$Bd9.eI?DO?)Q$`,?I?A9f>;?ANRBJT$Q!UV7)<W9.QR:g@b?AEXBd<W9;:heI7)9;:0Q$Bd9.Qi)] [W<jilkN b A?`b hm3” •0–on QRC.?A9p>;?ANRBJT$QeI7)@=@b?ATBQR<27)9;:gqRr,s)t uZvw)up[ Bcxy{z }| Bcxy{z C • iI~ [W<W<jikN b A?`b C ” •0–on QRC.?A9p>;?ANRBJT$QeI7)@=@b?ATBQR<27)9;:€u#s)t uZvw)u‚[ Bcxy{z }| Bcxy{z m4• i)]

XZL8!3SUJ/[K[S/Ne_QJ­YJMSUYgSULMI›NeIKSUTL)KRNe_Q§YJMS5S !ZS !cYJMSUYgSULMI›NeIKSUT h§IKL8UIA&UQTíIKT /YYgQTI19X-í^P_Q

JMQ/LMSUTIKT)fgQ_IKT&YJMSUYgSULMI›NeIKSUT hJ"TLX/LU!3SU[K[KS:LV[<Q! @-8m •fcH* 3 d?A(g2KšNe_QTv­_S('­S(UQTQS(L

LM_IA!‹NS !L =/TPNeSNe_QcJMI#U_tN=IK[K[:JMQ)bQcNe_Q%L"*/QTQLML#S !©Ne_QcfIKT%/Jj/& /JMI/f[KQLUd *

/TId F-ˆ^P_Q [KQLMLcL"*/Q”Q) Ne_QLMQ fIKT%/Jj/9& /JMI/f[KQLX/JMQ KnNe_Q'­SUJMQIKT^!3SUJ"',wNeIKSUTANe_Q/

JMQ&UQ/[/fgS(iNPNe_Q%bSUJMJMQ[wNeQ)TQJM[A/5IKT& /JMI/f[KQL D/T -XPbbSUJ"IKTU[A/(KQ!5 [›NPbSUJMJMQ[ON

NeIKSUTLIKTbJMQ/LMQ%NeS:[/J"LPNe_Qˆ_I#U_QJPbSUJMJMQ[wNeIKSUTL”S !7JMQdN$JMTL)-<Q!K R?*

C

•^KL"*/QTQLMLcIKTbJMQ/LMQL

ƒ„

(9)

Ne_IKLPY_QTS('­QTSUTANe_QlL"*/QTQLMLcQJnQbdN>

{-B/.ƒ<zT§YJ$/bdNeIKb/[/YY[KIKbwNeIKSUTL=”Q/JMQY',/IKT[A/)IKTtNeQJRN

QLGNeQ)IKT&Ne_Qœb/LMQ R?*'m •)LMIKTbQQ!5 [›N%YJMSUf%/fIK[KI›NeIKQL_I#U_QJ#Ne_%/TW” •0– /JMQœTS/N%JMQ[KQ&

/TtN-F#Q&UQJGNe_Q[KQLML)KgNe_QJMQL"[›NU!3SUJ A?* C •­bSUT^GšJ"'­LNe_QlJMQ/LMSUTIKT”QYJMSUYgSULMQ -#HšSUJPNe_QJMQLGNcS ! Ne_QC/T%/[A/5LMIKL=”QYIK[K[!3S5b)LSUT@Ne_Qˆb/LMQ R?*hm

•^--3

-2

-1

0

1

2

3

-3

-2

-1

0

1

2

3

Std. Returns of Firm 2

Std. Returns of Firm 1

H7I#(JMQ#hUV u/˜xvzv‚…ey©“t–v©iv+‰7P‘zvGx|††xy‚U{…pš’$™t{}•Cxyz{›xv‚…7|†yzƒlx}}—cU{–‘zvzyz{}™ttv‚…pcyGx|†tƒ •Cxyz{›x™t–…p‘W‰{}vz„

˜pyzy‚…e›xvz{–| œ

! _0/YS5QL JMQ)bdNeIKSUTlS !L"*/QTQLMLDIKTbJMQ/LMQQ!5 [›N"bSUJMJMQ[wNeIKSUTL=H7I#(JMQPhaLM_S:L"Ne_QRLMbwNMNeQJ

Y[KS/NDS !:N”SlTSUJ"',/[K[A/YIKLGNeJMIKfiNeQ) bSUJMJMQ[wNeQ)J$/TS(' & /JMI/f[KQL“QLMbJMIKfIKT%JMQ/[KI#|wNeIKSUTL"S !gNe_Q

Y%/IKJc A?2g2-DF#S/NeQ Ne_%wNˆNe_Q­bSUJMJMQLMYgSUTIKT§LMbwNMNeQJˆY[KS/NY!3SUJcNe_QQJMIA&UQ) fIKT%/Jj/+& /JMI/f[KQL

d5- @- 3cH* 3 d?A(g”S([# QYIKbdN§SUT[A/ !3S(J@YgSUIKTtNeLL>"c5• ?;•0g2Kc5•

?dOg2KcRd?;•0gH/TxcRd?dOg"B2-^P_QC!3JMQ)EFQTb/+I›Ne_+_IKbp_Q/bp_ S !DNe_QLMQ!3S(JZYgSULMLMIKf[KQlJMQ/[KI#|wNeIKSUTLS5bb)JMLZb/TfgQIKT^!3QJMJMQ)

!3JMS(' G%(JMQ&h=f0/ bS(TtNeIKT&Ne_Q=TF'œfgQJS !YgSUIKTtNeLIKT Ne_Q=JMQLMYgQbdNeIA&UQ—EF% J$/TtNeLœS !PNe_Q­N”S

bS5SUJ"IKT%wNeQLj/5LGNeQ)'­L”IKTLMQJGNeQ)IKTˆNe_Q7G%(JMQ -7^P_QaLj/5LGNeQ)' QYIKbdNeQ)CI›Ne_LMSU[KI#ˆ[KIKTQLIK[K[#LGNeJ$wNeQL

Ne_Qˆb/LMQ 3 3 eL~-[<zT§Ne_IKLb/LMQˆNe_QCIKLGNeJMIKfiNeIKSUTAS !7Ne_QlIKTIKbwNeSUJ=& /JMI/f[KQLPIKLLGNeJMSUTU[A/

/Lj/~''­QdNeJMIKb/VPTQ/JM[A/+/[K[V%wN;)YgSUIKTtNeLc[KIKQlIKTSc5• ?;•0gC>3fgS/Ne_fGšJ"'­LZL"Jj&5IA&UQ:BU_IK[KQlNe_QJMQ/JMQœSUT[A/

&UQJj/—!3QYgSUIKTtNeLPIKTLcRd?dOgX>3fgS/Ne_—GšJ"'­LTQ!5

D

ÔÍÅÄÍÅãwØpÍÃÅÄMÌ+Ï$ÁͦÌ7–Ôdà SU SJWWž%ØËwƈ–ÔdÃË$ÄGÖØpÍÅÎÒdÄé‚ÔdÃÅÃÅÄGÁ¢ØpÍÅÎÔdËwÌDØÃÅÄØÁ¢Ì+Ô%ØeÒpØÎÁ¢ØÉ$ÁĔΘÞÔÌ3ÍRéGØdÌ+ÄMÌGßPçnÏCÍ Ì+ÎËwé‚Ä7ÍÅã$ÄMÌ+ÄDëwØæØÞĂÍÅÄGÃé‚ÔdËwÌ3ÍÅÄGÁÁ¢ØpÍÅÎÔdËwÌWØÃÅÄ7Ë$ÔÍÃÅÄGÁÄGÒpØËÍ©ÎËcë$æØdézÍÅ΢é‚Ä7ánÄá©ÎÁÁtË$ÔÍ"ÆC΢ÌÅé‚ÏwÌÅÌnÍÅã$ÄGÞcß

(10)

0

1

0

1

Default Indicator Firm 2

Default Indicator Firm 1

H7I#(JMQ \5V uwv+—/}{…pzu/˜xvzv‚…ey·©–v%"vz„†…c{}|U¡ U{–˜xv‚yW•Cxyz{›x™t–…p‘ ´ x‘z—/ƒ%ƒˆ…evzyz{–˜€‘zŠ$…e‰7…pn˜x‘‚…C ¤a}ƒˆC‘zvc|†=t“w‰Dxy‚‘z–“t{}|t~Av‚…e|†t…e|†˜e—&{}| vz„†… †xvGxU

0

1

0

1

Default Indicator Firm 2

Default Indicator Firm 1

H7I#(JMQ

[

V

uwv+—/}{…pzu/˜xvzv‚…ey©·©–vD5vz„†…7{}|†U{¢¡

˜xv‚y•Cxyz{›x™t–…p‘ ´ ‘z—/ƒ%ƒˆ…evzyz{–˜ Kt|†‘zŠ$…e‰7…pD˜x‘‚…C

uwvzy‚|t~#t“w‰Dxy‚‘z–“t{}|t~v‚…e|†t…e|†˜e—%{}|ˆvz„†…R†xvGxU

! _%wNR_%/YYgQTLRNeSˆNe_QD!3JMQ)EFQTbIKQL7_QT”QU'­S:&UQPNe_QSUJMI#UIKT S !gNe_QbS5SUJ"IKT%wNeQPLj/5LGNeQ)' /[KSUT

Ne_Qf>3fJMS(*/QTƒB F”l[KIKTQ!3JMS(' cReL ?eL(g%NeS?c5• ?;•0g8>‹Ne_Q)SUJMI#UIKTS !”Ne_Q)Lj/5LGNeQ)' I›Ne_Ne_Q)fJMS(*/QT

[KIKTQL;B ^P_Q',:6MSUJZQJnQbdNˆIKL#Ne_%wN%YgSUIKTtNX',/LMLcIKLcLM_IA!‹NeQ)+!3JMS(' c5• ?;•0gPNeSWcRd?dOgD_IKbp_ JMQ)bQL

Ne_QU/Lj/~''­QdNeJj/ S !nNe_QTIKLGNeJMIKfiNeIKSUT\-"XZL=ˆbSUTLMQ)EFQTbQ KiNe_QTY0[/J"=LM[KSUYIKTcNeQTQTb/­IKTNe_Q

%wN;­IKTbJMQ/LMQL./TNe_IKLZIKL,',/TIA!3QLGN;wNeIKSUT§S !)_I#U_QJ#bSUJMJMQ[wNeIKSUT§bS5Q,­bIKQTtN B

-Z^P_IKLcIKL

IK[K[#LGNeJ$wNeQ))IKT—G%(JMQL#\/T [ -^P_QˆLMI#|Q%S !Ne_QˆbIKJMb[KQLD/JMS(T@Ne_Q.!3S(JYgSULMLMIKf[KQcJMQ/[KI#|wNeIKSUTL

IKL“LMQ)­NeSˆIK[K[#LGNeJ$wNeQaNe_QTF'œfgQJRS !nSUfLMQJj& wNeIKSUTLU>3fI#%bIKJMb[KQ=NV',/T0/œSUfLMQJj& wNeIKSUT\KtL"',/[K[ibIKJMb[KQ

N7!3QSUfLMQJj&

wNeIKSUTƒB2-H7IKT%/[K[A/(KtTS/NeQcNe_%wNNe_QcL"*/QTQLMLZQJnQbdNbSUTLMIKLGNeLPS !N”SbS(TtNeQJ$/bdNeIKT QJnQbdNeLPbSUTbQJMTIKT Ne_Q

IKT^!3SUJ"',wNeIKSUT@JMQ&UQ/[KQ)v/fgS(iNd" /_QT SUfLMQJj&5IKTfd *+>3SUJT&5IKbQ&UQJML$0B2-Z^P_Q

IKT^!3SUJ"',wNeIKSUTAbSUTtNeQTtN%S !Ne_QœQ&UQTtN8d 3 dQbJMQ/LMQL._QT}Q!5 [›NcYgSUIKTtNeLZIKTbJMQ/LMQ

6MSUIKTtNe[A/(K“_IK[KQ=Ne_QAIKT^!3SUJ"',wNeIKSUT bSUTtNeQTtN)S !#Ne_QAQ&UQTtNfd2 * 3 • IKTbJMQ/LMQL)-9^P_IKLIKL

fgQb LMQ=Ne_Q=IKT^!3SUJ"',wNeIKSUTL/fgS(iNNe_Q—TQJM[A/5IKTJMQdN$JMTŸJMQ/[KI#|wNeIKSUTLCQbJMQ/LMQL+>3IKTbJMQ/LMQL;B2K

_IKbp_ŸIKT N$JMTŸI#'­Y%/bdNeLlSUT£Ne_Q=IKT^!3SUJ"',wNeIKSUTJMQ&UQ/[KQ)S/fgS(iNNe_Q=S/Ne_QJœfIKT%/Jj/v& /JMI/f[KQ -9<Q!

GšJ"' hQ!5 [›NeL)KNe_QT SUTQ­b/T IKT^!3QJ%Ne_%wN cRe ?* $g2-)^P_IKLlIKTtNeQJj& /[RIKTbJMQ/LMQLYI›Ne_7

QbJMQ/LMIKTcNe_QIKT^!3SUJ"',wNeIKSUT& /IK[/f[KQ=/fgS(iN !3JMS('ðNe_Q[Q!5 [›NQ&UQTtN-^P_IKLDIKTN$JMTI#'­Y[KIKQL

Ne_%wNa[KQLMLaIKT^!3SUJ"',wNeIKSUT/fgS(iN [/T\K5_QTbQ K^/fgS(iNd cIKLRSUfiN;/IKTQ)\-D^P_QZSUYYgSULMI›NeQIKL

NeJ"QC!3SUJNe_QTSUT~NQ!5 [›N#Q&UQTtN-X<Q!GšJ"' hS5QLZTS/NXQ!5 [›NKšNe_QT$4c@ A?4g2Kr/T&IKTtNeQJj& /[

QbJMQ/LMIKTIKTALMI#|QˆIA!#

PIKTbJMQ/LMQL)-! QlIK[K[#LGNeJ$wNeQcNe_IKL#YgSUIKTtNT!3SUJT!@[K[A/@bSUJMJMQ[wNeQ)GšJ"' JMQdN$JMTL>

B

3 d:•(•0–8B2-”SUTI›NeIKSUT%/[©SUT§Ne_Q

(11)

f0/Wd2;

c@g2-Tw#QTbQ KnNe_IKL#J$wNeIKSf>5/T§Ne_QJMQ!3SUJMQlNe_QIKT^!3SUJ"',wNeIKSUT@bSUTtNeQTtN%S ! GšJ"'\~_LQ!5 [›N2B

QbJMQ/LMQLIA! Y/T IKTbJMQ/LMQ -=^P_Q­bSUTtNeJ$/Jj/IKLˆNeJ"Q!3SUJ%Ne_Q­IKT^!3SUJ"',wNeIKSUT bSUTtNeQTtNœS !”Ne_Q

Q&UQTtN8_QJMQHGšJ"' d@_%/L TS/NQ!5 [›NeQ)\- ”SUTI›NeIKSUT%/[aSUT£Ne_Q@IKT^!3SUJ"',wNeIKSUTNe_%wNGšJ"' d@_%/L

L"Jj&5IA&UQ)\KWNe_QœYJMSUf%/fIK[KI›N/@Ne_%wNXGšJ"' ­_%/LY/[KLMS=L"Jj&5IA&UQ)IKL

de c@g;

dXe c@ $g`-Cw#QTbQ

Ne_QZJ$wNeIKSlS !WNe_QZbSUTI›NeIKSUT%/[ƒ/T,TbSUTI›NeIKSUT%/[:YJMSUf%/fIK[KI›N/Ne_%wNGšJ"' YIK[K[šL"Jj&5IA&UQcIKLUIA&UQT

f0/8d2;

de c@ $g^/TIKTbJMQ/LMQL7IA!L"*/QTQLMLIKL"JMQ)bQ)\-DXZL7b/TfgQaLMQQT!3JMS('Ne_Q[/J"('­QTtNeL"IKT

Ne_Q#YJMQ&5IKS(LaY%/J$ UJ$/Y_L)KtNe_QZQJnQbdN”S !WTSUT~NQ!5 [›NaQ&UQTtNPIKT^!3SUJ"',wNeIKSUTœIKTbJMQ/LMIKTCS('­IKT%wNeQL

Ne_QˆQJnQbdN#S ! Q!5

[›NQ&UQTtNZIKT^!3SUJ"',wNeIKSUT,QbJMQ/LMIKT-! QcTS: N$JMT=NeSœNe_QcLMQbSUT§bSUTLMQ)EFQTbQlS !Vœbp_%/TUQ%IKTHQ!5 [›NPYJMSUf%/fIK[KI›NeIKQL)KtT% '­Q[A/Ne_%wN

Ne_Q8IKLGN;/TbQ 0 fgQdN”QQTLQ!5 [›NlYgSUIKTtNeL%b/T bp_%/TUQ -)^P_QJMQ/LMSUTIKT§f%/LMQ) SUTIKT^!3SUJ"',wNeIKSUT

JMQ&UQ[wNeIKSUTL/fgS(iNlJMQdN$JMT£JMQ/[KI#|wNeIKSUTL%I#'­Y[KIKQLZNe_%wNQ!5 [›NlbSUJMJMQ[wNeIKSUTLˆLM_S([#LQbJMQ/LMQ=IKT

0 -$! Q@b/[K[aNe_IKLœQJnQbdN Ne_Q—IKLGN;/TbQ2NzS !NQ!5 [›NjNzYgSUIKTtNeLlQJnQbdN+>5X - B2-7#T^!3SUJGN$T%wNeQ[A/(KX

-b/TTS/N@fgQbS('­Y[KQdNeQ[A/ LMQY%/J$wNeQ)4!3JMS('

{-LMIKTbQbp_%/TUIKT£Ne_QfIKLGN;/TbQfgQdN”QQT Q!5 [›N

YgSUIKTtNeL”TQbQLML$/JMIK[A/=bp_%/TUQLNe_Q.IKLGN;/TbQ!3JMS(' |QJMS!3SUJ[wNP[KQ/LGNPSUTQXQ!5

[›NPYgSUIKTtN-{

YYgSULMQ K

!3SUJ”Q21 '­Y[KQ K5Ne_%wNPSUTQXQ!5 [›NYgSUIKTtNIKL=G^1iQ)—_IK[KQ#Ne_QcS/Ne_QJSUTQ.'­S:&UQLNeSNe_Q%JMI#U_tN-“<Q!Ne_Q

L"',/[K[KQJRS !Ne_QZN”S YgSUIKTtNeL)K K^'­S:&UQL)KiNe_QT@fgS/Ne_@QJnQbdNeLPLM_S([#H”SUJ"*­IKT)Ne_Q%L$

'­QIKJMQbdNeIKSUT\-{ */QTQLML§IKL=JMQ)bQ) /T Ne_Q}IKLGN;/TbQfgQdN”QQT Q!5 [›N=YgSUIKTtNeLHQbJMQ/LMQL)K_IKbp_ LM_S([#

IKTbJMQ/LMQXQ!5 [›NbSUJMJMQ[wNeIKSUTL)-“<Q!RKi_S:”Q&UQJ)K T'­S:&UQL)KiNe_QT@Ne_QZN”SQJnQbdNeL[”SUJ"*)IKT=SUYYgSULMI›NeQ

IKJMQbdNeIKSUTLX/TI›NcIKLZTS@[KSUTUQJ#b[KQ/JU_IKbp_SUTQS('­IKT%wNeQLNe_QœS/Ne_QJ)-JMSUYgSULMI›NeIKSUT \­LM_S:L Ne_%wN_QdNe_QJ B QbJMQ/LMQL­SUJœIKTbJMQ/LMQLQYgQTLSUT£Ne_Q—Q!5 [›NœYgSUIKTtN J$wNeIKS 143 <; /T)SUT­Ne_QX/LMLMQdNjNzJMQdN$JMT@bSUJMJMQ[wNeIKSUT B -^"SYJMQY%/JMQU!3SUJRNe_QU!3SUJ"'[wNeIKSUTS !©YJMSUYgSULMI›NeIKSUT)\~KF”Q QGšTQ B cg 143 c:(”; (ge a | ;(” I %'&)(+*,(.-0/1)/2(.3

J0U;UV7):b?DQRC+BQ b R?`b hm4” •0– Bd9.> eI7)9;:=<2>;?A@BDEF7 LH?M7)N,7)9;TS7)9.?M>;?ANRBJT$Q!UV7)<W9.QPQ7FQRC.?@=<YGZC.Q=]

[W<jilkN EF7 LH?A:

n

QRC.?A9 >;?ANRBJT$QgeI7)@=@b?ATBQR<27)9;:\qRr,s)t uZvw)u

c Bcxy{z C •0g <WN B m B cg ] 7#Q?oQRC+BQ QRC;<W:K<W9.?;JZBdTW<$QF<W:gNJT;TWT2?I>o<WN 0– 7)@g<WN B ”0– ]

[W<W<jikN EF7 LH?A: n QRC.?A9p>;?ANRBJT$QeI7)@=@b?ATBQR<27)9;:

! qRr,s)t uZvw)u c Bcxy{z C •0g <WN B m B cRd2; g ! €u#s)t uZvw)u c Bcxy{z m •0g <WN BDC ;cRd | g ]

H7I#(JMQLLX/T S &5IKL"%/[KI#|QNe_Q”Y%/J$ '­QdNeQJ"LMQdNeL !3SUJ_IKbp_\K0/bbSUJ"IKT#NeSZS(JNe_QSUJMQdNeIKb/[5JMQL"[›NeL)K

(12)

56

60

64

68

72

76

96

97

98

99

100

ρ (%)

λ (%)

DC+

H7I#(JMQ V ¨ „†…%‘‚…ev¶ µ ˜p|wvGx{}|†‘Zx}W“{}|wv‚‘ ™…e–‰ vz„†…a‘‚}{–l}{}|†…x|†l•/{–‘z5x}{…p‘Dx}˜pƒ#™t{¢¡ |5xvz{–|†‘ avz„5xv€t¢Œ†}©vz„†…c{}|†…p¥w5x}{}v+— M

0

20

40

60

80

100

0

20

40

60

80

100

ρ (%)

λ (%)

DC-DC+

H7I#(JMQ S V ¨ „†…%‘‚…ev¶ µ ˜p|wvGx{}|†‘#x}©“{}|wv‚‘ ™…e–‰vz„†…‘‚}{–§}{}|†…œx|†§•/{–‘z5x}{…p‘%x}D˜pƒc¡ ™t{}|5xvz{–|†‘ vz„5xv€t¢Œ†}­vz„†… {}|†…p¥w5x}{}v+— M ¨ „†… ‘‚…evA¶ µ ¡)˜p|wvGx{}|†‘ x} “{}|wv‚‘%x™•$…lvz„†…l™ty‚Š$…e|&}{}|†…œx|†§•/{–‘z5x}{…p‘ x}œ˜pƒ#™t{}|5xvz{–|†‘ @vz„5xv§€t¢Œ†}lvz„†… {}|U¡ …p¥w5x}{}v+— M

'­S:&UQL)-<zT Ne_IKL%b/LMQ KQ!5 [›N%bSUJMJMQ[wNeIKSUTLcIKTbJMQ/LMQ IA!Xc?

B g#[KIKQLcIKTv #"-œ^P_Q IKTtN$I›NeIKSUT Q&UQ[KSUYgQ)!3SUJ {- /T+X - ”S([#§I#'­Y[A/­Ne_QC'­SUJMQ.UQTQJ$/[©LGN;wNeQ)'­QTtNNe_%wN B C •!3SUJT/[K[ •_m mPd=/T•_m B d(-'! _IK[KQT!3SUJ"',/[UYJMS5S !IKLTS/N7IKTlJMQ/bp_C/UQdNKUS(JLMI#'[wNeIKSUT%Q21iQJMbIKLMQL

_%&UQ­bSUT^GšJ"'­Q)Ne_IKLˆbSUTO6MQbdN$JMQ -=H7I#(JMQ S KSUTNe_Q­S/Ne_QJˆ_%/T\KVQYIKbdNeLˆNe_Qb/LMQ8_QJMQ

'­S:&UQL)-“<zTœNe_IKLDb/LMQ K0Q!5 [›NDbSUJMJMQ[wNeIKSUTL7IKTbJMQ/LMQIA! c? B g"[KIKQL7IKT #" /TQbJMQ/LMQPIA! c? B g [KIKQLIKT9

7N;-H7I#(JMQL … /T IK[K[#LGNeJ$wNeQ)Ne_QAN”S QJnQbdNeL)I#QTtNeIAGšQ)9IKT9YJMSUYgSULMI›NeIKSUTL@h+/T \~- H7I#(JMQ …

Q)'­SUTLGNeJ$wNeQLNe_Q%L"*/QTQLMLZQJnQbdNT!3SUJ”Ne_Q%Lj/~''­QdNeJMIKbcb/LMQ._QJMQˆfgS/Ne_HGšJ"'­LP_%&UQ%Ne_Q%L$ '­Q

Q!5 [›N=YJMSUf%/fIK[KI›N/(- ZQ!5 [›N@bSUJMJMQ[wNeIKSUTLH/JMQ}',O1iI#'' _QT Ne_Q fIKT%/Jj/ & /JMI/f[KQLH/JMQ

TL"*/Q”Q)\KI`-Q - _QTPQ!5 [›N§YJMSUf%/fIK[KI›NeIKQLH/JMQ Q)EF%/[ˆNeS ” •0–H- H7I#(JMQ I&5IKL"%/[KI#|QL@Ne_Q

IKLGN;/TbQ2NzS !NQ!5 [›NjNzYgSUIKTtNeLQJnQbdNH!3SUJ­Ne_Qb/LMQf_QJMQfGšJ"' h_%/L—?Q!5 [›N=YJMSUf%/fIK[KI›N/ S !

• I•0”(– /TNe_QUQ!5 [›NaYJMSUf%/fIK[KI›N/S !rGšJ"' X& /JMIKQL!3JMS(' • I•0”(–ðNeS” •0–H-“<zTNe_IKLab/LMQUQ!5 [›N

bSUJMJMQ[wNeIKSUTL=GšJMLGN#IKTbJMQ/LMQ,>3_I#U_ BD/T@Ne_QT9QbJMQ/LMQ—>3[KS:

B2-H7IKT%/[K[A/(KmG%(JMQLˆL"'',/JMI#|QLNe_Q',:6MSUJIKTLMI#U_tNeL7!3JMS(' YJMSUYgSULMI›NeIKSUTLh/T@\C/T)S(JabSUTO6MQb2N

N$JMQ -UZQ!5 [›NZbSUJMJMQ[wNeIKSUTLPIKTbJMQ/LMQIA!“Q!5 [›NZYgSUIKTtNeLU'­S:&UQˆNeS­Ne_QJMI#U_tNX/T&IA!7Ne_Q'­S:&UQS !

Ne_QQ!5 [›N%YgSUIKTtNY/LMLMS5bIwNeQ)}I›Ne_Ne_Q[KS:”QJ.Q!5 [›N%YJMSUf%/fIK[KI›N/§IKLX'­SUJMQœYJMSUTS(TbQ)\- XZT

/T%/[KS(US(L"JMQL"[›N_SU[#LDIA!ƒQ!5 [›NDYgSUIKTtNeL“'­S:&UQ”NeScNe_Q[KQ!‹N- <zTœNe_Q[EFQLGNeIKSUT~N',/J"*lJ$/TUQLDfgS/Ne_

Q!5 [›NYgSUIKTtNeL'­S:&UQ)NeS&Ne_Q)[KQ!‹NœSUJlNeS&Ne_Q)JMI#U_tNœfiNœI›NQYgQTLœSUT£Ne_Q)Y%/J$ '­QdNeQJC&UQbdNeSUJ

c?

B

(13)

-0

5

10

15

20

25

30

35

0

20

40

60

80

100

Default Correlation (%)

Default Probability of both Firms (%)

H7I#(JMQ … V ¨ „†…‘zŠ$…e‰|†…p‘‚‘Z…M«š…p˜ev ¨ „†…ˆŒ†~Cty‚… t…e“t{–˜ev‚‘cvz„†…œt…M3xt}v%˜pyzy‚…e›xvz{–|”v+‰7)Œ†yzƒˆ‘ ‰{}vz„)vz„†…Z‘Gxƒˆ…Zt…M3xt}v“ty‚™5x™t{}}{}v+—­“)‰„†…e|=“ yGx|t~$…p‘D€y‚ƒ cv‚ M

2

2.5

3

3.5

4

4.5

5

5.5

6

0

5

10

15

20

25

30

35

40

45

50

Default Correlation (%)

Default Probability of Firm 2 (%)

H7I#(JMQ"5V ¨ „†…PU{–‘zvGx|†˜p…M¡+K¡+t…M3xt}v¦¡3“{}|wv‚‘”…MK¡ ‹…p˜ev ¨ „†…ZŒ†~Cty‚…%t…e“t{–˜ev‚‘Pvz„†…ct…M3xt}v˜pyzy‚…e›xd¡ vz{–|œ™…ev+‰7…p…e|Œ†yzƒ ¼ Dx|†ˆŒ†yzƒ ½ yGx|t~C{}|t~ˆ€y‚ƒ %v‚ M ^P_QˆTQ215NZYJMSUYgSULMI›NeIKSUT=bS('­Y[KQdNeQLS(JPYIKbdN$JMQˆS ! B f0/AQ21iY[KSUJMIKTœNe_QlfgS(T%/Jj/@b/LMQL 3 3 •8/T R?* e -%'&)(+*,(.-0/1)/2(.3 [W<ji Bcxy{z

C+Bd:hB_T27#e BdT EXB <WEFJE <W9 3 3 • Bd9.>

B xy{z c5• ?;• ? B g 3 c B gAI [W<W<jikN B m ddn QRC.?A9 6 Bcxy{z c@ ?* ? B g 3 • ]p7)@b?I7 LH?A@ n Bcxy{z c@ ?* ?dOg 3 d N 7)@hBdTWT ]

^P_Q)IKTtN$I›NeIKSUTS !Ne_Q {- /TIX - QJnQbdNeLQ&UQ[KSUYgQ)S/fgS:&UQ)L"(UQLGNeLlNe_%wNc5• ?;•0gcIKL/[KLMS+

U[KSUf%/[',O1iI#''9KV_IKbp_ IKLbSUT^GšJ"'­Q) f0/£S(JœLMI#'[wNeIKSUT JMQL"[›NeL)-Lw#QTbQ KXc:;

g c

B

g

b/TfgQLMQ)v/LX/T}YYgQJZfgS(T%/Jj/9!3SUJQ!5 [›NZbSUJMJMQ[wNeIKSUTL)-! QbSUTb[#QNe_IKLZLMQbdNeIKSUTf0/

LGN;wNeIKT JMQL"[›NPQ21iYJMQLMLMIKT­_S: Q!5 [›NPbSUJMJMQ[wNeIKSUT=bp_%/TUQLTQcNeS LM_IA!‹NeLPIKT—Q!5 [›NYgSUIKTtNeL

QYgQT§SUTANe_QˆJMQdN$JMT§bSUJMJMQ[wNeIKSUT

B

-%'&)(+*,(.-0/1)/2(.3

J0U;UV7):b?MQRC+BQ R?*hm • ] C.?A9‚QRC.?A@b?hBd@b?P@b? BdT.9.JE O?A@=:"! B$# 3 ! B$# c@ R?*2g Bd9.>%! B'& 3 ! B'& c@ R?*2g `,<$QRC(! B$# m ! B'& :0Jce C QRC+BQKQRC.?N 7)TWT27`,<W9GD:0Q$BQ?AEF?A9.QR:hC.7)T2>*) [W<ji c Bcxy{z }| Bcxy{z g <W:g<W9.eA@b? Bd:=<W9Go<W9 B N 7)@ B m ! B'& Bd9.> >;?IeA@b? Bd:=<W9G <W9 B N 7)@ BDC ! B'& ] [W<W<ji Bcxy{z <W:g<W9.eA@b? Bd:=<W9G <W9 B N 7)@ B m ! B$# Bd9.> >;?IeA@b? Bd:=<W9G <W9 B N 7)@ BDC ! B$# ] p7)@b?I7 LH?A@ n <WN d:• ,+ ?b A?`b 3• I cn QRC.?A9-! B'& • I” ?;• I. ]

(14)

-4

-3

-2

-1

0

-4

-3

-2

-1

0

Default Point of Firm 2

Default Point of Firm 1

DC+

DC-?

?

H7I#(JMQ iV ª†yxˆ~C{}•$…e|@˜pƒ#™t{}|5xvz{–|§"t…M3xt}v“{}|wv‚‘ M’švz„†…Œ†~Cty‚…ct…e“t{–˜ev‚‘vz„†…Zt…M3xt}v¦¡ “{}|wvˆyGx|t~$… {}|‰„t{–˜‚„ t…M3xt}vl˜pyzy‚…e›xvz{–|†‘œxy‚… „t{}~C„†…eylvz„5x| K{3…C¶ µ %x|†vz„†… yGx|t~$…P{}| ‰„t{–˜‚„­vz„†…e— xy‚…P–‰7…ey€¶ µ ¡M L V 8

XU!‹NeQJPLGN;wNeIKTS(JT/T%/[A/†NeIKbcJMQL"[›NeL)K”QYIK[K[nTS:PIKLMb)LMLNe_QIKJPYgS/NeQTtNeI/[/YY[KIKbwNeIKSUTL)-R4 1a(+&)&1)/2(.3 - 3 &)( (.3(!

/#"%$(%&!-<zT9Ne_IKL­LMQbdNeIKSUT ”Q&Q21iY[KSUJMQ&_S: ',/bJMS5QbSUTS('­IKb@LM_S5b;*†L=I#'­Y%/bdN­SUTíbJMQ)I›N)YgSUJGN"!3SU[KIKSUL)- <zT

Y%/JGNeIKb)[/J)KF”Q JMQLMLNe_Q.!3SU[K[KS:IKTEFQLGNeIKSUTLV

h(- [/TCQ!5 [›NbSUJMJMQ[wNeIKSUTLnS !5N”STGšJ"'­LQbJMQ/LMQ=m!‹NeQJPTQ)0wNeIA&UQ7',/bJMS5QbSUTS('­IKb7LM_S5b;*

\~- ! _IKbp_§bSUJMJMQ[wNeIKSUT@QJnQbdN> {- SUJTX.BPIKLD'­SULGNJMQ[KQ& /TtNUwNPNe_QˆYgSUJGN"!3SU[KIKSœ[KQ&UQ[

[ - ! _%wN#b/T§fgQˆL$/I#9/fgS(iNPNe_QˆLMI#|Q%S !"Ne_QˆQJnQbdNeL

! Q LGN;/JGN.I›Ne_ Ne_QGšJMLGNYEFQLGNeIKSUT\- { YYgSULMQ Ne_%wNCH',/bJMS5QbSUTS('­IKbLM_S5b;*LMb/[KQLYS:TNe_Q

3 J/LMLMQdN=& /[#Q#S !\GšJ"' *"f0/­Ne_QT!5/bdNeSUJ(' -7>:!,-."$>= )' -H!,-."$>="B2-D^P_QT\K%/bbSUJ"IKTˆNeSQ)EF%wNeIKSUT

>Å\(B2K @-"IKTbJMQ/LMQLf0/ * - 143 e 6.89 c' -@g a c5-."$0/;g ? > [ B I`-Q -@- @-| *

-Q-ih+9w#QTbQ KgL"bp_}8',/bJMS5QbSUTS('­IKbcLM_S5b;*—IK[K[\'­S:&UQlfgS/Ne_9Q!5 [›NYgSUIKTtNeLPNeS

Ne_Q­JMI#U_tNK"fiNUQTQJ$/[K[A/ f0/WIAJnQJMQTtN', UTI›N$QL)- ! Q)b/TLQLMbJMIKfgQ­Ne_IKLˆLM_IA!‹Nf0/L9'­S:&UQ

˜-,

D

(15)

S ! TI›NeLœIKTIIKJMQbdNeIKSUT3cRd? gY_QJMQ 143 R; 2- F#S/NeQ)Ne_%wN8/bbSUJ"IKTNeS YJMSUYgSULMI›NeIKSUTL)h

/T§\/T@S(JPbSUTO6MQbdN$JMQ KNe_Q.Q!5 [›NPbSUJMJMQ[wNeIKSUT)fgQdN”QQT9GšJ"'hY/T&\b/TASUT[A/,QbJMQ/LMQ

IA!

*

C

d(-HZ§SUJMQS:&UQJ)KV”Q)b/TWQLMbJMIKfgQNe_Q8',/J"UIKT%/[Dbp_%/TUQ­S !=Q!5 [›NlbSUJMJMQ[wNeIKSUTL%f0/ Ne_Q

QJMIA& wNeIA&UQ%IKT=Ne_QYIKJMQbdNeIKSUTAS !DcRd? * g2KI`-Q -f0/

B }| * B 3 c B }| B g | c * e4dOg B I >>FB { IKTbQ B | B C •^K0”Q#SUfiN;/IKT Ne_%wN B | * B b/T­SUT[A/ fgQTQ)0wNeIA&UQ#IA! B m •^- F#S/NeQPNe_%wN !3SUJ/JMfI›NeJ$/Jj/9/LMLMQdN%bSUJMJMQ[wNeIKSUTL B ”Qœb/T+GšT})Y%/IKJc@ R?*2gD!3SUJT_IKbp_ B mP•)f0/&LMI#'­Y[A/

bp_S5SULMIKT lb[KSULMQ)QTS(U_£NeSf|QJMSS>3LMQQHG%(JMQ S B2-fw#S:”Q&UQJ)KaIA![”Q=JMQLGNeJMIKbdNœS(J/T%/[A/5LMIKLˆNeS

Q!5 [›NaYgSUIKTtNeL/LMLMS5bIwNeQ)I›Ne_Q!5 [›NaYJMSUf%/fIK[KI›NeIKQLD[KS:”QJRNe_%/T\K5L$/(Kd:•lYgQJMbQTtND/T)_I#U_QJ Ne_%/Tvd:• YgQJMbQTtNT”QlSUfiN;/IKT=Ne_%wN (– /T§b/TAIKT^!3QJ[!3JMS(' G%(JMQ S Ne_%wN B b/T§SUT[A/ fgQ­TQ)0wNeIA&UQ­IA! B I0–H-9Z§SUJMQS:&UQJ)KDS(JLMI#'[wNeIKSUT JMQL"[›NeLL"(UQLGNNe_%wNC!3SUJ.G^1iQ) * /T

G^1iQ)fQ!5 [›NZYgSUIKTtNeL U/T K:Ne_QJMQIKL)bJMI›NeIKb/[\& /[#Q !

B 3 ! B c * ?* R?*2gPLMS)Ne_%wN B | * B IKLcIKTbJMQ/LMIKT=IKT B !3SUJ B m ! B /TvQbJMQ/LMIKTAIKT B !3SUJ BC ! B -ihh?w#QTbQ KQ!5 [›NcbSUJMJMQ[wNeIKSUTL IK[K[nSUT[A/HQbJMQ/LMQlIA! B Q21ibQQ)LXbQJGN;/IKT@Ne_JMQLM_SU[# B c * ?* A?*g2-{

''­IKTY\K%”Q_%&UQY!3S(T§Ne_%wNUQ!5 [›N#bSUJMJMQ[wNeIKSUTL[IK[K[WSUT[A/@IKTbJMQ/LMQlIA!7fgS/Ne_& /JMI/f[KQL

*

/T

B

/JMQ_I#U_\- <zT SUJ"QJ)NeSI/LMLMQLML—_IKbp_ bS('œfIKT%wNeIKSUTL­S !

* /T B b/T S5bb)J)K#I›N=IKL I#'­YgSUJGN;/TtNNeS*/QQY@IKT,'­IKTNe_%wN”Ne_QUGšJ"'­L)_5Q21iYgSUL"JMQZNeSlNe_Q',/bJMS5QbSUTS('­IKbLM_S5b;*­IKT 3 J

'­I#U_tNPQ21iY[/IKTEFI›NeQC [/J"UQ%Y%/JGN#S !"Ne_QˆbSUJMJMQ[wNeIKSUT@fgQdN”QQTJMQdN$JMTL#IKT 3 <:-aHšSUJDUJMQwNeQJ

bSUTbJMQdNeQTQLML)KV”Q, L=Ne_IKJ"YgSUIKTtNˆIKT NeI#'­Q K :KQGšTQNe_Q/LMLMQdNlJMQdN$JMTLY!3JMS('7 lNeSJcf0/

5-."$>= 143 6.89 c:!,-."$>=&;!,-."$2g2K%/T+/LML"'­QˆNe_%wNPNe_Q.GšJ"'­L)_šTSUJ"',/[KI#|Q)@JMQdN$JMTLUQYgQT§[KIKTQ/JM[A/)SUT ',/bJMS5QbSUTS('­IKbU!5/bdNeSUJ,/T§SUT§I#IKSULj/5TbJ$wNeIKbcbS('­YgSUTQTtNeL-¦V 5-."$e25-."$ a c 5-."$5g 3 -> $ | -."$+cH* 3 d?A, 3 JR?&<2gAI > S B ^P_Q)J$/TS(' & /JMI/f[KQL,c-."$#? -g#- #"0$ $>= "$0//JMQ,/LML"'­Q) NeS&fgQ'iN$%/[K[A/LGNeS5bp_%/LGNeIKb/[K[A/ IKT~N

QYgQTQTtNK /T Y/T /JMQYgSULMI›NeIA&UQ JMQ/[DTF'œfgQJML)-<zTLMQJGNeIKT§Q)EF%wNeIKSUT >

S BZIKTQ)EF%wNeIKSUT >Å\(B/THLMIKTNe_Q!5/bdNNe_%wN 6.89 c:!,-."$>="g 3 6.89 c:!,-."$;g | 5-."$>=ƒ”QXGšT%/[K[A/SUfiN;/IKT)Ne_%wN”Ne_QXQ!5 [›N YgSUIKTtNeL D/T #b/T§fgQXJMI›NMNeQT+/L @- 3 @-e! -> $>= cH* 3 d?A(gAI ˜`˜ D ÔÍÅÄDÍÅãwØpÍ–Ôdà 4 ØËwÆ! " ÍÅã$΢ÌÔdÉwÌ+ÄGÃÅÒpØpÍÅÎÔdËZ΢̩ÉwØdé¦âdÄMÆZÉÓ#ë$ÃÅÔdë/ÔÌ+ÎÍÅÎÔdËZÚwß$#$Ôdà 4% 4& "aÐwánÄ ÔdË$ÁÓâË$Ôpá@ÍÅãwØp͛('*),+ U.-('*),+ W œnÎËwé‚ÃÅÄMØdÌ+ÄMÌnÎËá©ã$ÎÁÄTŸ.  ,š$¡/('*),+ W ÆCÄMé‚ÃÅÄMØdÌ+ÄMÌGß

(16)

/T #"$ ?A! &"$2gKƒcH'R?<' 2g2Kƒc#"$>=R? O&"$>="g2K0/T SUTœNe_Q['­Q/TL

/TH& /JMI/TbQL”S !K#"$0/[/T &"$0/JMQLMYgQbdNeIA&UQ[A/(-ih5H]/=TSUJ"',/[KI#|IKT%Ne_Q& /JMI/TbQcS !# $0/ NeSHdX”Q SUfiN;/IKT@Ne_%wN B 3 :K * 3 R; T/T§Ne_%wNX• -K d—>H* 3 d?A(g2-”^P_IKL#IKTAN$JMT&I#'­Y[KIKQL”Ne_%wN * d2; B -! _%wNb/T—”Qˆ[KQ/JMT—!3JMS(' Ne_IKLPQ21iQJMbIKLMQ H7IKJMLGNKiLMIKTbQ%Ne_QY',/bJMS5QbSUTS('­IKbU!5/bdNeSUJJMQLMYgSUTLMIKf[KQ

!3SUJZNe_Q LMb/[KQ2NS:TIKTv/LMLMQdNY& /[#QLIK[K[“/[KLMS@Q21iY[/IKT}@bQJGN;/IKTf!3J$/bdNeIKSUT S !RNe_Q8/LMLMQdNjNzJMQdN$JMT

bSUJMJMQ[wNeIKSUT B Kih@Ne_QJMQZIKLˆLGNeJ"bdN$J$/[gJMQ[wNeIKSUTLM_IKYfgQdN”QQT B /T * - { QbSUT\KF!3SUJG^1iQ) B Ne_IKL JMQ[wNeIKSUTLM_IKY[KI#'­I›NeL©Ne_QPYgSULMLMIKf[KQ=& /[#QL !3SUJ * !3JMS(' /fgS:&UQ K†LMIKTbQ B QdNeQJ"'­IKTQL7X'­IKTI#',/[ ymo‘p%u Q21iYgSUL"JMQ­NeSANe_Q',/bJMS5QbSUTS('­IKb!5/bdNeSUJ)-Hw#QTbQ K/T IKTbJMQ/LMQ)IKT B IK[K[DfgQ,/LMLMS5bIwNeQ)vI›Ne_ —QbJMQ/LMQ)S !aNe_Q8YYgQJlfgS(T%/Jj/f!3SUJ * - ! _QdNe_QJ',/bJMS5QbSUTS('­IKbLM_S5b;* b/TWQbJMQ/LMQ Q!5 [›NbSUJMJMQ[wNeIKSUTL[wNT/[K[ƒIK[K[:Ne_QJMQ!3SUJMQ.QYgQTASUTA_S:1LGNeJMSUTU[A/Ne_Q.YYgQJPfgS(T—!3SUJ * IKL QYJMQLMLMQ)L_QT B JMIKLMQL)KI`-Q -­SUTNe_QQ215NeQTtNNeS_IKbp_Ne_Q,/LMLMQdNbSUJMJMQ[wNeIKSUTL./JMQQ21iY[/IKTQ)

f0/ Ne_QH',/bJMS5QbSUTS('­IKb!5/bdNeSUJˆNe_%wN _%/LlNeJMI#(UQJMQ) Ne_Q=LM_S5b;*ƒ-}<zT£S(JQ21 '­Y[KQ K _QJMQ=Ne_Q

',/bJMS5QbSUTS('­IKbV!5/bdNeSUJr!@[K[A/ZQ21iY[/IKTLWNe_QRbSUJMJMQ[wNeIKSUT\KLMI#'[wNeIKSUTcJMQL"[›NeLL"(UQLGNNe_%wNQ!5 [›N

bSUJMJMQ[wNeIKSUTL=/[A[/5LPIKTbJMQ/LMQcIA!©Ne_Q.Q!5 [›NYJMSUf%/fIK[KI›NeIKQLb =/Tb P[KIKQ#fgQdN”QQTLd:•

/Tvd:•

YgQJMbQTtN-! Q­TS: N$JMT NeS§Ne_Q­YgSUJGN"!3SU[KIKS@[KQ&UQ[`-—<zTI/T?&UQJ$ UQ)YgSUJGN"!3SU[KIKSKnNe_QHX QJnQbdNIK[K[DNeQT NeS

b/TbQ[WS(iNKiLMIKTbQZNe_QJMQ%LM_S([#=fgQY/L[',/T0/)Y%/IKJML”S ![KS0/TL=_QJMQ 0 QbJMQ/LMQLU/LPY%/IKJML_QJMQ

0 IKTbJMQ/LMQL)-XZL8&fgQTbp_',/J"*ƒKRbSUTLMI#QJ&YgSUJGN"!3SU[KIKS_QJMQH!3SUJQ/bp_ [KS0/T£IKT Ne_Q=YgSUJGN"!3SU[KIKS

I›Ne_8Q!5 [›NRYgSUIKTtNeLUc@ R?*2g/T­Q21iYgSUL"JMQUIKJMQbdNeIKSUT9cRd?

* g"Ne_QJMQIKL/TS/Ne_QJ[KS0/TI›Ne_+c@ R?*2g /T Ne_Q­SUYYgSULMI›NeQ­Q21iYgSUL"JMQ,IKJMQbdNeIKSUT c * ?dOg2-H<Q![”Q— bSUJMJMQ[wNeIKSUTQJnQbdNeLY%/IKJjIKLMQ/bJMSULML Ne_QˆYgSUJGN"!3SU[KIKSKtNe_QY',/J"UIKT%/[gQJnQbdNZS !7Q/bp_§Y%/IKJPIKLDUIA&UQT§f0/ c B | * B g | * B | B 3 cRd | * g)c B | B g C • I

`cTS}'­SUJMQ=YJ$/bdNeIKb/[[KQ&UQ[`KL"YYgSULMQANe_%wN [KS0/TL/JMQ@L"fIA&5I#Q) IKTtNeS b[/LMLMQL/bbSUJ"IKTNeS

Ne_QIKJQ!5 [›NRYJMSUf%/fIK[KI›N/—>‘!3SUJRQ21 '­Y[KQPf0/J$wNeIKTˆb[/LMLMQL;B2- F#S: b/[Kb)[wNeQNe_Q

*

S !WQ/bp_)b[/LML

f0/L"''­IKT/[K[LMIKTU[KQ Q21iYgSUL"JMQLS ![KS0/TL%IKTNe_%wNlb[/LML)-,<Q!”Ne_Q8& /[#QL.!3SUJ

*

IKTL/[K[Db[/LMLMQL

/JMQ/fgS(iNZNe_QœL$ '­Q KgNe_QTvX - LM_S([#}/YYJMS1iI#',wNeQ[A/Ab/TbQ[7S(iNY/T&Ne_Q_SU[KQQJnQbdNˆS !

Ne_Q LM_S5b;*SUTYgSUJGN"!3SU[KIKS)bSUJMJMQ[wNeIKSUTLcb/TfgQQLMbJMIKfgQ) f0/ {- -\<Q!RK_S:”Q&UQJ)K"b[/LML%Q21iYgSUL"JMQL

IAJnQJlLMI#UTIAGšb/TtNe[A/(K7Ne_QTSX - '­I#U_tN'­S~IA!‘/SUJIKTtNeQTLMIA!‘/ Ne_Q)JMIKLMQ=S !TQ!5 [›NbSUJMJMQ[wNeIKSUTL

b LMQ))f0/ {- -~w#S:”Q&UQJ)KQ&UQT)IA!X - IKLRLMI#UTIAGšb/TtNwNaYgSUJGN"!3SU[KIKS%[KQ&UQ[/TNe_FL'­S~IAGšQL {- K

˜@¢

ÕÄGÃÅÄánÄPãwØeÒdÄØdÌÅÌ+Ï$ÞÄMÆlÍÅãwØpÍ"Ÿ 0R¡V$Ÿ 0"¡[›KV š ¡zßPʋËÍÅã$Äì%ÄGÃ+ÍÅÔdËl–æØÞÄGánÔdÃÅâUІá©ã$΢é¦ãÎ¢Ì ÞÔdÃÅĔë$ÃÅÄMé‚΢Ì+ÄGÁÓlÆCÄMÌÅé‚ÃÅÎÉ/ÄMÆlÎË Ì+ÄMézÍÅÎÔdË K$ßïCÐtÍÅã$΢Ì΢ÌÄ"™Ï$ÎÒpØÁÄGËÍDÍÅÔZÍÅã$ÄØdÌÅÌ+Ï$ÞëCÍÅÎÔdËlÍÅãwØpÍUŸ>W“  UR¡V ŸU $¡zß ÕÄGËwé‚ÄánÄ#ØdÌÅÌ+Ï$ÞÄPÍÅãwØpÍaÍÅã$Ä#ÃÅ΢Ì+âÞPØËwØÖdÄGÞÄGËÍRã$ÔdÃÅÎåGÔdË ØËwƜÍÅã$Äë/ÄGÃÅÎÔCÆÆCÏ$ÃÅÎË$ֈá©ã$΢é¦ãœÍÅã$Ä#ÞPØdé‚ÃÅÔÄMé‚ÔdË$ÔdÞ΢é Ì+ã$ÔCé¦âP΢ÌØËwØÁÓåGÄMÆãwØeÒdÄ7ÍÅã$ÄRÌÅØÞÄDÁÄGË$ÖÍÅã†ß

˜>C

(17)

bSUJMJMQ[wNeIKSUTL)-Z§SUJMQS:&UQJ)K©IKT§NeQJ"'­LZS !Ne_Q_SU[KQQbSUTS('/(KgNe_Q/J"('­QTtNZNe_%wN.X

-b/TbQ[KL

S(iN”bS([#)fgQ', Q#Q&UQT@LGNeJMSUTUQJ)KiLMIKTbQZIA!WbJMQ)I›NYgSUJGN"!3SU[KIKSULS !/[K[šf%/T*†LD/JMQZbSUTLMI#QJMQ)\K5Ne_Q

* !3SUJ”Q/bp_@[KS0/T)b[/LML”IKL[&UQJ$ UQ)AS:&UQJD'bp_@_I#U_QJ”TF'œfgQJ”S !GšJ"'­L)-^P_IKL”IKT)N$JMT=LM_S([#

I#'­Y[A/œNe_%wNaNe_Q& /[#QL”S ! * /JMQ'bp_H'­SUJMQZLMI#'­IK[/J '­SUTb[/LMLMQL)-^P_QJMQ!3SUJMQ K%/L”QZN$JMT)NeS

Ne_Q%Ne_IKJ"—EFQLGNeIKSUT§YgSULMQ)+wNNe_QˆfgQ)UIKTTIKT S !"Ne_IKLPLMQbdNeIKSUT\K”Q.IK[K[nbSUTbQTtNeJ$wNeQlSUT {-

-<zTSUJ"QJNeSYUIA&UQU/TI#'­YJMQLMLMIKSUTS !gNe_QLMI#|QS !gNe_QQJnQbdNeL=wN”SUJ"*ƒKF”Q_%&UQ#b/[Kb)[wNeQ)8Q!5 [›N

bSUJMJMQ[wNeIKSUTLT!3SUJXIAJnQJMQTtN%[KS0/T&N/5YgQLC/T}IAJnQJMQTtNY',/bJMS5QbSUTS('­IKblLMbQT%/JMIKSUL)-l^P_QQ!5 [›N YJMSUf%/fIK[KI›NeIKQL=/LMLMS5bIwNeQ)I›Ne_@Ne_QLMQˆLMbQT%/JMIKSULU/JMQˆLM_S:T&IKT=N;/f[KQ h(-XO X ] <zTI›NeI/[ R4 { _S5b;* h Nph S -›h$\ - [ hUh(-¢\/] { _S5b;*§\ N [ ] -[ h h(-]ih h ~- … { _S5b;* [ N S ] h(-[ S [ -S… [ -S \ ^ /f[KQhUV ¶…M3xt}vR“ty‚™5x™t{}}{}vz{–…p‘R{}|“…ey‚˜p…e|wv‹yRU{¢«š…ey‚…e|wva–$x|v+—/“…p‘ax|†U{¢«š…ey‚…e|wva‘z„†/˜‚Šœ‘‚˜p…e|5xyz{–C‘ ^P_QGšJMLGNˆLMbQT%/JMIKSv>3IKTI›NeI/[©LMbQT%/JMIKSFB#LMQJj&UQLC/L.)fgQTbp_',/J"*f/T&Ne_QœNe_JMQQœS/Ne_QJMLXQLMbJMIKfgQ

Q&5IwNeIKSUTL!3JMS(' Ne_Q#IKTI›NeI/[LMbQT%/JMIKSIKTbQ))f0/',/bJMS5QbSUTS('­IKbPLM_S5b;*†LS !IAJnQJMQTtN”IKTtNeQTLMIN

NeIKQL)-#! QZ_%&UQcbp_SULMQT@Ne_JMQQXIAJnQJMQTtN[KS0/TN/5YgQLC>3[/fgQ[KQ)­XK^] /T DB_IKbp_@_%&UQXIAJnQJMQTtN

IKTI›NeI/[%Q!5 [›NYJMSUf%/fIK[KI›NeIKQL)-"^P_Q%IKTI›NeI/[%Q!5 [›NPYJMSUf%/fIK[KI›NeIKQL!3SUJ”Q/bp_A[KS0/T)N/5YgQ%_%&UQ%fgQQT

bp_SULMQT /L&UQJ$ UQ=SUTQ2NQ/UQ/JQ!5 [›NœJ$wNeQLœS !PNe_Q=_I#U_\K“'­Q)I#' /T£[KS: J$wNeIKT&LMQ)('­QTtNeL

S !UZ§S5S~^/_L)-ih>& <zT Ne_Q­Ne_JMQQ)LM_S5b;* LMbQT%/JMIKSUL)K/LMLMQdN& /[#QLCIK[K[fgQ)JMQ)bQ)Ÿf0/ dO”~K (•+/T

” •=YgQJMbQTtN—>3I`-Q - ' 3 • I.0”~K• I—/TL• I”=JMQLMYgQbdNeIA&UQ[A/B2-8<zTSUJ"QJ%NeSAb/[Kb)[wNeQNe_QJMQL"[›NeIKT

bp_%/TUQL­IKT Q!5 [›NYgSUIKTtNeL”QGšT%/[K[A/£TQQ)9NeSvG^1 Ne_Q§LGN;/T%/J" Q&5IwNeIKSUT S !cJMQdN$JMTLf>3LMQQ

Q)EF%wNeIKSUT3> [ B"B2- ! Q=_%&UQ=bp_SULMQT /TI&UQJ$ UQ,& /[#QH• I +!3SUJC/UQ/JM[A/ JMQdN$JMTL!3JMS(' „ƒ…‹VŒL

>‚h ihOB2- ! Q­_%&UQNe_QT b/[Kb)[wNeQ)vQ!5 [›NˆbSUJMJMQ[wNeIKSUTLcIKT Ne_QIKTI›NeI/["LMbQT%/JMIKS9/TWQJMIA&UQ)

Ne_Q.!5/bdNeSUJMLf0/_IKbp_ANe_QLMQbSUJMJMQ[wNeIKSUTLIKTbJMQ/LMQCTQJNe_QˆNe_JMQQlLM_S5b;*@LMbQT%/JMIKSUL)-”XZ[K[Wb/[N

b)[wNeIKSUTLˆ_%&UQ=fgQQTI', Q!3SUJ/[K[RYgSULMLMIKf[KQ­bS('œfIKT%wNeIKSUTLˆS !PNe_Q­Ne_JMQQ=[KS0/TN/5YgQL8/TL!3SUJ

IAJnQJMQTtNX/LMLMQdN%bSUJMJMQ[wNeIKSUTL> B 3 d:•0–HK B 3 (•0– /T B 3 ” •0–8B2-^ /f[KQ \LM_S:LZNe_QJMQL"[›NeL S !"Ne_QLMQˆb/[Kb)[wNeIKSUTL)-˜ M ì%ÔdÃÅÄë$ÃÅÄMé‚΢Ì+ÄGÁÓdÐwánÄãwØeÒdÄRÆCÎÒ΢ÆCÄMÆ%ØÁÁ HwÃÅÞPÌ©ÍÅãwØpÍ"ánÄGÃÅÄæØpÍÅÄMÆZÉÓcì%ÔÔCÆCÓÌ©ÎËïñdñdñ”ÎËÍÅÔPÍÅã$ÃÅÄGÄÄ"™ÏwØÁNjÌ+ÎåGÄMÆ ÖdÃÅÔdÏ$ëwÌGß N ã$Äã$ÎÖdã$ÁÓæØpÍÅÄMÆZÌ+ÄGÖdÞÄGËÍ7›–Á¢ØÉ/ÄGÁÄMÆcÀ œWÎËwé‚ÁÏwÆCÄMÌ HwÃÅÞPÌ©á©ÎÍÅãcæØpÍÅÎË$ÖÌg–ÃÅÔdÞíÀ"ØdØaÍÅÔPÀ K$ÐCÍÅã$ÄÞÄMÆCÎÏ$Þ”Ç Ã¦ØpÍÅÄMÆÌ+ÄGÖdÞÄGËÍ.›–Á¢ØÉ/ÄGÁÄMÆ­çœaÎËwé‚ÁÏwÆCÄMÌ HwÃÅÞP̔á©ÎÍÅã­Ã¦ØpÍÅÎË$ÖÌa–ÃÅÔdގçWØdØdØ$ÙPÍÅÔ çWØïˆØËwÆ ÍÅã$ÄZÁÔpáWǀæØpÍÅÄMÆÌ+ÄGÖdÞÄGËÍ ›–Á¢ØÉ/ÄGÁÄMÆ\œnÎËwé‚ÁÏwÆCÄMÌHwÃÅÞPÌWá©ÎÍÅãcæØpÍÅÎË$ÖÌn–ÃÅÔdÞ9çWØdØRKRÍÅÔ"ß/êÄGij§^§~² ®¦›Kïñdñdñ)œzß

(18)

X R4+4 /!4 R4 4 R4 h(- h(-S h(-[ … h(-U] h(-S[ h(-[ [ h(-S h(-[ h(-¢\4 [ -4 S \~-… \ h(-ih [ -[ \~- h(- \~- [ h(- h(-… hC]^-›hUh S - … [ -›h ^-¢\4 -4 … \~- [ - [ -›h \~- [ ] * h(-4U\ h(- h(-[ h h(- h(-[ h(-¢\ [ -] \~-¢\ h(-4 S \~-›h h(-ih h(-S… … -4 -›h [ \~-… \~-… [ -… S \~-4/] \~-›hC] R4 4+4 h(-¢\ … h(-›h h(-›h [ h(-S… h(-[ h(-¢\ h(- S h(-… S h(- [ ^ /f[KQc\5V ¶…M3xt}vD˜pyzy‚…e›xvz{–|†‘ K™–{}|“…ey‚˜p…e|wvx|†œ‘‚˜x}{}|t~#3x˜ev‚y‚‘7™w—ˆ‰„t{–˜‚„ t…M3xt}v˜pyzy‚…e›xvz{–|†‘ {}|†˜ey‚…x‘‚…Pt|†t…eyRvz„†…‘z„†/˜‚Š ‘‚˜p…e|5xyz{–C‘ ¨ „†…‘‚˜x}{}|t~ˆ3x˜ev‚yRt…p‘‚˜eyz{}™…p‘Rvz„†…Pƒ#t}vz{}“t}{–…ey”™w—‰„t{–˜‚„)t…M3xt}v ˜pyzy‚…e›xvz{–|†‘ˆ˜‚„5x|t~$… ˜pƒ%“5xy‚…p v‚)vz„†…{}|t{}vz{›xR‘‚˜p…e|5xyz{–t+|…x˜‚„˜p…e}”vz„†…ƒlxvzyz{ š’vz„†…œ˜p}tƒ%|†‘ ˜pyzy‚…p‘z“|†=v‚vz„†…%U{¢«š…ey‚…e|wv#x‘‚‘‚…evP˜pyzy‚…e›xvz{–|†‘#˜‚„†C‘‚…e|:Z¤”‘‚‘‚…ev˜pyzy‚…e›xvz{–|†‘ {}|†˜ey‚…x‘‚…Z€y‚ƒ –…M€vv‚

yz{}~C„wv t’ t’gx|† œ“…ey‚˜p…e|wv M ¨ „†…Zy‚‰R‘˜pyzy‚…p‘z“|†)v‚vz„†…cU{¢«š…ey‚…e|wv‘z„†/˜‚Š)‘‚˜p…e|5xyz{–C‘ ¨ „†…

{}|wv‚…e|†‘z{}v+— Wvz„†…‘z„†/˜‚Š{}|†˜ey‚…x‘‚…p‘€y‚ƒŽvz„†…Pv‚“v‚cvz„†…P™vzv‚ƒðy‚‰

<zTŸQ/bp_ŸbQ[K[”S !PNe_QH',wNeJMI1rK7IKTI›NeI/[Q!5 [›NœbSUJMJMQ[wNeIKSUTL/JMQ=fgSU[#I/TS/JMQ!3SU[K[KS:”Q)£f0/ Ne_Q

LMb/[KIKT!5/bdNeSUJMLPf0/—_IKbp_Q!5

[›NbSUJMJMQ[wNeIKSUTLIKTbJMQ/LMQYTQJPNe_QYIAJnQJMQTtN#LM_S5b;*@LMbQT%/JMIKSUL)-^P_QXIAJnQJMQTtNPbSU[#'­TL”bSUJMJMQLMYgSUT=NeSNe_QXIAJnQJMQTtNT/LMLMQdNPbSUJMJMQ[wNeIKSUTLabp_SULMQT\-”HšSUJ”Q21 '­Y[KQ K

Ne_QlNe_IKJ"&[KIKTQˆIKT&Q/bp_ bQ[K[LM_S:LZNe_QC!5/bdNeSUJMLZf0/9_IKbp_fQ!5 [›NZbSUJMJMQ[wNeIKSUTLIKTbJMQ/LMQTQJ

Ne_QLM_S5b;*LMbQT%/JMIKSl\T!3SUJ7Ne_Q[IAJnQJMQTtN“& /[#QLDS ! B -7^P_QPLMQbSUTQTtNeJj/œIKTNe_IKLD[KIKTQ”YJMQLMQTtNeLNe_Q !5/bdNeSUJ[!3SUJ B 3 ” •0–H-^P_QlJMQYgSUJGNeQ)§JMQL"[›NeLPL"(UQLGN#Ne_%wNPNe_Qˆbp_%/TUQL#IKTQ!5 [›NPbSUJMJMQ[wNeIKSUTL

',/£fgQ@L"fLGN;/TtNeI/[`-SZ§SUJMQS:&UQJ)K[Q!5 [›N bSUJMJMQ[wNeIKSUTLœJMIKLMQ—'­SULGNLGNeJMSUTU[A/£JMQ[wNeIA&UQ=NeS Ne_QIKJ

YJMQ2NzLM_S5b;*—& /[#QˆIA!7JMQdN$JMTbSUJMJMQ[wNeIKSUTLT/T&IKTI›NeI/[rQ!5 [›N#YJMSUf%/fIK[KI›NeIKQLD/JMQl[KS:Y-”^P_QQJnQbdN

fgQbS('­QLP[KQLMLYJMSUTS(TbQ)&IA!Ne_SULMQlY%/J$ '­QdNeQJMLPIKTbJMQ/LMQ

-XNDNe_IKLDYgSUIKTtN ”QP_%&UQbSUTb[#Q) Ne_%wN7wNYgSUJGN"!3SU[KIKS#[KQ&UQ[`K/Ne_QPIKTbJMQ/LMQIKT& /JMI/TbQLDb LMQ)f0/

_I#U_QJ7Q!5 [›NRYJMSUf%/fIK[KI›NeIKQLm!‹NeQJC',/bJMS5QbSUTS('­IKbLM_S5b;*IK[K[fgQ#JMQIKT^!3SUJMbQ))f0//T)IKTbJMQ/LMQ

IKT Q!5 [›N)bSUJMJMQ[wNeIKSUTL)- ! QTS: UIA&UQf/T I#'­YJMQLMLMIKSUTíS !cNe_QLMI#|Q&S !cNe_QLMQQJnQbdNeLH!3SUJ,/T

&UQJ$ UQ[KS0/TYgSUJGN"!3SU[KIKS-^ /f[KQ [ LM_S:LˆNe_Qbp_%/J$/bdNeQJMIKLGNeIKbLˆS !”Ne_QYgSUJGN"!3SU[KIKSULLMQ) IKTSUJ"QJ

NeS)IK[K[#LGNeJ$wNeQ%S(JNe_QSUJMQdNeIKb/[JMQL"[›NeL)- F#S/NeQlNe_%wN#Ne_QYJMIKTbIKY%/[©IKL#bp_SULMQT L"bp_&Ne_%wN./[K[©[KS0/TL

(19)

!=d(-B d2;cRdDefb,-@g ] S ] [ ]U] ^ /f[KQ [ V µ „5xyGx˜ev‚…eyz{–‘zvz{–˜xlWvz„†…“yzv¦‹}{–C‘R†‘‚…p‹y{}}}†‘zvzyGxvz{–|: ! Q_%&UQ bSUTLMI#QJMQ)Ne_JMQQIAJnQJMQTtNcN/5YgQL%S !RL"bp_ YgSUJGN"!3SU[KIKSULVYgSUJGN"!3SU[KIKSULSUT[A/§bSUTLMIKLGNeIKT=S ! N/5YgQXí[KS0/TL[>3[/fgQ[KQ)XZXZX.B2K/YgSUJGN"!3SU[KIKSUL©SUT[A/lbSUTLMIKLGNeIKTcS !N/5YgQ [KS0/TLD>3[/fgQ[KQ) DB2K0/T

YgSUJGN"!3SU[KIKSULI›Ne_—d:•(•c[KS0/TLDS !gQ/bp_N/5YgQC>3[/fgQ[KQ)œXX]DB2-t^ /f[KQ %IK[K[#LGNeJ$wNeQL7_S:íNe_QPLGN;/T%/J"

Q&5IwNeIKSUTL> { N$ƒB/T Ne_QœQbSUTS('­IKbœb/YI›N;/[[> - DBZS !=/T XX]ŽYgSUJGN"!3SU[KIKS­IKTbJMQ/LMQTQJcNe_Q

IAJnQJMQTtN7LM_S5b;*ˆLMbQT%/JMIKSULV”Q”_%&UQbSUTLMI#QJMQ)\-HšSUJQ21 '­Y[KQ KwIA!ƒ/LMLMQdN & /[#QLVQbJMQ/LMQf0/dO”(–HK

Ne_QT)YgSUJGN"!3SU[KIKScLGN;/T%/J",Q&5IwNeIKSUTIK[K[IKTbJMQ/LMQ#f0/ 0–H-“<zT­SUJ"QJRNeSlI#QTtNeIA!‘/œNe_Q#LMI#|Q#S !nNe_Q

bSUJMJMQ[wNeIKSUTAQJnQbdNK”Q_%&UQœb/[Kb)[wNeQ)§Ne_QlIKTbJMQ/LMQIKT&YgSUJGN"!3SU[KIKS LGN;/T%/J"fQ&5IwNeIKSUTANe_%wNcIKL

/bp_IKQ&UQ)}_QT SUT[A/§Ne_Q IKTbJMQ/LMQ IKT [KS0/Tf& /JMI/TbQLcIKLcbSUTLMI#QJMQ)L/TvQ!5 [›NcbSUJMJMQ[wNeIKSUTL

/JMQXG^1iQ)§NeS Ne_QIKJPYJMQ2NzLM_S5b;*@[KQ&UQ[KL)-^P_QLMQlJMQL"[›NeLU/JMQˆJMQYgSUJGNeQ)§IKTAbSU[#'­TW> { N$~N ”SUJMJ;B2-XO { N$~N ”SUJMJ { N$ Nph S \ [ [ \ N [ ] SS S h N S ] hC] S h … hC]U] ^ /f[KQ$V

·n…ey‚˜p…e|wvGx~$…&{}|†˜ey‚…x‘‚…@{}|9‘zvGx|††xy‚9t…e•/{›xvz{–| 3uwv‚x|† …p˜p|†ƒ%{–˜§˜x“t{}vGx µ xd€v‚…ey ƒlx˜ey‚/…p˜p|†ƒ%{–˜‘z„†/˜‚ŠU‘‹yZx|&¤ µ “yzv¦‹}{–t ¨ „†…ˆ˜p}tƒ%| 3uwv‚/¡ µ yzy P~C{}•$…p‘vz„†…ˆ“…ey‚˜p…e|wvGx~$…l{}|U¡

˜ey‚…x‘‚…”{}| “yzv¦‹}{–%‘zvGx|††xy‚ t…e•/{›xvz{–| ‰„†…e| vz„†…{}|†˜ey‚…x‘‚…{}|t…M3xt}vR˜pyzy‚…e›xvz{–|†‘R{–‘D|†vvGxŠ$…e| {}|wv‚ x˜p˜pt|wv

X '­SUJMQ%Q21i_% LGNeIA&UQLGN$^/§S !7Ne_QˆJMQ[KQ& /TbQlS !7Ne_QˆbSUJMJMQ[wNeIKSUTAQJnQbdNU!3SUJLGN;/T%/J"9Q&5IwNeIKSUT

/T@QbSUTS('­IKbZb/YI›N;/[gS !"bJMQ)I›NPYgSUJGN"!3SU[KIKSUL7TQJD',/bJMS5QbSUTS('­IKb#LM_S5b;*†L_%/LPfgQQTAYJMS:&5I#Q)

f0/3‚„ƒ…†O‡ˆ‰Š ˆ ‹VŒ Ž‘ƒƒ’“‹V„ƒ…x>Å\/]U]U]0B/T Ž‘ƒƒ’“‹V„ƒ…x>Å\/]U]U]0B2-S#LMIKTWLMI#'[wNeIKSUTI/Y~N

YJMS0/bp_\K5Ne_Q/=IKLMSU[wNeQ#Ne_QcbSUJMJMQ[wNeIKSUT)QJnQbdNS ! ',/bJMS5QbSUTS('­IKb#LM_S5b;*ƒ-RXU!‹NeQJ”Ne_QcLM_S5b;*=_%/L

S5bb)JMJMQ)\KNe_Q/ LMb/[KQ8S:T£JMQdN$JMT bSUJMJMQ[wNeIKSUTL.TtNeIK[Q!5 [›NlbSUJMJMQ[wNeIKSUTLY/JMQ,wNˆNe_Q­L$ '­Q

[KQ&UQ[ /LcfgQ!3SUJMQlNe_QLM_S5b;*ƒ- ”S('­Y%/JMIKT­LGN;/T%/J"}Q&5IwNeIKSUTf/TQbSUTS('­IKblb/YI›N;/["SUfiN;/IKTQ)

I›Ne_£Ne_Q@bSUJMJMQbdN,/TŸNe_Q@LMb/[KQ)~NS:T JMQdN$JMT9bSUJMJMQ[wNeIKSUTLQT%/f[KQLœNe_Q)' NeS}'­Q/L"JMQ@Ne_Q

LMI#|Q@S !#Ne_QAbSUJMJMQ[wNeIKSUT£QJnQbdN­JMQ[wNeIA&UQ=NeSNe_QAS/Ne_QJQJnQbdNeL)- ^P_Q/ŸLM_S: Ne_%wN Ne_Q@bSUJMJMQ[ON

NeIKSUTQJnQbdNY',/f/bbS(TtN.!3SUJ'­SUJMQNe_%/T

S

]

S !RNe_Q IKTbJMQ/LMQœIKT bJMQ)I›N%JMIKL"*§IKTbQ) f0/Ne_Q

(20)

',/bJMS5QbSUTS('­IKbZLM_S5b;*ƒ-J$wNeQLUIK[K[\& /Jj/ANe_JMS(U_S(iNZNe_QfLMIKTQLMLcb/5b[KQ K\/LZIKLNe_Qb/LMQI›Ne_§Ne_QLGN;/T%/J"fQ&5IwNeIKSUT

S !bJMQ)I›NYgSUJGN"!3SU[KIKSUL)-"^P_IKLPSUfLMQJj& wNeIKSUT=IKLI#'­YgSUJGN;/TtN”LMIKTbQðNe_Qcb)JMJMQTtNe[A/=YJMSUYgSULMQ)AJMQ)bQ)~N

!3SUJ"'ŽbJMQ)I›NjNzJMIKL"*X'­S~Q[KLLMQ=Q!5 [›N7J$wNeQIKLGNeJMIKfiNeIKSUTLV/L"IKTYiNV!3SUJNe_Q7& /[#Q2NRwNjNzJMIKL"*./T%/[A/5LMIKL

S !abJMQ)I›N%YgSUJGN"!3SU[KIKSUL)-ih L<zT N;/f[KQ

S

”Q IK[K[#LGNeJ$wNeQ_S: Q!5 [›NjNzJ$wNeQLGN;/T%/J"vQ&5IwNeIKSUTL& /Jj/

Ne_JMS(U_S(iN=Ne_Q fLMIKTQLMLAb/5b[KQ - ”SUTLMI#QJMIKTS/T IKTLGNeJj/ I›Ne_3/T XX] GšJ"' YgSUJGN"!3SU[KIKSK

”Q_%&UQœb/[Kb)[wNeQ)ANe_QYgQJMbQTtN; UQœIKTbJMQ/LMQS !DNe_QLGN;/T%/J"fQ&5IwNeIKSUT_QTNe_QQbSUTS('/

'­S:&UQLX!3JMS(' Ne_Q Q21iY%/TLMIKSUTNeS=Ne_Q JMQbQLMLMIKSUTLGN;wNeQ S !RNe_Q fLMIKTQLML%b/5b[KQ -h 3 ^P_JMQQ8IAJnQJMQTtN

Q21iY%/TLMIKSUT 6wJMQbQLMLMIKSUT LMbQT%/JMIKSULUN[_QJMQNe_Q/LMLMQdN.& /[#QLZIKTbJMQ/LMQ>@QbJMQ/LMQ:BZf0/Ld:•^K •H/T

(• YgQJMbQTtNAbS('­Y%/JMQ) NeS Ne_Qv&UQJ$ UQ b/LMQ9N_%&UQ fgQQT Q& /[#%wNeQ)\- `XJ=JMQL"[›NeL=L"(UQLGN

Ne_%wN—N_QT LMIKT Q!5 [›N§J$wNeQvIKLGNeJMIKfiNeIKSUTL/L+/T IKTYiN!3SUJAbJMQ)I›N§JMIKL"*4'­S~Q[KL,N­Ne_Q

LGN;/T%/J"Q&5IwNeIKSUTLS !\Q!5 [›NRJ$wNeQLRLM_S([#­fgQU %/YiNeQ)­NeS%Ne_Q#fLMIKTQLMLab/5b[KQ -HšSUJRQ21 '­Y[KQ

Ne_QALMI#'[wNeIKSUT£JMQL"[›NeL­IKT4‚’“…Œ >Å\/]U]U]0BLM_S: Ne_%wNNe_Q§YgQJMbQTtNeIK[KQ—& /[#QLb/[Kb)[wNeQ) f0/

JMQ)bQ)~NQ!3SUJ"' '­S~Q[KL7/JMQD&UQJj/­LMQTLMI›NeIA&UQPNeSlbp_%/TUQL”IKT8Q!5 [›NjNzJ$wNeQPLGN;/T%/J",Q&5IwNeIKSUT\-DHšSUJ

Ne_Q#YgSUJGN"!3SU[KIKSULDbSUTLMI#QJMQ))f0/%SUJ"^/(K~/T)IKTbJMQ/LMQ#S !\& /JMI/TbQLRf0/9d:•(•0– IKTbJMQ/LMQL”YgQJMbQTtNeIK[KQL

f0/=N”SNeS Ne_JMQQˆNeI#'­QL)-XO { N$~N ”SUJMJ { N$ d:•0– [ •0– 4 hUh (•0– h [ S \5h ^ /f[KQ S V ·n…ey‚˜p…e|wvGx~$…Z{}|†˜ey‚…x‘‚…#t…M3xt}v¦¡3yGxv‚…#‘zvGx|††xy‚)t…e•/{›xvz{–|­‰„†…e|­vz„†……p˜p|†ƒ#—ƒˆ•$…p‘R€y‚ƒ vz„†…… U“5x|†‘z{–|#v‚Rvz„†…©y‚…p˜p…p‘‚‘z{–|Z‘zvGxv‚…"tvz„†…©™t†‘z{}|†…p‘‚‘n˜e—U˜e–…C ž …„5xp•$…7x‘‚‘ztƒˆ…pvz„5xvgvz„†…©Œ†yzƒ9“yzv¦‹}{– Wvz„†…P‘‚…p˜ev‚yay{}|†U†‘zvzyz—œt|†t…eya˜p|†‘z{–t…eyGxvz{–|­{–‘RWv+—/“…P¤ µ  %'&d/Z/R3‚( 8( 3

-^P_QœYJMIKbQœS !)[KS0/TLM_S([#JMQMšQbdN%Ne_QœbSULGNeLcS !RNe_Q I›NeIKSUT%/[ '­S(TtNcS !Rb/YI›N;/[Ne_%wN%_%/L

NeSœfgQc_Q[#— 0/IKTLGN”Ne_QcbJMQ)I›NYgSUJGN"!3SU[KIKSY_QT@Ne_QcLMYgQbIAGšbc[KS0/T=IKL[ Q)=NeSœNe_QcYgSUJGN"!3SU[KIKS-V<zT

b)JMJMQTtN#YJ$/bdNeIKbQ KIKTtNeQJMQLGN#J$wNeQLPSUTA[KS0/TLPIKT—'­SULGNPb/LMQLU'­QJMQ[A/=JMQMšQbdNNe_Q%I#'­Y%/bdNPS !7_I#U_QJ

Q!5 [›NYJMSUf%/fIK[KI›NeIKQL7SUTfs ,A%s;qusJ8JMQdN$JMTL)-R`XJRJMQL"[›NeLRL"(UQLGNRNe_%wNNe_QI#'­Y%/bdNRSUTYgSUJGN"!3SU[KIKS

LGN;/T%/J"9Q&5IwNeIKSUT§LM_S([#+/[KLMS­fgQˆN; */QT&IKTtNeS,/bbS(TtN-! QlfgQ[KIKQ&UQ%Ne_%wN#Ne_QY!3SU[K[KS:IKTN”S

˜HJ ÀÞÔdË$ÖaÍÅã$ÄGÞ9ØÃÅÄ gÃÅÄMÆCÎͩ΢Ì+â Â–ÃÅÔdÞ gÃÅÄMÆCÎÍêÏ$΢ÌÅÌ+Ä×7ÃÅÔdÏ$ëZØËwÆgÃÅÄMÆCÎÍWèÔdÃ+Í+–ÔdÁÎÔ"ÎÄGáA–ÃÅÔdÞ ìˆéDÎËwÌ+ÄGÓdß êÄGÄ=ª « OO²~¤Q(¬F¤¦"¦O›3ÙMÜdÜÝ2œgØËwÆ.³D¤i¨~¦O®9›3ÙMÜdÜ©)œ ˜HM î:Þë$ÁÔpÓÎË$ÖRØËPÀ"ç  ë/ÔdÃ+Í+–ÔdÁÎÔwÐdánÄ©ãwØeÒdÄWÎËPëwØÃ+ÍÅ΢é‚Ï$Á¢ØÃ:ØdÌÅÌ+Ï$ÞÄMÆRÍÅãwØpÍ:ÍÅã$ÄËÏ$ÞaÉ/ÄGÃ:ÔÂHwÃÅÞP̚ÎËÍÅã$Ä©ÎËwÆCÏwÌ3ÍÅÃÅÓ Î¢Ìžž$ßÕÔpánÄGÒdÄGÃMÐÍÅã$ÄKHwÖdÏ$ÃÅÄMÌWÎË#ͦØÉ$ÁĔÆCÔË$ÔÍ"é¦ãwØË$ÖdÄDÌ+Ï$ÉwÌ3ͦØËÍÅ΢ØÁÁÓP–ÔdÃؔÁ¢ØÃÅÖdÄGÃWËÏ$ÞaÉ/ÄGéÔÂHwÃÅÞPÌGß

(21)

Ne_Q#bSUTtNeJMIKfiNeIKSUT­S !l[KS0/TNeSlNe_QZLGN;/T%/J",Q&5IwNeIKSUT­S !WNe_QZbJMQ)I›N”YgSUJGN"!3SU[KIKSX& /JMIKQL7I›Ne_­Ne_Q

bS('­YgSULMI›NeIKSUTˆS !šNe_Q”YgSUJGN"!3SU[KIKS-HšSUJ7Q21 '­Y[KQ KwNe_Q=Q!5 [›NDbSUJMJMQ[wNeIKSUTlS !£[KS0/TCI›Ne_[KS0/TL7IKT

/T)XZXZX YgSUJGN"!3SU[KIKSˆIKL=” I•

KF_IK[KQTQ!5 [›N”bSUJMJMQ[wNeIKSUTLIK[K[šJMIKLMQNeS I0”

IA!WNe_Q#bSUTLMI#QJMQ)

YgSUJGN"!3SU[KIKSAIKLS !PN/5YgQ €>@IKLGN;/TbQ2NzS !NQ!5 [›NjNzYgSUIKTtNeL%QJnQbdN2B2- { QbSUT\KNe_Q& /JMI/TbQ)QJnQbdN

>3[KS0/TLUI›Ne__I#U_QJXQ!5 [›NcYJMSUf%/fIK[KI›N/A_%&UQ)_I#U_QJcLGN;/T%/J"}Q&5IwNeIKSUT&Ne_%/T [KS0/TLUI›Ne_

[KS:”QJQ!5 [›NcYJMSUf%/fIK[KI›N/BIKLZJMQIKT^!3SUJMbQ)f0/&Ne_QbSUJMJMQ[wNeIKSUT&QJnQbdN>‹Ne_Q/f/[KLMS=_%&UQ=_I#U_QJ

bSUJMJMQ[wNeIKSUT,I›Ne_AS/Ne_QJ[KS0/TL;B2-^ /f[KQ

…

IK[K[#LGNeJ$wNeQL­Ne_%wN@I›N=IKL)I#'­YgSUJGN;/TtN)NeS£JMQbS(UTI#|QNe_%wN—£[KS0/T\_L=bSUTtNeJMIKfiNeIKSUTíNeS£Ne_Q

YgSUJGN"!3SU[KIKSLGN;/T%/J"3Q&5IwNeIKSUT & /JMIKQL=LGNeJMSUTU[A/ I›Ne_ I›NeL,Q!5 [›N@YJMSUf%/fIK[KI›N/(-! QbS('­Y%/JMQ

LGN;/T%/J"9Q&5IwNeIKSUT9/T&QbSUTS('­IKb%b/YI›N;/[©S !/T§XZXZX /T+ 1YgSUJGN"!3SU[KIKSœf0/§b/[Kb)[wNeIKT

Ne_QAJ$wNeIKS f0/I_IKbp_ífgS/Ne_ S !ZNe_QLMQ9'­Q/L"JMQL­IKTbJMQ/LMQ—_QT '­S:&5IKT}!3JMS(' Ne_Q9/T%/[A/5LMIKLS !

YgSUJGN"!3SU[KIKS=NeSANe_Q­JMQLMYgQbdNeIA&UQ& /[#QL.!3SUJC/T XZXZX YgSUJGN"!3SU[KIKS-HšSUJˆQ21 '­Y[KQ K©Ne_Q

LGN;/T%/J"Q&5IwNeIKSUT IKL(” I .cNeI#'­QL_I#U_QJDNe_%/TNe_QXZXZX LGN;/T%/J"Q&5IwNeIKSUT\-7XZLRfgQ!3SUJMQ K0”Q

_%&UQb/[Kb)[wNeQ)ANe_QlIKTbJMQ/LMQIKT§YgSUJGN"!3SU[KIKS LGN;/T%/J"+Q&5IwNeIKSUT_QT&Ne_QIKTbJMQ/LMQlS !Q!5 [›N

bSUJMJMQ[wNeIKSUTLIKLPTS/NPN; */QT&IKTtNeS/bbS(TtN#IKTAbSU[#'­TW>

{

N$~N ”SUJMJ;B2- F#S/NeQcNe_%wN/[K[nS !"Ne_QLMQlJ$wNeIKSUL

/[KLMSJMQMšQbdNDIAJnQJMQTbQLIKT­Ne_QcYJMIKTbIKY%/[KLRS !©Ne_QZ[KS0/TL”IKT)fgS/Ne_=YgSUJGN"!3SU[KIKSULU>3LMQQZN;/f[KQ [

B2-{

IKTbQ

”Q+/JMQ9',/IKT[A/£IKTtNeQJMQLGNeQ) IKT Ne_Q& /JMI/TbQ+/TíbSUJMJMQ[wNeIKSUT QJnQbdNK”Ne_Q&LMQbSUT JMS: S !cNe_Q

N;/f[KQœb/[Kb)[wNeQLZNe_Q JMQLMYgQbdNeIA&UQ­J$wNeIKSULU_QTNe_QYJMIKTbIKY%/[KLZS !RNe_Q[KS0/TLcIKT fgS/Ne_YgSUJGN"!3SU[KIKSUL

/JMQ%TSUJ"',/[KI#|Q)=NeSd(-JMIKTbIKY%/[KL { N$~N ”SUJMJ { N$ - w#QdNeQJMS(UQTQS(L h$\~-›hC] \ ~-¢\/] S ~-›h [ w#S('­S(UQTQS(L hUh(-¢\ \ S -¢\4 S[ -›h ^ /f[KQ … V

xvz{–C‘#™w—A‰„t{–˜‚„‘zvGx|††xy‚t…e•/{›xvz{–| 3uwv‚#x|†&…p˜p|†ƒ%{–˜œ˜x“t{}vGx µ {}|†˜ey‚…x‘‚…ˆ€y‚ƒ ¤”¤”¤ v‚ µµµ “yzv¦‹}{–C‘ ¨ „†…cŒ†y‚‘zv˜p}tƒ%| 3uwv‚/¡ µ yzy PU{–‘z“t›xp—U‘Pvz„†…cyGxvz{–œ‹yP“yzv¦‹}{– ‘zvGx|††xy‚ t…e•/{›xvz{–|A‰„†…e|§vz„†…%{}|†˜ey‚…x‘‚…ˆt…M3xt}vZ˜pyzy‚…e›xvz{–|†‘#{–‘P|†vvGxŠ$…e|§{}|wv‚­x˜p˜pt|wv ¨ „†…ˆ‘‚…p˜p|†@y‚‰ ‘z„†‰R‘vz„†…PyGxvz{–C‘R{}| vz„†…˜x‘‚…‰„†…ey‚…Pvz„†…P–$x|†‘t“tyz{}|†˜e{}“5x–‘”xy‚…P|†yzƒlx}{…pv‚ ¼  9\V <zTNe_Q#YJMQbQ)IKTLMQbdNeIKSUT8”QZQLGN;/f[KIKLM_Q)Ne_QNe_QSUJMQdNeIKb/[!3S(T%wNeIKSUTS !nNe_Q#bSUJMJMQ[wNeIKSUT QJnQbdN /T­IK[K[#LGNeJ$wNeQ)I›NeLRI#'­YgSUJGN;/TbQD!3SUJRbJMQ)I›N”YgSUJGN"!3SU[KIKSX',/T% UQ)'­QTtN-“<zT­Ne_IKLRLMQbdNeIKSUT”QZQ21iY[KSUJMQ

(22)

Q21 '­IKTQ”Ne_Qb/LMQT_QJMQPNe_QJMIKL"*',/T% UQ)'­QTtNR_SUJMI#|SUTIKLDTS/NaI#QTtNeIKb/[~I›Ne_ Ne_QT',wN$JMI›N/œS !

Ne_QZ[KS0/TL)K^/T@IKT)LMQbdNeIKSUT [ -[ ”QXIKLMb)LMLP_S: /[›NeQJMT%wNeIA&UQUIKLGNeJMIKfiNeIKSUT%/[ƒ/LML"'­YiNeIKSUTL”S([#

! 8" ! V !

<zT Ne_IKLLMQbdNeIKSUTW”QHY_SU[# Ne_QH/LML"'­YiNeIKSUT S !PfIA& /JMIwNeQ TSUJ"',/[K[A/fIKLGNeJMIKfiNeQ) JMQdN$JMTLœfiN

bSUTLMI#QJQTS(UQTS(LRJMQbS:&UQJj/J$wNeQL)-^"SC/bbS(TtN7!3SUJDQTS(UQTS(LRJMQbS:&UQJj/­J$wNeQL)K(”Q/LML"'­Q

Ne_%wNCAbQJGN;/IKTv!3J$/bdNeIKSUTíS !”Ne_Q,/LMLMQdNC& /[#Q ! lb/T fgQJMQbS:&UQJMQ)£IKTNe_QQ&UQTtNœS ![Q!5

[›N-Qb/[K[Ne_%wN"5-."$0/ 3 6.89 c:!,-."$0/ ;!,-."$>=jg/T _QTbQP!,-."$0/ 3 !,-."$>= Vc5-."$0/;g2-+F#SUJ"',/[KI#|IKT Ne_Qœ[KS0/T

JMQY%/~'­QTtN%IKT§Ne_Qœb/LMQœS !RTSUT~NQ!5 [›N#NeSfd(KgNe_QœY%/US J£S !7=YgSUJGN"!3SU[KIKSS !N”S@[KS0/TL#IKLUIA&UQT

f0/ Xe e/T_QJMQ

R- 143 d5-."$0/ @- (dTe !,-."$>= Vc5-."$0/;g cH* 3 d?A(gAI

! Q#LGN;/T%/J"I#|QL! #"$>=7NeS,d/TH O6"LGN}/T! &"$>=L"bp_)Ne_%wN[ˆbQJGN;/IKTG^1iQ)!3J$/bdNeIKSUT

S !WNe_Q

[KS0/T@IKLPJMQbS:&UQJMQ)+!3SUJ#"$0/ 3 D/T&"$0/ 3 #JMQLMYgQbdNeIA&UQ[A/(-w#QTbQ K

3

VcRe ;g /T ! &"$>= 3

VcRe g&; I

H7IKT%/[K[A/(Kif0/§TSUJ"',/[KI#|IKTNe_QC'­Q/T&S !Tc #"$0/@?&"$0/;g”NeS,|QJMSH/T&f0/+/LML"'­IKTK!3SUJ#LMI#'­Y[KIKbI›N/(K

Ne_%wN #"$0/=/T&"$0/a_%&UQ#Ne_QZL$ '­QT& /JMI/TbQ

KF”QZb/T)b/[Kb)[wNeQPNe_QZfIK[#IKTˆf[KS5b;*†LaS !WNe_Q bSUJMJMQ[wNeIKSUT=fgQdN”QQT[KS0/T@JMQY%/~'­QTtNeL)-RO/JMI/TbQLPb/T§fgQYQJMIA&UQ)!3JMS('—h:E -3 ! dTe Vc"$#Ye @-5g % c&#~g 0 # R- 3 ! dTe Vc"$#Ye @-5g % c&#~g 0 # ?

/T@Ne_QˆbS:& /JMI/TbQ.!3JMS(' Ne_Q.!3SUJ"'[/L=!3SUJg'R-[cH*

3 d?A(g=/T!3JMS(' ' / 3 = ! / ! 0dTe Vc"$#“e $g(0dTe Vc"$#,7e g %) c&#A?*#, ? B g 0 # 0 #, 3 d a dDe B = ! dTe Vc"$#Ye "g e # cRdTe B g ,+ c&#~g 0 # ˜ N-Ÿ>F¡©ÆCÄGË$ÔÍÅÄMÌnÍÅã$ÄRÆCÄGËwÌ+ÎÍ3ÓP–Ï$ËwézÍÅÎÔdËcÔÂiÍÅã$ÄRÌ3ͦØËwÆ$ØæÆË$ÔdÃÅÞPØÁ†ÆC΢Ì3ÍÅÃÅÎÉ$ÏCÍÅÎÔdˆß

References

Related documents

In order to constitute a basis and collect historical data for recent projects, some measures have been applied over existent projects at the implementation stage of the

Highfield is an independent end-point assessment organisation that has been approved to offer and carry out the independent end-point assessments for the Level 3 Security First Line

The information provided in this Safety Data Sheet is correct to the best of our knowledge, information and belief at the date of its publication. The information given is designed

– Evaluation on 1-64 nodes on normal queue (cache mode), strong scaling. – 1 OpenMP thread, PPN = 64, 64-4096

The Illinois Tollway extends its Disadvantaged Business Enterprise (DBE) Program to include disadvantaged, minority- and women-owned business enterprise (D/M/WBE) firms on

The supply chain consists of a set of processes associated with the flow of goods, information, and money among firms, from the raw materials supply stage, through production

cies; operates mental health consulta- tion and inservice training programs for the schools and public health and wel- fare departments; carries out epidemi- ological studies

Note: Postage due required for address correction cards or letters sent to provide correct addressing information to vendors, customers, publishers, etc., will be paid for by Stout‘s