Poor Man vote with M-ary classifiers. Application to Iris recognition.

HAL Id: hal-00151491

https://hal.archives-ouvertes.fr/hal-00151491

Preprint submitted on 4 Jun 2007

HAL is a multi-disciplinary open access archive for the deposit and dissemination of sci- entific research documents, whether they are pub- lished or not. The documents may come from teaching and research institutions in France or abroad, or from public or private research centers.

L’archive ouverte pluridisciplinaire HAL, est destinée au dépôt et à la diffusion de documents scientifiques de niveau recherche, publiés ou non, émanant des établissements d’enseignement et de recherche français ou étrangers, des laboratoires publics ou privés.

Poor Man vote with M-ary classifiers. Application to Iris recognition.

Vincent Vigneron, Hichem Maaref, Sylvie Lelandais

To cite this version:

Vincent Vigneron, Hichem Maaref, Sylvie Lelandais. Poor Man vote with M-ary classifiers. Applica- tion to Iris recognition.. 2007. �hal-00151491�

-./-103254/687:9;4=<>?A@CB.!D+E5E57:6'FG?A@CEH4!IJK./LM6'NOEH4!I/EH0OP:?

QSR!TVUXW

YZ\[^]H_`[badc[^egfghijfkY'ekeg[ml

W

n8oqpqnHrtsvu

[^]`w8x`eg[&y^[z5[mh W a u

Y8]`ym[

{\{5|'}q~A\€AA|\‚!ƒV|„~\…A}Kƒ‡†\ˆ

‰ŠR‹U`Œ

a‹vŽ„‘\’'‘

‘

p“u

_`[dz5_S”‹[^egZ\w8_;h

’

rp

 p

ŽMZ uV•

Œ

w8_

u

y^w8_

u

w8]`]`[m–

{\{5|'}q~A‹—™˜›š\š'ˆAq†A€Hœ'˜X|'†Mƒž\~;|'{HŸ8q{Aˆ\ Mƒ‡†qˆ

¡£¢‹¤^¥^¦„§›¨q¥q©«ª

y­¬`fg[^ZHfg]`®,®8wAwHzt¯X[

uV°

w

u²±

Y8];y^[³fk]&x;fkw

±

[ml

u

fgy^–

u

[^´H_;f

u

[^–

±

Y'l²y­¬`fg];®l²¬`[

yY8¯`Y8y^fµl

• w °

l²¬;[)yme¶Y'–V–Vfµ·›[

u w u

Y¸–V[ml‹w

°

yme¶Y'–V–Vfµ·›[

u

–Kl²wl²¬`[³–Vfk¹m[w

°

l²¬`[)Y„Z8Y8fgekY8x;eg[l

u

Y8fg];º

fg]`®1–V[ml»

ª

yme¶Y'–V–Vfµ·›[

u,¼

fµl²¬l²wAw

±

Y8]

•

Yqz'½¾_`–¿l­Y'x`eg[b¯›Y uY ±

[ml²[

u

–jÀ™ekY

u

®8[byY8¯`Y8y^fµl

•›Á

fk–

egfkÂq[^e

•

l²wteg[Y

u

]£l²¬;[¸l

u

Y'fk];fg]`®1–V[ml

¼

fµl²¬`w8_;lz5fgëy^_`eµl

•

x`_;l)xX[j_;]›Y'x`eg[¸l²w1®q[m]`[

u

Y'ekfg¹^[

¯ u w8¯X[

u e•

l²w&]`[

¼

¯›Y„lVl²[

u

]`–^»

T°

l²¬`[yY8¯`Y8y^fµl

•

fg–l²wAw&–

±

Y8ege

W

l²¬`[,l

u

Y8fg];fk];®t–V[:l

±

fg®q¬Al

]`w'lxX[eg[Y

u

];[z

¼

fµl²¬`w8_;lY8¯`¯

u

[^y^fkY8x;eg[v[

uVu

w u

»HĬ`[

u

[¸fg–³l²¬5_;–³Yqz;Z8Y8]Al­Y'®q[,l²wdy^wq]Al

u

w8e

l²¬`[y^Y8¯›Y'y^fµl

•

l²¬

u

w8_`®8¬“Y¸ZqY

u

fk[:l

• w

°›±

[ml²¬`wHz5–‹fg]5ZqwqegZHfk];®j];w8lKw8]`e

•

l²¬`[–¿l

u

_;yml²_

u

[w

°

l²¬`[³y^ekY8–V–Vfµ·›[

u

–Ml²¬;[

±

–V[^egZ\[^–

W

x`_;l=Y8eg–Vw¸l²¬`[¯

u

wq¯X[

u l• w °

l²¬`[³fg]`¯;_;l!–V¯›Y8ym[q»8Ĭ`–‹¯`Y8¯X[

u

¯ u

w8¯Xwq–V[^–dY']w

u

fg®qfg]›Y'eK]`w8]Š¯`Y u Y ±

[ml

u

fgy

±

[ml²¬;wHzl²wy^w

±

x`fg]`[&w8¯;l²f

±

Y8e

•Å±

_`eµl²fg¯`eg[

y^ekY8–V–Vfµ·›[

u«u

[^–V¯Xwq];–V[^–^»KÆvfk®8¬`e

•Š°

YZ\w

u

Y'x`eg[

u

[^–V_`eµl²–1¬›YZ\[xX[^[^]w8x;l­Y'fk];[z_`–Vfg];®Sl²¬`[

Y8xXw„Z\[

±

[ml²¬;wHzC»

Ç ÈÉtÊ`˳ÌÎÍtÏ­ËÑÐÒÔÓKϲÕ,ʛʛÖV×t˳ØCÊ

Ù 4/6t7:6qڄ6'4`ÛjÛ:7m6'4CI0¶4Ôڄ95ÜSÝ/Þ/ÛmEAÛm0¶9;4CEHN=N368EH7m4/034/2£N39›95ßXPjEAÛvàdá!EAÛb-EHN303E54;ÛbÚ'E5N¶N368Iãâ²Û:áC6'957mä9HF

N368EH7m4CE5å/N¶6qæçèHéHê&.JXÞ/Ý/Ý=9;P:6Åàv6ÅáCE\ë;6ÅEìP­6'Û9HFbíîPmEHÜSÝ/N368PE54CIïÞCP:6SÛ:á/6qP­6ÅÛm9ð/ÛEÔðC4C0kÛm6

4›Þ/Ü£å=6'7ñò95FtڄNOE5PmP:0kðC687mP£Fž7m95ÜóEôFGEHÜS0¶N3äöõ÷9HFtÝ!9`P:P:0¶åCN¶6ڄNOE5PmP­0¶ðC687mP8.øbáC6'4ùÛ:á/6Ý/7m95åCEHú

å/03N¶0¶Û²äÛ:á!EAÛEûÚ'N3E;P:P:0¶ðC6'7tü+Ú^á/9;P:6'4+0OPÅý^þAÿ„ÿàd0¶Û:áEŠÛ:7^EH034/0¶4C2ÔP:6„Û«ä56'ۓáCE\ë›034/2Š9Aë;6'7^EHN3N

6'7m7m957¸7^EAÛm6“EHÛjN368E;P²Û K@›0OPbEAÛdÜS9;P­Ûdñ

.1P:0¶4C2EP­034/2;N¶6«Ú„NOE5PmP­0¶ðC687váCE;PbP­á/9Aàd4ûE

ڄ687­Û^EH034+N30¶ÜS0¶ÛmEAÛm0¶9;4ô034 E;Ú^á/0¶68ë›0¶4/2ûP:EHÛ:0OP²FGE;ÚÛ:9;7:äÔ7m68ڄ9;254/0¶Û:03954ìÝ=6'7:Fž957mÜÅEH4CÚ'6£EH4!IìÛ:áC03P“N368E5ICP

ÞCPÛ:9 ÞCP:6ûÜÞ/NkÛm0¶ÝCN¶6ڄNOE5PmP­0¶ðC687mP8@³àdá/0OÚ^áã0OP4/9Aà E Ú'95ÜSÜS954öÝC7mE;ÚÛ:0Oڄ6ïç\ê¿.&68E5I/6'7^P£Ú'E54

ðC4CIãP­Þ/7më568äXP034d03Ý/N¶68ä çè„êjE54CI 034t6'ë›7:9Aä;6 "!$#dç\ê¿.J›9;ÜS67:6qڄ684;ÛÝCEHÝ=6'7^P034CÚ'N¶ÞCI/6

Û:áC9;P:6&Ý/7m95Ý=9;P:0¶4/2I/0¶7m68ڄÛ:03954CE5N&%HÜS0$'›Û:Þ/7m68P¸9HFK6'XÝ=6'7:ÛmP1ç$qèAê¾@5å!9›9;P­Û:034/2ÜS6'Û:á/9XI/P“ç(Hê¾@;åCEH2;25034/2

ÜS6„Ûmá/9XI/Pçè\ê¿@*)+,.-/10/Ôýmþ"23245678«ç9Aê¿@CP²Û^E5Ú^ß;68I7m6'2;7:6qP:P:03954ôçè:Aê¾@/IX0OP­Û:7m0¶å/Þ/Û:68IÔ6qP²Ûm0¶ÜÅEAÛm0¶9;4

Fž957ICEAÛmEûFžÞCP:03954 ç;@;/@^è"<Aê¿.Købá/68P:6SÝCEHÝ=6'7^P«Ý/7m9Aë56Û:áCEHÛ«Û:á/6E5Ý/Ý/7m9;E5Ú^áô9HFvÜÞ/N¶Û:03Ý/N¶6Ú'N3E;P:P:0¶ú

ðC687mPÝC7:9XIXÞCÚ'68IïEÝ/7m95ÜS03P:034/20¶ÜSÝ/7m9Aë568Ü684`Û«034 7m68ڄ9;254/0¶Û:03954 Ý!687­Fž9;7:ÜÅE54Cڄ6;.³øbá/6Å6=Ú8E5ڄä

9HF³Û:á/6«ÜS6„Ûmá/9XIŠ0OPb6'XÝ/NOEH034/68IŠå›äSÛ:á/6“Fž95N3N39Aàd0¶4/2SEH7m25ÞCÜ684`Û>%;Fž957b0¶4!P²Û^EH4CÚ'65@›ÜS9;P­ÛdÚ'N3E;P:P:0¶ðC6'7^P

P:áCEH7m6Ûmá/6ŠFž6qEAÛmÞ/7:6ŠÛ:áCEHÛÛmá/6P­9;N¶ÞXÛm0¶9;4ãP:ÝCE5Ú'6Š0OPáC0¶2;á/N¶ä IX6825684/6'7^EAÛm65.)øbáC6ûÝ=9;P­Û­ú¾Û:7^EH034/034/2

IX0OP²Ûm7:03å/ÞXÛm0¶9;4+9HF¸Ú'N3E;P:P:0¶ðC6'7^PbÛ:7^EH034/6qIì954+IX0$?‹6'7m6'4`Û1Ûm7mE50¶4/034/2ŠP:6„Û^PtÚ^áC9;P:6'4+E5Ú8ڄ9;7mIX034/2SÛm9Û:áC6

IX684CP­0¶Û²äS9HFKÛmá/6tPmEHÜSÝ/N368P*@ACBDàd03N3N!å=6“P:Ý/7m68E;IS95ÞXÛj9Aë56'7vEÜ£ÞCNkÛm0kÛmÞCIX6195FM4/68E57:N3ä6>E`Þ/03ë\E5N¶684`Û

P:95N3ÞXÛ:03954CP8./øbá/6684CP­68Ü£å/N360OP&EÝCEH7:Û:0OڄÞ/NOEH7&PmEHÜSÝ/N36“Fž7:9;Ü Ûmá/6P­6'Û&9HFÛ:á/6qP­6P:95N3ÞXÛm0¶9;4CP'./øbáC6

åCE;P­0OÚj03IX6qE«9HF=Û:á/6d684CP:6'Ü£åCN¶6dEHÝCÝ/7:9`E5Ú^á03PÛm96'N30¶ÜS034CEAÛm6&P­9;ÜS6j95F!Ûmá/6d25684/6'7^EHN30GF8EAÛm0¶9;4£687:7m957^P

ÞCP:0¶4C2SÛ:á/6IX0$?‹6'7m6'4`Û:0OEAÛm0¶9;4Ôàd0¶Û:áC0¶4Ûmá/67m68EHN30GF'68IÔP:95N3ÞXÛ:03954CPb95FÛ:á/6N368E57:4/034/2SÝ/7m95å/N36'Ü.CøbáC6

ëAEH7m03E5å/03N¶0¶Û²ä9HF)Û:á/6687:7m957^PvÜSE;IX6å›äÅÛ:áC6ڄNOE5PmP­0¶ðC6'7^Pj9HFÛ:á/6684CP:6'Ü£åCN¶6«áCE;PdP­á/9Aàd4ûÛ:á!EAÛdÛ:áC6

ý^þAÿ,'ÿ+H103ÜSÝ/7m9Aë568P«P:0¶2;4/0¶ð!Ú'E54;ÛmN¶äô954 Û:á/6ÅÝ=6'7:Fž957mÜÅEH4CÚ'695FvÛmá/6Åå=68P­Û0¶4CI/0¶ë›0OIXÞCEHN¸0¶4ïÛ:áC6

6'4!P­68Ü£å/N36.I8I`.KJV4ç$:„ê¿@XB1E54CP­684L.MN!G#/ÞCP:68IûEI/0¶2;0kÛd7m68ڄ9;254`Û:03954ÅÝC7:9;å/N¶68Ü Û:9S03N¶N3ÞCP­Û:7^EAÛ:6“á/9Aà

OO

Ĭ;fg–,Y8]`Y8e

•

–Vfk–,fg–)y^[

u

l­Y8fg];e

• lu

_;[

°w u

–Vfµl²_`Y'l²fgwq];–z;[^–Vy

u

fgxX[z¬;[

u [ ¼

¬;[

u

[^fg]l²¬`[¸y^ekY8–V–Vfµ·›[

u

–,w

°

l²¬;[

[m]`–V[

±

x`eg[b–V[^[&z5fQP/[

u

[^]Al¸l

u

Y'fg]`fg]`®«¯`Y'lVl²[

u

];–

W

fµl¸yY']SxX[b[RP/[^y:l²fkZq[d[^Z\[^]

¼

¬`[^]ÅY'ege!l²¬`[jy^ekY8–V–Vfµ·›[

u –

u u ± u r^p.U

Û:áC66'4CP:6'Üå/N36ڄ954!P­684CP­Þ!P«95ÞXÛmÝ!687­Fž9;7:ÜS68IôÛ:áC6å!6qP²Û0¶4CI/0¶ë›0OIXÞCEHNOPå›äïè .Møbá/6ÜÅE57:2;0¶4CE5N

å=6'4/6'ð/Û9;åXÛmE50¶4C68Iå›ä0¶4CÚ'7:6qE5P:0¶4C2Û:á/6û6'4CP:6'Üå/N¶6ÔP­0GF'6Š03PÞCP:ÞCEHN3ä N39Aà IXÞ/6ŠÛ:9 Ú'957m7:68N3EHÛ:03954

EHÜS9;4/2û687:7m957^P&ÜÅE;IX6Så`äôÝCEH7:Û:0Oڄ03ÝCEAÛm0¶4C2ÔÚ'N3E;P:P:0kð!6'7^P19;4 EH4ï034/Ý/ÞXÛ B ç$Aê7%‹ÜS9;P­ÛÚ'N3E;P:P:0¶ðC6'7^P

àd03N¶N256'ÛtÛmá/6S7:0325á`Û«EH4CP:àv687t9;4 8/034/Ý/Þ/ÛmP«àdá/03N¶6ÜÅEH4›ä+ڄNOE5PmP:0kðC687mP1àd0¶N3N,ÜÅEHß;6£ÜS03P­ÛmE5ß56qP

954îâ:I/0=ڄÞCNkÛ^æS0¶4/ÝCÞXÛmP8.

øbá/64›Þ/Üå!687&9HF,ڄNOE5PmP­0¶ðC687mPdÚ8EH4å!6ë;6'7mäŠá/0325á ‡P­9;Ü6á›Þ/4!IX7:6qI/P8bP­9S0¶Û103P1IX0=Ú'Þ/NkÛ1Û:9ÅÞ/4Xú

IX687mP­ÛmE54CIÅÛmá/6'037&IX68Ú'03P:03954Ú^áCEH7^E5ڄÛ:6'7m0OP²Ûm03Ú8P'.XJ›95ÜS6“9HF)Û:á/6E5å!9Aë;617m6„Fž6'7m6'4!ڄ68IŠÝCEHÝ=6'7^PbÞCP:68IûE

P:0¶ÜSÝ/N36£PmÚ^á/6'ÜS69HF,ڄ9;Ü£å/034CEHÛ:03954M@/àdáC03Ú^á²ÞCP­Ûý8'ý8 &ÜÞ/N¶Û:03Ý/N¶6ڄNOE5PmP­0¶ðC6'7^P8./øbá/03PtP:Ú^áC6'ÜS6

7m68P:Þ/NkÛ^P0¶4ÅE“N368PmP,N3E57:2;6'77m95å/ÞCP­Û:4C68PmP)95F!Ûmá/6&EH2;7:682;EHÛ:68I£Ú„NOE5PmP­0¶ðC6'7q.Høbá/0OP,0OP,IXÞ/6bÛ:9Ú'N3E;P:P:0¶ðC6'7^P

034;Ûm6'7^IX6'Ý=6'4!IX6'4CÚ'0¶6qPjÛ:áCEHÛ&ÜÅE\ä7:6qIXÞCÚ'6tÛmá/67m68ڄ9;254/0¶Û:03954ÔÝ=6'7:Fž957mÜSE54Cڄ6;.

Ù

Þ/7“Ý/7m68P:6'4`ۓ034`Û:687:6qP²Û«03P«Eû4/6'à P:Ú^á/68ÜS6Û:9Ô03ÜÝC7:9Aë;6ڄNOE5PmP“P­68ÝCEH7^EAÛm0¶9;4+Ý!687­Fž9;7:ÜÅE54Cڄ6qP1034

ڄ9;Ü£å/034/034/2SÜ£Þ/N¶Û:03Ý/N36ڄNOE5PmP­0¶ðC687mPjÞCP:0¶4C2034XFž9;7:ÜÅEAÛm0¶9;4ŠÛmá/6'9;7:0OړN¶6qEH7m4/034/2C.

øbá/6ÝCEHÝ=6'7«0OP19;7:2`EH4/0GF'6qP1E;P1Fž9;N¶N39Aà&P8.‹J›6qÚÛm0¶9;4 è6.'XÝ/N3E50¶4!P&Ûmá/6SåCE5P:03Ú£03I/68Eû9HF¸àbE\ë568N¶6'ÛtIX6„ú

4/9;03P:0¶4C2C.KJ›68ڄÛ:03954<ûÝ/7m68P:6'4`ÛmPtEÛmá/6'9;7:6'Û:0OÚ'EHNP­ß;6„Û^Ú^á+9HF¸åC0¶4CP­ú¿åCE5P:68I+Ú'N3E;P:P:0¶ð!Ú'EHÛ:03954 .

J›6qÚÛ:03954Åé£Ý/7:9Aë›0OIX68P¸EH4Å034CIX6'Ý=6'4!IX6'4CÚ'61ÜS68E;P­ÞC7:6dåCE;P­6qIS954ÅÜÞXÛ:ÞCE5NC034XFž957mÜÅEAÛm0¶9;4Ûm9£68ë\E5N¶Þ/ú

EAÛm61Ûmá/6ڄNOE5PmP­0¶ðC687bÚ'95Üå/0¶4!EAÛ:03954³.›J›6qÚÛm0¶9;4 £Ý/7m68P:6'4`ÛmPbEH4û6'XÝ=6'7m0¶ÜS6'4`Ûdàdá/687:6tFž6'à P:E5ÜÝCN¶6qP

EH7m6E\ë\E50¶NOEHåCN¶6034ãÛmá/6+Ú'E;P­69HF“0¶7m0OPS7:6qڄ952;4/0¶Û:03954ùE54CIùFžÞ/7:Û:á/687Å0¶4›ë56qP²Ûm0¶2`EAÛm0¶9;4CPSEH7m6ŠðC4!EHN3N¶ä

IX0OP:Ú'ÞCPmP­6qIK.

îË)ϲÕ/ֲиÉtÊãÍËïËMË)É Ö:É&Ë˳É1˳É1Ó‹Ë Õ,ÉqÕØ ÓKÏ­ÕʛʛÖVדËMØCÊ

Ӌиϭϭ˳Ó/Ö¸Ë 1˳ÓK֭ʛֲÐvÉ

Ù 4/6£Ú8EH4ì95F™Û:6'4ô7:6qE5I034ìN¶0¶Û:687mEHÛ:Þ/7m6Û:áC6Fž95N3N39Aàd0¶4/2ûP­684;Ûm6'4CÚ'6+â.VþÔýmþ"2 0.™ÿ ! 1.&þ#"Sý.!$%$

&M.-8!'M5 40867.- Vþûý!(/þqþ.4™ÿ *),'ÿ:'ÿ,1ý.!$NR& -8²æ/@ >#,+K#‹034.-1E;I/EHNM.N!$#ç$0/\ê¾.!øbá/03P

0OIX68E0OPdëAEH25ÞC6«E54CIŠÛ:á/0OPd0OPb0¶N3N¶Þ!P²Ûm7mEHÛ:68IÔ9;4ŠÛmá/6«Fž95N3N¶9Aàd034/2S6'/E5ÜÝCN¶6;.

132HN2) !G54 # Œ

wq];–Vf¶z5[

u

Yx;fk]`Y uV•

y^ekY'–V–Vfg·`yY'l²fgw8]ì¯

u

wqx;eg[

± À¼

fµl²¬Ô[´A_;fk¯

u

wqx`Y8x`eg[«yme¶Y'–V–V[^–6

Q

Y8]`z

6 ‰ Á)¼

fµl²¬l

¼

w«y^ekY'–V–Vfg·`[

u

–87

Q

Y']›z97

‰ ¼

¬`wq–V[dw8_;l²¯;_;l²–Y

u

[;:

Q

Y8]`z<:

‰ » U

_`¯`¯Xw8–V[jl²¬`[

u

[bfg–¸];w

u

[¾½¾[^yml

±

[^y­¬›Y']`fg–

±

Y8]›zl²¬`Y'l“l²¬;[^f

u

¯X[

uV°

w

u²±

Y']`y^[^–“Y

u

[£¬`w

±

wq®q[m]`[^w8_`–

°w u

l²¬;[£l

¼

wy^ekY8–V–V[m–

W>=@?BA%?

l²¬`[^f

u

¯ u

w8x›Y'x`fgegfgl²fg[^–Mw

°

y^w uVu

[^ymlMy^ekY8–V–Vfµ·`yY'l²fgwq]DC

Q

Y8]›zEC

‰ Y u

[[´A_›Y'e@FHG‹ÀI:

QKJ

6

QML 6 Q Á J

G‹ÀI:

QKJ

6

‰0L 6 ‰ Á J

C Q

Y8]`zNG‹ÀI:

‰OJ

6

QML 6 Q Á J

G‹ÀI:

‰NJ

6

‰PL

6 ‰ Á J C ‰

»Q

•

[^ZHfkz;[^];y^[

W

G‹ÀI:

QJ

6

QRL 6 ‰ Á J

G‹ÀI:

Q5J

6 ‰ L6 Q Á J rTS

C Q

Y8]›z9G‹ÀI:

‰ J 6 Q L6 ‰ Á J G‹ÀI:

‰ J 6 ‰ L6 Q Á J rUS

C ‰

»CĬ`[«¯

u

wqx`Y8x`fgegfµl²fg[^–&w

°

l²¬;[

wq_5l²¯`_5l²–3:

Q

Y8]`z<:

‰ Y u [

G‹ÀI:

Q J 6 Q Á J G=ÀI:

Q J 6 Q L6 Q Á G‹ÀI6

Q

ÁWV

G‹ÀI:

Q J 6 Q L6 ‰ Á G=ÀI6

‰ Á J C Q Q‰ V À r8S

C Q Á Q‰ J Q

‰

G‹ÀI:

‰3J 6 Q Á J

G=ÀI:

‰3J

6

QML 6 Q Á

G‹ÀI6

Q

ÁWV

G‹ÀI:

‰3J

6

QML 6 ‰ Á

G=ÀI6

‰ Á J C ‰ Q‰ V À r8S

C ‰ Á Q‰ J Q

‰

U

_;¯`¯Xw8–V[tl²¬`[1l

¼

wy^ekY8–V–Vfµ·`[

u

–1Y

u

[«fg]›z5[^¯X[^]`z;[^]Al

W

l²¬;[^]

¼

[«¬›YZ\[UG‹ÀI:

Q J 6 Q%X

:‰ J 6 Q Á J G‹ÀI:

Q J

6 Q Á G‹ÀI:

‰ J 6 Q Á J Q‰ Q‰ J QY » U f± fge¶Y

u e• W

G‹ÀI:

Q J 6 Q%X

: ‰ J 6 ‰ Á J G‹ÀI:

Q J 6

‰MX

:‰ J 6 QÁ J G‹ÀI:

Q J

6 Q Á G‹ÀI:

‰ J 6 ‰ Á J Q

‰ Q

‰ J QY

»‹Ä¬H_;–&l²¬;[«¯X[

uV°

w

u²±

Y8];y^[w

°

l²¬;[[^]`–V[

±

x`eg[«fg–&fg]›z5[^¯X[^]›z5[^]Al&w

°

l²¬;[

¯X[

uV°

w

u²±

Y8];y^[w

°

l²¬`[fg]`z;fgZHf¶z5_›Y'ek–^»qĬ`fg–MyY']“xX[¯Xw8–V–Vfkx;eg[¸w8]`e

• f° C

QJ

C

‰3J

Q‰

WZ= ?BA%?

l¼

wjy^ekY8–V–Vfµ·›[

u –

Y u

[dfg]`z;[^¯X[^]`z;[^]Al,f

°

l²¬;[^f u Y u [ u

Y8]`z;w

± Àu

[^y^wq®8]`fµl²fgwq]

u

Y„l²[&Y'lT[

pP\«ÁT] ^

øbá/0OP“6'/EHÜSÝ/N36P:Þ/252;68P­Û&Û:á!EAÛ«0¶4`Û:687:6qP²Ûm0¶4C2ûڄNOE5PmP:0kðC687mPtP­áC95Þ/NOIì4/95ۓå=6£034CIX68Ý!684CIX6'4`Û034+Û:áC6

ڄNOE5PmP:03Ú8EHNvP:6'4!P­6;.J`Ûm0¶N3Nb954/6ÔڄNOE5PmP9HF&ÝC7:9;åCEHå/03N30kÛm0¶6qP£Ú„9;4CP:03P­ÛmP£9HF1ڄ9;4CIX0¶Û:03954CE5NvÝC7:9;åCEHå/03N30kÛm0¶6qP

çèZAê¿@ #,+ #qàj6áCE\ë;6Û:9&03ÜSÝ!9`P­6,ÛmáCEAÛڄNOE5PmP­0¶ðC6'7^P‹å=60¶4!IX6'Ý=6'4CI/6'4`Û³Fž9;7M68E;Ú^á«Ú'N3E;P:P8.Pv9;4CIX0¶Û:03954CE5N

IX684CP­0¶Û:0368P9HFdÛ²àj9+7^EH4CI/95Ü ë\E57:0OEHåCN¶6qP9_

<

E54CI`_

?

ڄ9;4CIX0¶Û:03954/6qIå`äïÛmá/6ÔÚ'N3E;P:PEH7m03P:6Å034öÛ:áC6

Fž95N3N39Aàd0¶4/2ÅÚ8E5P:63%

@A@_

<acbUde

_

?a bTf0gb;h a

@A _

<acbUdigb;h C@A@_

?jacbTf0gb;h

ek jlnm

epoqe#r

lnsut

J›Þ/ÝCÝ!9`P­6£Û:áCEHÛtÝ/7m0¶9;71Ý/7m95å!EHå/03N¶0¶Û:0368P@A

b h a wvws

ek

mvEH4CIÛmáCEAۓå!95Û:áïڄNOE5PmP­0¶ðC6'7^P&E;IXÜS0kÛ«E

ڄ9;4CIX0¶Û:03954CE5NKÝ/7m95åCE5å/0¶N30¶Û²äŠEH4CIÔPmEAÛ:0OP­FžäyxE=. .CøbáC6'4M@

@A@_ _ @A _ C@A _ zl l{sut ‡è

< a bUd a

h)<

<za bUdigbh b;h a

h)<

< a bUd gb;h ?9a

bTf

a

h)<

@@_

<a bTf0gb;h C@A

bh a <

h)<

@A _

? a bTf0gbh

„.³B&684Cڄ6;@@A _

< a bUde

_

?Oa

b f a

h<

@A _

< a b d e _? a b f gb h 5@

b h a <

h<

@A _

< a b d e_ ? a b f gb h

„.xME!.‡è

å=68ڄ9;ÜS68P>%

s

h<

@@_

<acb>die

_

?a bUfwgb;h

a

s

h<

@@_

<acb>dgb;h

s

h)<

@A _

?Ea bTfZgb;h e <K

a

s ?

h<

h )<

@@_

<;a b>digb;h C@A _

?EacbTfwgb;h e

žéH

d68Ý/N3E;ڄ034/2 ³034 žéH2503ë56

Q

Q

G=ÀI:

Q J 6

X :‰ J 6

L6 Á J Q

Q

G‹ÀI:

Q J 6

L6 Á G=ÀI:

‰ J

6

L6 ÁWV

Q

Q

G‹ÀI:

Q J 6

L6 Á G=ÀI:

‰ J 6

L6 Á

.jÛdÛ:á/6684CIL%

s

h)<

@@_

<acbUdqe

_

?a bTf0gbh

a

h<

h h

@@_

<acb>dgb;h 5@A _

?Ea bTfZgb;h

&

xE=.K&:³Ú'E54å!6jP:EHÛ:0OP²ðC6qI«954/N3ä“0kFCEHÛ³N¶6qE5P­Û³954C69HF/å=9HÛmá£Ú„9;4CIX0¶Û:03954CP³03PMÛ:7mÞ/6:% @A@_

< acb d gb h a

0vZs

e#k lnm

epo

l{s 957 @@_

< acb f gb h a 0vws

ek lnm

eHr

l sö.

132HN2) !GH#

Œ

wq];–Vf¶z5[

u

wq];y^[«Y'®\Y'fk]Ôwq_

u

l²w

•

[mh;Y

±

¯`eg[

u

[^–¿l

u

fgyml²[zÅl²wx;fk]`Y uV•

y^ekY'–V–Vfg·`yY'l²fgw8]ìY8]`z

z;[my^fkz;[&l²¬›Y'l;C

Q J C

‰ r » U f±

fge¶Y u e• W

G‹ÀI:

Q J 6

‰X

: ‰ J 6 Q L6 Q Á r Y8]`zzG‹ÀI:

Q J 6 Q L6 Q Á G‹ÀI:

‰ J

6 Q L6 Q Á C Q C

‰

r

»"![y^w8]`y^eg_`z;[l²¬›Y„ltl²¬;[l

¼

wy^ekY8–V–Vfµ·`[

u

–«¯X[

uV°

w

u²±

[z

¼

[^ege[^Z\[^]l²¬;[

• Y u[

y^w8]›z;fµl²fgwq]`Y8e

•

fk]`z;[^¯X[m]›z;[m]Hl»

#/ÞC7­Ûmá/6'7q@Xڄ954!IX0kÛm0¶9;4CEHN‹034CIX68Ý!684CIX6'4!ڄ6«àd0¶N3NKå=6tÛmá/6«6'ëAEHN3ÞCEHÛ:03954ûÚ'7:0¶Û:687:03954Š9HF³Ûmá/6ڄNOE5PmP­0¶ðC687mP8.

$ % Ö­É1Ê\Í1Õ,Ê`Ë ÓKϲÕ,ʛʛÖVדӋÕ/Ö²ÐvÉ

J›Þ/ÝCÝ!9`P­6¸Û:áCEHÛMÛ:á/6jڄNOE5PmP­0¶ðC687mPK95FXÛ:á/6v6'4CP:6'Üå/N36¸EH7m6,68E;Ú^á«Û:7^EH034/68I«9;4 ™ÿ *),„ÿ :'ÿ,6!Q/ý (Cþ.„ÿ

Û:7^EH034/034/2 P­6'ÛmPÔ9HF'&PmEHÜSÝ/N368PP:6'N368ڄÛ:68IE5Ú8ڄ957^IX034/2öÛm9 @CBD. (ï6ïá!E\ë56 s ڄNOE5PmP:68P8@v6qE5Ú^á

7m6'Ý/7m68P:6'4`Û:6qIE5P

b;h e

ul ml sö.LM6'Û @A

b;h gB £å!6ŠÛ:á/6ûÝ/7m95åCE5å/0¶N30¶Û²ä+Û:á!EAÛ3Bîڄ9;Ü6qPFž7m95Ü

b;h

.øbáC6ÔÚ'N3E;P:P:0kð!6'7áCE5Ps Ý!9`P:P:0¶åCN¶6Ú'EHÛ:6'2;957m0¶6qPÛm9ïÚ^á/9›9`P­6;.AJ¿ÛÅ0OPàj6'N3Nbߛ4/9Aàd4öÛmáCEAÛSÛ:áC6

bE\ä56qPvÚ'N3E;P:P:0kð!6'7j7:68Ý/7:6qP­684`ÛmP¸Û:á/6«95Ý/Û:03Ü£Þ/Ü ÜS68E;P­ÞC7:6“9HF³Ý=6'7:Fž957mÜÅEH4CÚ'6t034Ûmá/6P­684CP:6t95F³Û:áC6

ÜS0¶4C0¶ÜÅEHNKÚ'N3E;P:P:0kð=Ú'EAÛm0¶9;4Å6'7m7:9;7tçè"(Hê¾.›øbá/6EbE\ä;68P¸Ú'N3E;P:P:0¶ðC6'7jP­68N¶6qÚÛmP¸Û:áC6“Ú'N3E;P:P

b*) CBD

acbUd 0¶F

@A

bUdig BD

a

E57:2ÜÅE"'

+-,.0/

@A

bh%g

B „@qàdáC6'7m621 03PE1ÝCEH7:Û:0¶Û:0395495F/Û:áC6¸Fž6qEAÛ:ÞC7:6jP­ÝCE;ڄ6;. tP­034/2zjE\ä;68P43

Fž957mÜ£ÞCN3EC@AÛ:á/0OP )Cþ-Gþ"-,Ý/7m95åCE5å/0¶N30¶Û²ä03P*@A

b d gB a 5768:9

+<;>=

5?6 +<;>=

@BA

,CED

5768F9 + ,=

576 + ,=

@;àdá/6'7m6 @AB gb h

žÛ:á/6

!QG !(/þqþ"8+Xÿ=ý.&GþHÿ9HFMڄNOE5PmP

b h

,EH4!I @A

b h

E57:6dÞCP:ÞCE5N¶N3äÞC4/ߛ4/9Aàd4Åå/ÞXÛbÚ'EH4Åå=6&68ë\E5N¶Þ!EAÛ:6qI

ÞCP:0¶4C2Ûmá/6N368EH7m4/034/2ÅI/EAÛ^ESP­6'Û8.

J›Þ/ÝCÝ!9`P­6Û:áC6'7m6SE57:6SEÔ4›Þ/Ü£å=6'795FjڄNOE5PmP:0kðC687mPIH<J

e

NlLK l ñ @K6qE5Ú^áï9HFvàdáC03Ú^áïÝ/7m9›I/ÞCڄ6qP

Û:áC695ÞXÛmÝ/ÞXÛ_>JB ‡P­03ÜSÝ/N¶0¶ðC6qIŠFž9;7d7:6qE5IX03å/03N¶0¶Û²ä034 _>J".CøbáC6'4ÔÛ:á/6å!E\ä568PvFž9;7:ÜÞ/N3E2;0¶ë;68P

@A

b>dg

_

<we tMtt

e

_>M a

@A@_

<Ze ttMt

e

_>M

gbUd C@A

bUd

h)<

@@_

< e ttMt

e _M gb h C@A

b h t (K

x¸P­Û:03ÜÅEAÛm0¶4/2 Û:áC6ìÞ/4/ߛ4/9Aàd4ãN303ß56'N303á/9›9›I @A _

<0e tMtMt

e

_>M

gbUd

0OPS9HF“Ý/7:03ÜS957^IX0OEHNb0¶ÜSÝ=957:ÛmE54Cڄ6;.

øbá/68äڄ95ÞCN3IÅå=6“68P­Û:03ÜSEHÛ:6qIÞCP:0¶4C2P:95ÜS61Ý!EH7^EHÜS6„Ûm7:0OÚdÜS9XIX6'N¾@›å/ÞXÛdàv6táCE\ë56t4/9£ÝC7:03957j0¶4/Fž957:ú

ÜÅEAÛm0¶9;4û9;4ŠÛmá/6ڄ95N3N368ÚÛm0¶ë;61FžÞC4CÚÛm0¶9;4/4/034/2Å9HF)Û:á/6ڄNOE5PmP:0kðC687mP8.Xøbá/0OPbÜ95Û:03ëAEAÛ:6qPbÞCPjÛ:9ÅP:68E57mÚ^á

Fž957IX0OP²Ûm7:03å/ÞXÛm0¶9;4Xú‡Fž7m6'6ûÝ!687­Fž9;7:ÜÅE54Cڄ6Å95F&6'7m7:9;768P­Û:03ÜÅEAÛ:03954 Þ!P­034/2 E (H¿þ+:- N25$08.!7mÞ/N36

àd0¶Û:á EÔð'X68I ÝCEH7:Û:0¶Û:03954³@KÛ:á/6Å4›Þ/Üå!6879HFbå/034CP034 Ûmá/6ÅÝCE57­Ûm0kÛm0¶9;4 å=6'034/2 â­4C9HÛ«Û:9›9ìNOEH7m2568æC.

J›ÞCÚ^á N¶6qEH7m4/034/2ûE5N¶2;957m0kÛmá/Ü 03P“2503ë5684ô034 øEHå/N36 5.Købá/60¶4`Û:687:6qP²Ûm0¶4C2ûÝ=95034`Û«P:6„Û^Pt034+Ûmá/6FGE5ڄÛ

Û:á!EAÛ&4/9SÝ/7m0¶9;7dߛ4/9AàdN¶6qIX256“0OPb4/6'6qIX68IÔå›äÅÛ:áC6ڄNOE5PmP­0¶ðC6'7^P8.

T

]`¯`_5l²–!F

Q X!X

"!

T

]`fµl» ”KY

u

l²fµl²fgwq]Åw8_;l²¯;_;l,–V¯`Y8y^[&w

°

7 #&fg]%$#tx;fk];–'&

#Q

X(!X

& #)

*

J,+

# Q $ # –V[ml²–“w

°

[:h`Y'yml²e

•-

y^wq_;]Hl²[

u

–«Y8–V–VwAymf¶Y„l²[zìl²wl²¬;[

-

y^ekY8–V–V[m–

W

z5[^]`w'l²[z.

/0

,

D12221 3

X

r46547-

»

89:;;

r Œ w ±

¯;_;l²[jl²¬;[bwq_5l²¯`_5l²–3:

Q

À<

Á

X=!X :)

À<

Á w °

l²¬`[dyme¶Y'–V–Vfµ·›[

u –

 a`w

u

[^Y8y­¬57 # W

·›]`z

5# –V_`y­¬l²¬`Y'l8: # À<

Á?>

& #

@ X r475

# 4 $ # »

n T

];y u[ ±

[^]All²¬;[by^w8_`]Al²[

u w °

l²¬`wq–V[dfg]`z;fgy^[^– / 0 , 0BACEDGF

DH12221 3

±

Y„l²y:¬;fg]`®&l²¬`[jl

u

_;[dy^ekY8–V–86'I<JLKMw

°

‘ a`w

u

[Y'y:¬ö¯Xwq–V–Vfgx;ek[Šy^w

±

x`fg]`Y'l²fgwq]öw

°

fg]›z5fgy^[^–

5

Q%XH(!X 5 X

rN4O5

# 4 $ # W

y^w8egek[mymlSl²¬`[

Y8®

u

[^®\Y„l²[zSy^ekY8–V–Vfµ·`yY'l²fgwq]

u

[^–V¯Xw8]`–V[P

D12221A À<

Á

Y8–

P

DH12221A À<

Á J Q

RS 6 f° / 0 ;

D(12221 3

J Y u ® ± Y„h

QUT T / 0BV

D12221 3XW

p

6ZY fg]l²¬;[bw8l²¬;[

u

yY8–V[8»

[\ ]

>

(

Q!XH%X

^

wq_5l²¯`_5l%FP

D12221A À<

Q Á XH!X

P

D12221A À<

Á

"!

. 5 Q X!X

5) Y u

[dl²¬`[jfk]`z;fgy^[^–w

°

l²¬`[b–V[ml¸w

°

y^wq_;]Al²[

u

–^»

_ §`¢a`bdc›©Ze

”‹wAw ub±

Y8]:fzQ Q Πeg[Y

u

]`fg]`®Y'eg®qw

u

fµl²¬

± »

ڄ9;7:7m68P:Ý=954CIX034/2Ûm9Û:á/6zs Ý=9;PmP:0¶å/N36«Ú„NOE5PmP­6qP'@;Û:á/6P:Þ/Ý/Ý/N36'ÜS684;Û^EH7mäS954/6“å!680¶4C2Ûmá/6“7:6H²68ÚÛm0¶9;4

ڄNOE5PmP IIDI`.`øbá/6tÜS9;P­Û¸4CEAÛmÞ/7^EHN!I/0¶ë›0OP­03954SFž9;7jP:ÞCÚ^áEP:ÝCE5Ú'61ڄ9;4CP:03P­ÛmPÛ:9£Ú'954CP:03I/6'7¸6qE5Ú^áÅÝ=95034`Û

E5PdESIX03ë›03P:03954M@ #5 #

g

hKaXhb;hjiqe

zlnm8l s e

6'Û glk

amhb k i

ž7m6#²68ڄÛ:03954ڄNOE5PmP Rt p/:

øbá/6¸Ú'N3E;P:P:0¶ð!Ú'EHÛ:03954EHN3259;7:0¶Û:á/Ü03P³2503ë56840¶4øEHåM.µèX.>J¿F›Û:á/6v95å²6qÚÛ:03ë56,0OPKÛm9&Ý/7m9Aë›03IX6P:Þ/å²6qÚÛm0¶ë;6

Ý/7m95åCE5å/03N¶0¶Û:0368P&E54CI4/95Û&Û:9ŠÚ'N3E;P:P:0¶Fžä5@XÛmá/6£P­Û:6'Ý <ŠÚ^áCEH4/2;68P8./øbá/6'4³@!P:Þ/å²68ڄÛ:03ë56ÝC7:9;åCEHå/03N30kÛm0¶6qP

Ú'E54ûå=6ڄ9;ÜSÝ/ÞXÛ:6qIûFž7:9;Ü í +<;

hD>ononon>h3

Fž9;7d68E5Ú^áڄNOE5PmPjå›ä %

p b h

arq st

u

;

,

DHvwwwv,3

@ 3;CED u ;

,

D(vwwwv,3

0kFZxݒ +;

hD >ononon>h 3zya

e

034ûÛmá/69HÛmá/6'7&Ú8E5P:65.

9K

JV4«Û:áC6Ú'E5P:6,9HFXE - HÿEGZ$­ý!$N88& -@'Û:á/6¸95ÞXÛmÝ/ÞXÛ³0OPME;s &I/0¶ÜS6'4!P­03954CE5NAë56qÚÛ:9;7_J a

|{

J< e

ttMt

e { J

@

àdá/687:6}{

J

d

03PÛ:á/6t95ÞXÛmÝ/ÞXÛb9HF‹Û:á/6“Ú„NOE5PmP­0¶ðC687 KSڄ9;7:7m68P:Ý=954CIX034/2«Ûm9Û:áC6tڄNOE5PmP

bUd

. x¸E;Ú^áSE"'X6}{

J

d

0OPP­ÞCå=IX03ë›03I/68IS034%~ J d

0¶4`Ûm6'7më\E5N3P g J d

f

àdá/0OÚ^áSÚ8EH4Så=6d9HFKIX0?‹6'7m6'4`ÛvP:0GF'65@, #,+K# g J d

f e zl

r

l~ J d

0OPvE54Š034;Ûm6'7mëAEHN!I/6„ðC4/6qIå›äS0kÛ^PjN¶9Aàj6'7jEH4CIÅÞCÝ/Ý!687bå!9;Þ/4CI/Pvå›ä+ç€ J d

f=M<

e € J d

f

ê¾.Xøbá/6t0¶4!IX6'OmJ 034

Û:áC6EHN325957m0¶Û:á/Ü 0OP&ڄ9;ÜSÝ/ÞXÛ:6qIÔå`ä

m J a

d <

‚ mJ d

dK<

ƒ

f)<

~ J

fH„ce

;K

àdá/687:6“Û:áC60¶4CI/03Ú'68P;m J d

EH7m6“P:ÞCÚ^áûÛ:áCEHÛ}{

J

dd… g J d

h@; .

† ‡;É1Ë Ë³ÉE&˳ÉtÓ‹Ë Ì Ë³ÕÊ ˆ1Ø/Ë ÐÒO‰&Ë ÓKϲÕ,ʛʛÖVדËMØCÊ Ë³ÉtÊ`˳ÌÎÍtÏ­Ë

JV4ŠP:68ڄÛ:03954ûè/@;àj6&Ý/7m9Aë56dÛmáCEAÛbڄ9;4CIX0¶Û:03954CE5NC034CIX6'Ý=6'4!IX6'4CÚ'6t95FKÛ²àv9ڄNOE5PmP­0¶ðC6'7^P H <

EH4CIBH

?

7:6'ú

E`Þ/037:6qPMÛmáCEAÛD@A _

< e _ ? gb h a

@A@_

< gb h 5@@_

? gb h

.Aøbá/0OP03PE1I/68P:0¶7m68IÝC7:9;Ý!687­Û²ä«9HFCÛ:á/6j6'4CP:6'Üå/N36

OOO T°

l²¬`[&wqxH½¿[myml²fgZ\[tfg–M½¿_;–¿ljl²w®qfgZ\[&–V_;x5½¾[^yml²fgZ\[1¯

u

wqx`Y8x;fkegfµl²fg[^–bY']›zS];w8l¸l²wy^ekY8–V–Vf

°3•

W ¼

[½¾_`–¿lv]`[^[^z

l²w“y^wqegeg[^yml¸l²¬`[bymwq_`]Al²[

u

Z8Y8eg_;[^– /

0:ACEDUF

3

»

r Œ w ±

¯`_;l²[vl²¬`[bw8_;l²¯`_5l²–3:

Q

À<

Á

X=%X :)

À<

Á)°

w u Y“®8fgZ\[^]

°w u²±

da`w

u

[Y8y­¬:U#HÀ<

ÁW

·›]`z

5

#t–V_;y:¬l²¬`Y'l8: #5À<

Á?>

& #@ »

n Œ w ±

¯`_;l²[ P

D12221A À<

Á

Y'–¸l²¬;[dY8®

u

[^®\Y„l²[zSy^ekY8–V–Vfµ·`yY'l²fgwq]

u

[^–V¯Xw8]`–V[q»

_

§;¢a`bC©Cª

¯`¯`egfgyY„l²fkw8]Sw

°

l²¬`[Q Q Œ Y8eg®8w

u

fµl²¬

±Î°

w u

Y“®qfgZ\[^]fk];¯`_5l'=»

Ý=6'7:Fž957mÜSE54Cڄ6qP'.;øbá/6 «Þ/N3N3åCE5Ú^ß`úVLM6'03å/N36'7LA".-+K„ÿ‹ý8vÚ8EH4Åå=6tÚ'954CP:03I/6'7m68ISE5PvEߛ0¶4CI9HF

IX0OP²Û^EH4CÚ'6tå=6„Û²àj6'6'4Û²àj9ÅÝ/7m95åCE5å/03N¶0¶Û²äûIX684CP:0kÛm0¶6qP'@!å!6qÚ'EHÞ!P­60¶Ût0OP1E5N¶àbE\äXPb4/954ì4C6'2;EHÛ:03ë56E54CI

0¶Û«0OP“6>E`ÞCE5NÛ:9 F'6'7m9Š0$?öÛmá/6Û²àv9ÔIX03P­Û:7m03å/ÞXÛ:03954!PEH7m6£6>E`ÞCE5N GP:6'6ÅB&ä›ë›7:034/684 . N!$#vç$>;AêFž9;7

ÜS957m6I/6„ÛmE50¶NOP8.³øbá/0OP«0OPIX6„ðC4C68Iïå!6'Û²àv686'4 Û²àv9ÔÝ/7m95åCE5å/03N¶0¶Û²äôIX684CP­0¶Û²äìFžÞ/4!ÚÛ:03954!P žÝ‹I›F 3PR“ü

EH4!I E5P

ü

a 8 B ›N3952

CB

ü CBD

t K

ø)9tEHÝCÝ/N¶ä“Ûmá/6«Þ/N3N3åCE5Ú^ß`úVLM6'03å/N36'7³I/0¶ë;6'7m256'4!ڄ6á/687:6;@89;4/6¸ÜS0325á`Û)ÜS6qE5P:Þ/7:6Û:á/6v0¶4CI/6'Ý=6'4CIX684Cڄ6

å=6„Û²àj6'6'4£Û:á/6²9;0¶4`Û,IX6'4CP:0¶Û²ä@A@_

<we _ ? gb;h

³E54CIÛmá/6jFGE5ڄÛ:957m0GF'68I£IX6'4CP:0¶Û²ä@A@_

<qgbh 5@@_

? gb;h

@H#5 #

Q@@_

<Ze

_

?qgb;h

@@_

<Zgb;h C@A _

?igb;h

a D >

@@_

<0e

_

?igb;h XN¶9;2

@A _

<0e

_

?igb;h

@A _

< gb h 5@@_

? gb h t :

øbá/6SÜS957m6Q@A _

<we

_

?qgb;h

@A _

<Zgb;h C@A@_

? gbh

“0OP«P­ÜÅE5N¶N¾@‹Û:á/6SÜS957m6Û:á/6ÅڄNOE5PmP:0kðC687mP“EH7m60¶4Xú

IX68Ý!684CIX6'4`Û&2;0¶ë;6'4ûÛ:á/6Ú'N3E;P:P

b;h

.#/957&Eð!4/0kÛm64›Þ/Ü£å=6'7d95FÚ'N3E;P:P

hb

k

eHb1<0e tMtt

eHb

i %

CB a + ,

@A

b;h

Q@@_

<Ze _? gb;h

@@_

<gb;h 5@A _

?igb;h

qè

a + ,

@A

b h Dm>

@@_

< e_ ? gb h

›N¶9;2

@A _

< e _? gb h

@A _

<Zgb;h C@A _

?qgbh

><K

a + , D^>

@A _

<0e

_

?ZeHb;h

›N3952

@@_

<Ze

_

?qgb;h

@@_

< gb h 5@A _

? gb h e

'éH

d6qEH7m7mE54/25034/2 'éH¸àj6«ðC4CIûFž9;7&E2;0¶ë;6'4 B*%

CBD

a

+,

@A _

<we

_

?ZeHb;h

›N3952

?

ƒ

d )<

@A _

digb;h N

+-,

@@_

<we

_

?qeHb;h XN¶9;2 @A _

<0e

_

?igb;h

a ?

d)< +, d

_

<we

_

?Hb k e

ttMt

e b e

>(K

àdá/687:6

d a

+-,

d

N¶9;2 @A _

d gb h 5@@_

< e _? e b h

103PtÛmá/6684`Û:7m95ݛä9HF,Û:áC6

o

bÛmáôڄNOE5PmP­0¶ðC687

EH4!I @_

< e_ ? Hb k e

tMtt

eHb

ûIX6'4/95Û:6qPÛmá/6VþNN! „ÿ&-mþ ) /ô954`Û:9 Ûmá/6 Û:9HÛ^EHN«P­6'Ûû95F£Ú„NOE5PmP­6qP

hb k e

tMtt

e b i

.:#C7:9;Ü >(K,EH4CI4/9HÛm0¶4/2£Û:áCEHÛ!CB #"{/@`àj6tP:6'6&ÛmáCEAÛvÛ:á/6“034/6>E`ÞCE5N¶0¶Û²ä 0/:

á/9;N3I/P

_

<0e

_

?Hb k e

ttMt

e b Tl

d

+-,

de

0/:

àd0¶Û:áÑ6 E`ÞCEHN30kÛ²äî0$? Ûmá/6îý^þHÿN56GþAÿDN! 24+&+,"!T™ÿ"„þ"-2 "&GþHÿ 6>E`ÞCEHNOP F86'7m9$ B a

C@T#5 #

Û:áC6Ü£Þ/N¶Û:03ëAEH7m03EHÛ:6«Ý/7m95åCE5å/0¶N30¶Û:0368Pb0OPbFžÞ/N3N¶äŠFGE5ÚÛm957m0$F868I3@A _

<we

_

?qgbh a

@A@_

<qgbh 5@@_

? gb;h .CøbáC6

Ü£Þ/Û:ÞCE5NM0¶4/Fž957mÜSEHÛ:03954Ôå!6'Û²àv686'4ÔÛ:áC6«Û²àv9ÅڄNOE5PmP:0kðC687mP H <

EH4!I H ?

ÜS68E;P­ÞC7:6qPjÛ:á/6 E`ÞCE54;Ûm0kÛ²äŠ9HF

% ª

eµl²¬`wq_;®q¬'&

R

z;fgZ\[

u

®q[^];y^[&z;wA[^–];w8l¸–²Y'l²fg–

°3•

l²¬`[dY„h5fkw

± w ° –

•5±±

[ml uV•

S

r(.U

»

)

Ĭ;fg–vfg–¸Yz;f

u

[^yml¸y^w8]`–V[´A_;[^]`y^[dw

°

l²¬`[À™–¿l

u

fgyml

Á

y^w8]5Zq[mh5fgl

• w °

l²¬`[j]`[^®qY'l²fgZ\[&egwq®\Y

u

fµl²¬

±

»XĬ;fg–¸fg–

u u ± u •;±± u