cacy are just three areas where increased computational power is fueling massive ... decision trees to distinguish between several classes of corneas while ... non-diseased, we use Z ernike polynomials to model the corneal surface. We then use the polynomial coefficients for each geometric mode as an input feature.
"!#$ %&!('!#)* + ( ,!.-/0 1 ,!#2)43"!#!#2)65798: 1 ,!#); @BA&CED FG/H7IKJMLONPLRQ&S TUI CPVWCPXYHZJ H7V\[H7I]D]FWHOJ]HZI H7D]FU^WQ#S GC`_KFWH7A&NbadceHOfYSWH7V ghG/HZI]ihjlkWNPNmCPnoLOI]Apf qoresKtUu(vxwzysK{Yw|&}~|&ytOwzs]v ZK
sK{OKsu&{ob{p
{OsKs vz
{ ~|&
Es ps|&}etZwz|pys wxvx , s
|YwMu#wzs0e{O
s vzxw ~|p
yKeOdO ~|p{YwMu&]w.W#Z.O& 7¡#¢?£¥¤#¦O&¤§Y#¨7©#¨Y¢?£¢pª&« %¬ ?®K¯K°(±U²&¯p³ Owz|py%u(wzs.;KEu#xx
´.u#wz
|&{\¥Z¥wzsKylu#vzs1|#}mwzsK{µOxs.o}`|&vdtUu#wz
sK{Yw ZPu#p{O|px
K¶·{/y%u&{YKu&xsKK?w svMu(wzE|&{Uu#Es;Rs
{UuOs K
xE|&{¸
u#B
ytR|&vx¹ wMu#{7wu&1w s;ZsKK
x
|p{ºwzxsK}»¶ls vzs2¼soZs wMu&
uys]w |7|&}e7Exu&
½K
{w s vzwzs vzEuxs.YuZsKK
x
|p{%wxvzsKsl Pu#xx´Us v,wz|tZvz|#7EOs xtOtR|&vxw}`|#vK
{
KEu&{O
{Ywzs vzsK¥wzs.
{/ZPu#p{O|px
{K|&vz{Os.u&,O
xs.u&xs&¶¿¾s%
sKs vMu#pstOvz|&tRs vxwz
sK1|#}l|&Ov Ou#wMu;wxvMu&{O¥}`|#vzy%u#wz
|p{wz|À vzs.u(wzs2xZvx}Áu#KsK
wz
{Àw s%Os wMu#E
1OsKsKysK
ytR|&vxwMu#{Yw
{KEu#xx
´.u#wz
|&{ ¶ZÂ?vzsK
Ey
{u#vx1vzs xwz
{O
.u#wzsÃw u(wbw s}`s.u(wzOvzsK
¥wxvMu#wzsKY|pOv7Exu&
½.u#wz
|&{2ys w |7u#vzs
{UOs s.1w sà vzwzs vzEu0w u#w|&}PwzsK{
s.u&;wz|%uBK|&vxvzsK]wdZPu#p{O|px
du#{U2w u#w |pZve¥Z¥wzsKyÄu#Ex|%xsKs yÃwz|B´{U%}Áu.|&v ¼Ãw tZvMu& wz
K
{ E
{OE Pu#{K¶ Å ÆÇ ÈRÉËÊ0ÌÍÎÏÈËÐzÊ Ç da FËAdÑWA#N`g;L7Ò¿noA&gRC`_(CmVËA0FWHOJ,Ó A&VËA(ÑËD A&goÔOI]ApHYD]Nm^BÒÕI LZnÖHOgRXYH7VW_#A&JCmVµ_(LZno×ËkËD]CmVËÔWØ7GApgRC`_#H7N CPnÀH7ÔOCPVWÔWSÏÔZA#VWA(D]C`_J _(I A#A&VËCmVËÔH7V g/N`H7I ÔZA(ÙxJ _#H7NmA_(NmCPVWCm_&H7ND]I CmHZNmJD]LgRA(D A#I noCPVËA;gRI kËÔA#Ú;Ù _#HZ_#^H7I AÛzkWJzDD FËI A#AH7I A&HOJc0FËA#I AdCPVW_#I]ApHZJ]A&g2_(LZno×ËkËD HYD CPLOVWH7NR×ÏLYceA#I,CmJÒÕkËA#NmCPVWÔ1nÀHOJ]J]CPXOA ÔZI LYcdD]FCPVD FËA%D A&JMD]CmVËÔHZVWg_(LONPNmA&_(D]CmLZVL7Ò×WH7D]CmA#VD1gWHYD HWØËÜÝCPD]F/D FËAHZÓËCPNmCPDz^D L_(LONPNmA&_(D H7VWgÞJMD]LZI AoNmHZI]ÔOAÀH7noLZkËVDKJL7Òd×WHYD CPA&VDgËHYDKH_(LZnoApJ1D]FËAgËA&J]CPI A;D]L/gRC`J]_#LYXZA&IkËVWgRA&I]Nm^Ù CPVËÔI]A&NmH7D]CmLZVWJ]FËCm×WJ0ÓÏA(DzceA#A#VßCEDpØÏadFËA%ÑWA#N`gËJL7ÒÃgËHYDKHÀnoCPVWCPVËÔhH7VWgÓWCPLOCPVRÒÕLOI]nÀH7D]C`_#J0FWHXOA H7I CmJ]A#VD]LoFWH7V gRNPA1D FËCmJeDKHZJ]i¿ØRÜÝFËA#VH7×Ë×WNPCmA&gD]LonoA&gRC`_#HZNbgËHYDKHËSD]IKHZgËCED CPLOVWH7N?gËH7D H;noCPVRÙ CPVËÔ2H7×Ë×ËNmC`_#HYD CPLOVWJNmCPiOA_(N`HZJ JMCPÑ _&HYD]CmLZVÀHZVWgo_(NmkWJzD A#I CPVWÔ_#HZV;^UCmA#N`gÀ_(LOn;noLOVWH7NmCED CPApJÃH7noLOVËÔ ×WHYD CPA&VODKJ0D FWHYDnoCmÔZFDÓÏAH7VCmVWgRC`_#H7D]LZIL7ÒHÀÔZCmXZA&V_#LZVWgËCED CPLOVbØËà¥ÒÃJMk _KF/_(LZnonoLZV H7NmCED CPApJ H7I AÒÕLOkËVWg?SWCEDC`J0×ÏLOJ JMCmÓËNmAD Lµ_(I A&H7D]AH2Dz^×ÏAL7ÒBá]J]CmÔZVWH7D]kËI AZS âc0FWA#I A1× HYD]CmA#VDKJ0c0FËLÀH7I A ÒÕLZkËVWg2D LFWHXZAeD]F HYDlJ]CPÔOVWHYD kËI Ad_#LZkËN`g2Ó AgËCmHZÔZVËLJMApgc0CPD]FbSZLZIÃ_(N`HZJ J]CEÑWApgoHZJ,×ÏL7D]A&VD]C`H7NmNP^ FWHXUCPVËÔ SUD]FWH7D_(LZV gRCED CPLOVbØ àzgRA&HZNPNm^ZS?LOVËAoclLOkËNmg¸NmCPiOAoHJ]^RJzD A#n9D FWHYD%_#HZV¸×WI]LYXUC`gRAon;LOI]A;CmVRÒÕLZI nÀHYD]CmLZV¸D]F H7VÞH JMCmno×ËNPAãZä(å;LOIoæÏç\gRA&_#CmJ]CmLZVbØ?adFËAÀ_(I CPD]A#I C`HµkWJ]A&gßD]L\I]ApHZ_KFºHhgRAp_(C`JMCmLZVº_#HZVßÓÏAÛzk JzDHOJ CPno×ÏLZI]D H7VDHZJeD FËA%gRAp_(C`JMCmLZV\CEDKJMA&NEÒzØWàxVJ]LZnoA_#HOJMApJ#SD FËAÓWHZJ]C`JeÒÕLZIHogRC`H7ÔZVWLOJ]CmJenÀH^µÓÏA HZJdJMCmno×ËNmABHOJlD]FËAB×ËI A&J]A#VW_#ALZÒH2×WH7I]D]C`_(kËN`H7IdH7VD CPÓÏLRgR^µCmVD FËABÓËNPLULRg?ØRàxV\gRCmJ]A&HOJMApJlD]FWH7D è ,
,¼,|#vzé¼u&tu#vxwzEu&
xtOtR|&vxwzs.%YBw s }`|p
|.¼Ã
{&vMu#{YwzKêl·l¹ëêe· ìpí ¹»bîï ì&ìð&ñ êe·»l¹ëêdb·Rò í&ì ¹?î1ïKó í&ípð u#{Ulys vz
.u#{etOwz|pys]wxvzEô|&{UOu#wz
|p{¾õ
Pu#yÝb½KsK
ZôsK
|(¼¹
t &e Eu#v7K
sK{ sK?·{Op¶7öë÷ Ãø]ù ê0Oô;~,u#vzsKs]vúlvMu&{Yw?·x·xY¹»û ì&üý ó&ó í öÁò÷h&Z ø]ù êl·l¹ëêe· þ û7ï ¹»?î1ï í#ñð&í öë÷oÿ ø
H7I AµnÀH7VËCPÒÕA&JMD]Apg ÓU^ºD]FËA\A C`JzD A#VW_#ALZIoH7Ó JMA&VW_(AµLZÒ_(A&IMDKH7CmV ×ËFU^RJMC`_#HZNl_KFWHZI HO_.D A#I CmJMD]C`_#J&S D]FËAµgRAp_(C`JMCmLZV¸noCPÔOFODVËLZDÓ AµJ]L\_#kRDH7V g¸gRI ^ZØWLZIBCmVWJzDKH7VW_#AZS?iOA#IKHYD]LR_#LZVUkWJ&SÏHgRC`JMApHZJ]A H ¿A&_.D CPVWÔÀD]FËA;JMF H7×ÏA%L7Ò,D]FWA2_(LOI]VWA&HËSRC`JL7ÒÁD]A&V/_KFWH7IKHZ_(D]A&I]C #ApgÓU^HÀNmHZI]ÔOA%_(LOVËA(ÙxJMF H7×ÏA&g ×ËI]LZD]I kWJ]CPLOV I]C`J]CPVËÔ¸ÒÕI LZn D FËA_(LZI VËApH7NdJMkËI]ÒëHZ_#AZ Ø LYc CPI I A#ÔZkWNmHZI%D]FWA_#LZI VËA&H¸nk JzDÀÓÏA Ó A#ÒÕLZI AÃD]FWAlgRC`H7ÔOVËLOJ]CmJL7ÒËiOA#IKHYD]LR_#LZVUkWJ?C`JnÀHOgRA C`JHZI]ÔOkWH7ÓWNPAO Ø HXUCmVËÔHceH^D]LXC`J]kWH7Nm C &A D]FËAõ_(I CPD]A#I C`H kWJ]A&g CPV _(N`HZJ JMCPÑ _&HYD]CmLZV _(LZkWNmg ×ËI]LYXUC`gRA¸H ÔZI A&H7DhÓÏA#VËA#ÑËDD]L _(NmCPVWCm_#CmHZVWJ#S ×ËI]LYXUC`gRCmVËÔhH\J]H7ÒÕA(Dz^/_KFËAp_Ki\D]FWH7D_#LZkËN`g/NmCmn;CPD%JMLOnoAL7ÒlD]FËA;NmCmHZÓËCPNmCPDz^D]FWH7DBnoCmÔZFDH7I CmJ]A ÒÕI]LOn I]A&NP^UCmVËÔ2×WkËI]A&NP^ÀLOV\H;J]CPVËÔONPABH7V JMceA#IeÒÕI LZnH;_(LZno×ËkËD]A#IpØRà¥D0CmJeCmVD FWHYDJ]×ËCmI]CPDdD]FWH7D clAB×ËI A&J]A#VDdLZkËI0ceLZI iÀCPVD LogËA#XZA&NPLO×ËCmVËÔ;H;J]^UJMD]A&nL7Ò,_(N`HZJ JMCPÒÕ^UCPVWÔo_#LZI VËA&HZNÏJ]FWHZ× ABkWJ]CPVWÔ gRA&_#CmJ]CPLOVÀD]I A#ApJD L2gRC`JzD CPVWÔZkËC`JMFÓ A#DzclA&A#VJ]A#XOA#IKH7NW_#NmHOJ]J]A&J L7Òb_(LOI]VËApHZJ c0FËCPNmA×WI]LYXUC`gRCPVWÔ%H XC`J]kWH7Nm C pHYD CPLOVL7ÒD]FWA%_(N`HZJ JMCPÑ _#H7D]CmLZV\_(I CED A#I CmH2D]LÀHZCmg\CmV\_#NPCmVËC`_#H7NgRA&_#CmJ]CPLOV\J]kË×Ë×ÏLZI]D&Ø Ap_(C`JMCmLZV\D]I A#A2_(N`HZJ JMCPÑWA#IKJ0H7I Ac0C`gRA#Nm^hk JMApgCPVnÀH7VU^\H7×Ë×ËNmC`_#HYD CPLOVWJ&ØWadFËA%×ËI CmVW_(Cm×ËNmA Ó A&FËCPV gHgËA&_(C`J]CPLOVD]I A#AÃC`JD]LJ]A#NmA&_(D,HZV%HYD]D]I CPÓËkËD]AdHYDApHZ_KFVËLRgRAeH7VWggRCPXUC`gRAlD]FËA ÒÕA&HYD kËI A JM×WHO_(ACmVD]L%CmVW_#I]ApHZJ]CPVËÔONP^2ÑWVËA#ÙÔOI HZCPVWA&g;I]A&ÔZCmLZVWJ&ØZadFËA1_(N`HZJ JÃN`H7ÓÏA#N L7ÒH7VÀLOÓRÛzA&_(DlC`J Ó HZJ]A&g LZV D FËAhÑWVWH7NdI A#ÔOCPLOV CPV c0FËC`_KF CPD;NmCPApJ#Ø VËA\ÓÏA#VËA#ÑËDÀL7ÒgRAp_(C`JMCmLZV D]I A#A&J;C`J2D]FWH7D2D FËA#^ H7I A%D]IKH7V JM×WHZI]A&VD&SWnoApH7VËCmVËÔµD FËA;kWJMA&I1_&H7V/CmVWJ]× Ap_.D1D]FËAoHZ_(D]kWHZND I]A&A×ËI LRgRkW_#A&gÓU^D]FWA _(N`HZJ JMCPÑWA#IeD LÀA H7noCmVËA1D]FËABÒÕApHYD]kWI]ApJdkWJMApgCmV_(N`HZJ JMCPÑ _&HYD]CmLZVØ ÜÝFËCPNmAÀHZ_&_(kËIKHZ_#^\C`JH7VºCmn;×ÏLZI]D HZVD1ÒëHO_.D LZIBCPVÞ_KFËLULOJ]CmVËÔ\H_#NmHOJ]J]CEÑÏ_#HYD CPLOVßJMD]IKHYD]A&ÔZ^OS H7VËLZD]FËA&IHYD]D]I CPÓWkRD]A2D]FWH7D1J]FËLZkWNmgVWL7DÓÏA;CPÔOVËLZI A&gC`JD FËA;CPVD]A&I]×WI]A#D H7ÓWCPNmCEDz^\L7ÒD FËA2ÑWVWH7N I]ApJMkËNPD J&Ø A&_#CmJ]CmLZVÝD I]A&A&JµnÀH^ Ó AßÒëHXZLOI]Apg LYXOA# I ë× LJ]J]CmÓËNP^ onoLOI]AßHO_#_#kËI H7D]A á]ÓËN`HZ_KiÙ Ó L â/_#NmHOJ]J]CEÑ A#IKJ%ÓÏA&_#HZkWJ]AµD]FWA#^Þ×ËI LYXC`gRAµnoLOI]AhkËVWgRA&I JMD HZVWgËH7ÓWNPAµI A&J]kËNPD J&ØàxV n;ApgRC`_#H7N CPnÀH7ÔOAoCPVD]A&I]×WI]A#D HYD CPLOVbSgRAp_(C`JMCmLZVÞJ]kË×Ë×ÏLZI]DÒÕLZIHgRLOnoHZCPVÞA ×ÏA#I]D%C`J×ËI A(ÒÕA#IKH7ÓWNPA;D]L/HZV H7kRD LZnÀHYD A&g\_(N`HZJ JMCPÑ _#H7D]CmLZV\nÀHZgRAÓU^HZV\A × A&IMDJ]^UJMD]A&nØËÜÝFËCmNPA%CPDC`J0CPno×ÏLZI]D HZVODdÒÕLOIH JM^RJMD]A#n D L×ËI LYXUCmgRA1H%gRAp_(C`JMCmLZVbSCPDeC`J LZÒÁD]A&V A kWHZNPNm^oCPno×ÏLZI]D HZVODlÒÕLZId_(NmCPVWCm_#CmHZVWJÃD LiUVËLYc D]FËAÓWHOJMC`JeÒÕLZIHZV\HOJ]J]CmÔZVËnoA#VDpØ CPXOA#V H gËH7D HOJMA#D_(LZVDKH7CmVËCPVWÔ _(LOI]VËApHZJoN`H7ÓÏA#NmA&g HOJgRC`J]A&HZJ]A&gbSÃ× LJzD]ÙLO× A&I H7D]CmXZALOI VËLZVRÙxgRC`JMApHZJ]A&g?SZclAk JMA ÏA#I VËCmiZA0×ÏLZNm^VWLZnoCmHZNmJÃD]L%noLRgRA&NWD FËA_#LZI VËA&HZNWJMkWIMÒëHO_(AZØOܸAD]FËA&V kWJMAßD]FËAº×ÏLZNm^VWLZnoCmHZN1_#LUA(Úµ_(CmA#VD JÒÕLZIhA&HO_KF ÔZA&LZnoA(D I]C`_noLRgRA¸HOJhHZV CPVW×ËkRD\ÒÕA&HYD kËI A ÒÕLZIHµgËA&_(C`J]CPLOVD]I A#AZØ [H7I]DL7Ò,D]FËAI H7D]CmLZVWHZNPAÓÏA#FËCmVWgk JMCmVË Ô ÏA&I]VËCmiZA×ÏLZNm^UVËLZnoC`H7N`JHZJH D]IKH7VWJMÒÕLZI nÀHYD]CmLZVnoA#D]FËLRgLYXOA#ILZD]FËA&IHZNED A#I VWHYD CPXOA&JbC`JD]FWH7DD FËA#I A C`JHgRCmI]Ap_.D_#LZI I]A&NmH7D]CmLZV Ó A#DzclA&A#VµD FËA1ÔZA#LOnoA(D]I C`_noLRgRA&JlL7ÒbD FËA1× LONP^UVËLOn;C`H7N`JeH7VWgµD]FËABJMkWIMÒëHO_(AÒÕApHYD kËI]ApJ LZÒbD]FWA _(LZI VËApHËØ ¿A#I VËCPiOA%×ÏLZNm^VWLZnoCmHZNmJFWHXOA%Ó A&A#V¸clA&NPNPÙ¥JMD]k gRCPApgÓU^\D]FËA;noA&gRC`_#HZN_#LZnonkËVWCEDz^ H7VWg XUC`JMCmLZV J _(CmA#VD]C`JMD JµHZVWgÝ_(NmCPVWCm_#CmHZVWJHZI]AÒëHZn;CmNmCmHZIc0CPD]F D]FWA#CmIhkWJ] A ¥Ø V HZgËgRApg Ó A&VËA(ÑËDeL7Ò ÏA&I]VËCmiZA0×ÏLZNm^UVËLZnoC`H7N`JC`JD]F HY"D !$#Ëä&ç %'!(#W*ç )çYæ +,.-(!ãµ0ç /1!$#Ëäå#2ä %'-ëä.3å +,(,P&ç 4,6å 5U1å !xç !7%]8ä +&!,8ä +:98#;!¥2ä %'ZAä @Wä(æ >Zä#Bæ !C,
:ã DËTUCmVW_(AdD FËA×ÏLZNm^UVËLZnoC`H7NW_#LA#Úµ_(CmA#VD Jk JMApg;HOJÃJ]×ËNPCPDMD CPVWÔ HYDMD I]CmÓËkRD A&J0I A#×WI]ApJMA&VODeD]FWA×ËI]LO× LOIMD CPLOVWH7N?_#LZVD]I CPÓWkRD]CmLZVWJeLZÒ,J]× Ap_(CPÑ _BÔZA&LZnoA(D I]C`_n;LRgRApJ#S clAoH7I A;HZÓËNmA2D L\_#I]ApHYD A;HJ]kËIMÒëHO_(A;I]A&×ËI A&J]A#VD H7D]CmLZVD FWHYDI A EWAp_.D JD FËAÀJM×WH7D]C`H7N,ÒÕApHYD]kWI]ApJ gRA#A&n;Apg:áMCmn;×ÏLZI]D HZVD â\CPVõ_#NmHOJ]J]CEÑÏ_#HYD CPLOVbØ?adFËA&J]AoÒÕA&H7D]kËI A&JgËCmJ _(I CPnoCmVWHYD AÀÓ A#DzclA&A#VºD]FWA ×WHYD CPA&VOD_#NmHOJ]J]A&JdHZVWgÔOCPXOAH7V\CPVWgËCm_&HYD]CmLZVHOJeD]L;D]FËA%J]×ÏA&_(CPÑ _BI A&HOJMLOVWJlÒÕLZIHogRA&_#CmJ]CmLZVbØ Ü¸AÀFWHXOAµgRA&J]CmÔZVËApgºHZVWgÞgRA#XOA#NmLZ×ÏA&gÞHnoA(D FËLRgÞL7ÒdXC`J]kWH7Nm C &CPVWÔLZkËI%gRAp_(C`JMCmLZVºD I]A&A I]ApJMkËNPD J&ØËܺA×WHZIMD CED CPLOVLZkËIgWHYD HOJMA#DÓWHZJ]A&g\LOVD]FËA%× HYD]FDKH7iOA#V\D]FËI LZkWÔZF\D]FËA;gRA&_#CmJ]CmLZV D]I A#A HZVWg_(I A&H7D]A H0J]kËI]ÒëHZ_(AÃÒÕI]LOn D FËA noA&HZVXYH7NmkËA&JL7ÒUD]FËA × LONP^UVËLOn;C`H7N_(LUA(Úµ_#CPA&VODKJbLZÒRHZNPN D]FËA×WHYD CPA&VODKJÃÒëHZNPNmCmVËÔCmVD]LD FWHYDe×WH7I]D]CPD]CmLZVbFØ ËLOI ApHZ_KFÀ×WH7D]CmA#VD&SclA_(I A&HYD AH7VCPVWgËCPXUC`gRkWH7N × LONP^UVËLOn;C`H7NJ]kËI]ÒëHZ_(A2ÒÕI LZn6D]FWA;× HYD]CmA#VHD G J_#LA#Úµ_(CmA#VD1XYHZNPkËApJD]FWH7D_#LZI I]ApJM×ÏLZV gD]L\D]FWA JM×ËNmCPDMD]CmVËÔHYD]D]I CPÓWkRD]ApJLZÒËD]FWAegRAp_(C`JMCmLZVD]I A#AOØpܺAd_(LZVD I HOJzDD]FËC`JJMkWIMÒëHO_(AlHZÔOHZCPVWJMDH1J]CPnoCmNmHZI
JMkËI]ÒëHZ_#A;_#LZVD HZCPVWCPVËÔhD]FWA;noApH7Vº×WH7I]D]CPD]CmLZV¸XHZNPkWA&JÒÕLZIBD FËAÀJ]HZn;AoJ]×ËNPCPDMD CPVWÔ_#LUA(Úµ_(CmA#VD J H7VWg×WI]LYXUC`gRA2Hn;ApHZJ]kËI A%D]L kWH7VD]CPÒÕ^FËLYc9á _(NmLOJ]A&âµH×WHYD CPA&VOD1NPCmA&JD LµD]FWA2noA&HZVbØ ä #+Yä2*å #Ë&ç 4æõ&ç 5 % %]ä('å 5 ,.!ë å !x3ç @%*+:92!C- 9 -ÁFæ ) 9 , -ÁBæ - 92- +YæËå +Yæ >3@%] ä , -(< -Áæ +%. ã +&,.- >:+&!7-ëç7æ /8%]ç < !(#W ä < -Á?æ >&- 98+!xä." å !$#Ë2ä %]6ä -`6å +Yæ +Yæ +!xç < - 939 &ç %'%]ä(7å @WçYæ >Zä#?æ 9Kä K ä !C4 äKä( æ !(#Wä /(ä +&!75 % ä.åç /1!$#Ëä(å(ä 8å 5 %$/ + 9Kä.å +Yæ >;9Kç %.æ¿8ä +, +K ä %'%*+&!7-ëç7æËå0ç / @+&!7-ëä#Bæ !» å 4 -(!(# Z2ä %*+!xHç 9 ç7Bæ 5U2å D õÐMÊ zÊ lÐMÎ Î ÃÉËÊlÍÇÌ àxnoHZÔZAÀÒÕLOI]nÀH7D]CmLZVõÓÏA#ÔZCmVWJ2c0FËA#V NPCmÔZFDA&VOD A#I CPVWÔD]FËA\A#^OAµC`J%ÒÕLR_(k JMApgõÓU^ßD FËAh_#LZI VËA&HWS ×WHZJ JMApJ0D FËI]LOkËÔZF/D]FËA;×ËkË×ËCmNS¿HZVWgC`JÒÕkËIMD FËA#IÒÕLR_(kWJ]A&g/Ó^D FËANmA#V J#SÏÒÕLZI noCPVWÔhH7VßCPnÀH7ÔOA LZVD]FWA2I A(D CPVWHHYDD FËAÓWHO_KihLZÒD]FËA2A#^OAZØÏTRCPVW_#ANmCPÔOFDnk JzD× HZJ J0D]FWI]LOkËÔZFD FËA2_#LZI VËA&HWS _(NmA&H7IoXUC`JMCmLZV gRA#×ÏA#VWgWJÀXZA&I]^Þnk _KF LOV D FËALZ×RD Cm_&H71N kWH7NmCPDz^õL7ÒD FËA_(LOI]VËApH7N0J]kËIMÒëHO_(AOS c0FËCm_KFÞC`JI A&J]× LOVWJMCmÓËNmA;ÒÕLZI%VËApH7I NP ^ 9L7ÒeD]FËAoD L7DKH7NÃLO×RD]C`_#HZNÃ× LYceA#ILZÒlD FËAÀA#^OAZØadFWA VËLZI nÀH7N_#LZI VËA&HoFWHOJH7V/HOJM×WFËA#I Cm_B×WI]LZÑWNPABD FWHYD1CmJnoLZI A%JzD A#A#×WNP^_(kËI XZApg\CPVD FËA2_#A#VD]A&I I]A&NmH7D]CmXZAD]L;D]FËAB×ÏA#I CP×WFËA#I ^ZØWTUkWÓRD]NmAgRCmJMD]LOIMD CPLOVWJeCPV\D FËAJMFWHZ× ABLZÒD]FWAB_#LZI VËA&H;_#HZVFWHXOA HgRIKH7nÀHYD Cm_% A ¿A&_.DBLZVßXC`J]CPLOVb?Ø WLZID]FËC`JI]ApHZJ]LZVbSWD]FËAoJMF H7×ÏAL7ÒD FËAo_(LZI VËApH7NJ]kËI]ÒëHZ_#A%CmJ n;ApHZJ]kËI A&g_(NmCmVËCm_&H7NmNP^hÒÕLZID]FËA%D]I A&HYD noA#VD1HZVWggRC`H7ÔZVWLOJ]CmJ0LZÒA#^ZA2gRCmJ]A&HOJMAOØ adFËA×ËI]LR_#A&J J L7Ò,noHZ×Ë×ËCmVËÔ;D]FËA%J]kËI]ÒëHZ_#AÒÕApHYD kËI]ApJdLZVhD]FËA%_#LZI VËA&H2C`J0iUVËLYc0VhHOJ 9 &ç %.æÏ8ä +, !¥8ç @Ëç ):%*+ @B#UãYØ !
"$#&%!'(%!)+*#-, .0/21435"$176'8/9*#-:;1==6*?
