!"#$%&(')(+*,-.$
:;1;6< %>=
1? @BADC!EGFIHGJLK1FNM(E$OQP RSP T
M ` EaFNHGJLK1FWb8FNF `Nced K cgfhd FL] f
/0124356*879"
U$JWVSXYH[Z8\GVSXW].JL^@0` _ O
i JWVSXYHb8FNF `Nced K cgfhd FL] f
OkjmlnpoWoNq4oNrtsqvu0lQwxzy{l|Iq)s)}p~Nyv}puuxyv}p~|N}toL
ppwguxjmlgyvu}lQu
R1u
|Nxwgu}mwoNrt|N}|N~Luu}mw!|N}jLwgu
T81u
|Nxwgu}mwoNrtstlQoY}poL5yBl
|LznWy}p~YwoL}jLw(|Nwgu8!}WyvLux(ywLGhWqqv|N} LpeNLW I¡Y
hnpoL}puL¢ ¡L£LN¤L¤Y¡NLL£p m¥|I¦§¢ ¡L£L¨¤L¤L¡N¤L©ª0©
«¬$®Q¯°m±²®
h³ ´Yµ4¶L·¹¸0¶W¸0º¹µ»º¼¹¸I½¾1¿8Àe·¾0µg¼¶L·¹µ»LÁ½¼Á¸eº¹ÃIº¹¼µ¿ÄÁºG½¸0¿k¶L·Áº¹µ»!¸Åp¼ÇƸt¶L·¹µ¶L·¸N½µgººÁÂLÈ1½¸e¿8¶W¸0ÂLµÂN¼¹ºÉ
¼ÇÆ4¸1º¶Wµ½ÁÀ0ÊÁ˵»ÂLµÌL·¹À0ÊÂYµ¼ÇÆ4¸e·¾NºÉpÀeÂL»5À»Lµ½ÁºÁ¸e·¹ÌLʵÍLÀ0º¹µÎtÏÁ·¹º¼ÉW¼´Lµ¶L·µ¶Y·¸N½µº¹ºÁÂLÈ5½¸0¿k¶m¸eÂLµÂN¼º
»Lµ¼µg·¿8ÁÂLµ¼´Lµ1¿8¸eº¼h·µgÊеgÑÀ0ÂN¼>ÅBµÀ0¼¹ÌL·µgºtÅÒ¸0·º¼¹¸I½¾¿kÀ0·¹¾0µ¼h¶L·¹µ»LÁ½¼¹ÁиeÂpÉ·¹µ¿8¸ÑeµÓ¼¹´Lµ1ÂL¸0Áºµ²ÉÀ0ÂL»ºµ¶LÀ²Ô
·À0¼¹µ¼¹´Lµ·µg¿8À0ÁÂLÁÂLȶYÀ0¼¼¹µ·ÂYºÁÂN¼¸k¼ÇÆ4¸5»LÁºÐÕz¸0ÁÂN¼tºµg¼ºÎ5Öhµ×L¼ÉG¼´Yµ¼ÇÆ4¸5ÂLµÌY·À0ÊØÂLµ¼ÇƸ0·¾Nº!¶Y·µ»LÁ½¼¼´Lµ
¿8À0·¹¾0µ¼gÙÚº4·¹À0¼µ1¸Å$·¹µ¼ÌL·¹ÂpÉÆhÁ¼´¸0ÂLµ!ÂYµ¼ÇÆ4¸e·¾¼¹·ÀeÁÐÂYµ»¼¸k·µ½g¸0È0ÂYÁÐËgµ¶W¸0º¹Áм¹ÁÑ0µÀ0ÂL»¼´Lµ1¸0¼¹´Lµ·tÂYµÈ0Àe¼ÁÑ0µ
·µ¼¹ÌL·ÂLºgÎÛÏ.ÁÂLÀ0ÊÊÃeÉ0¼´Lµ»Lµg½ÁºÁ¸0Âk·ÌLʵÍLÀ0º¹µ¼À0¾eµºhÍW¸0¼´k·µ¼¹ÌL·Â¶L·µ»YÁнg¼Á¸0ÂLºhÀeÂL»8»Yµ¼µ·¹¿8ÁÂLµºhÀ1ÍLÌLÃLܲºµÊÊ
·µ½¸e¿8¿kµÂL»LÀe¼Á¸0ÂpÎÝ>À0ÁÊÃÀ0ÂL»¿8¸eÂI¼¹´LÊõ×L¶Wµ·Á¿8µgÂI¼¹ºÀ0·¹µ8½¸eÂL»LÌL½¼¹µ»ÞÀeÂL»¶Wµ·ÇÅÒ¸0·¿kÀ0ÂL½gµ8¿8µgÀ0ºÌY·µ»
ÍIý¸0¿k¶LÌL¼ÁÂLÈk¼´LµkÀ0ÂLÂNÌLÀeÊG·À0¼¹µ8¸²ÅÛ·¹µ¼ÌL·¹ÂÀeÂL»¼´Lµ·¹µ¼ÌY·Â¶Wµ·!¼¹·Àe»LµÎ߸0¿k¶LÀ0·¹Áº¸0¸Åh¼´Lµ·¹µºÌLʼ¹º
À0½´LÁµÑ0µg»ÍNü¹´Lµ8»YÌLÀ0ÊÂLµÌL·¹À0ÊhÂLµg¼ÇÆ4¸e·¾ºÃNº¹¼µ¿¼¹¸¼¹´LÀ0¼¸Åt¼´Yµº¹ÁÂLÈ0ʵÂLµÌY·À0ÊÂLµ¼ÇƸ0·¹¾º´L¸Æhº1¼´YÀ0¼
¼´Lµ!»YÌLÀ0Ê.ÂLµÌL·¹À0ÊGÂLµ¼ÇƸ0·¹¾º¹ÃNº¼µg¿È0ÁÑ0µº>¿ÌL½´8ÊÀ0·¹È0µ·>·µ¼¹ÌL·ÂYºÓÆhÁ¼¹´8ÅÒµÆ4µg·Ó¼¹·Àe»LµºÎ>àÇÂÀ0»L»YÁм¹Á¸0ÂpÉL»LÌYÀ0Ê
ÖtÖĵ×L¶Wµ·Á¿kµÂN¼º!ÆhÁ¼´&¼´Yµ8À0¶Y¶L·¸e¶L·ÁÀ0¼¹µÊúµgÊеg½¼µ»ámʼ¹µ·ÁÂLÈÀeÂL»&»Lµ½ÁºÁ¸e¼´L·¹µº´L¸eÊ»Lº¿kÀ0ÂLÀeÈ0µ»¼¸
À0½´LÁµÑ0µkÀ0ÂÀeÊпk¸0º¹¼Ó¼ÇÆhÁ½µkÊÀ0·Èeµ·1À0ÂLÂNÌLÀeÊ$·Àe¼µ5¸Åt·¹µ¼ÌL·¹ÂÆh´LµÂ½g¸0¿8¶YÀ0·µg»¼¸&¼´LÀe¼!¸Åt¼¹´Lµ5ÍLÌLÃ&À0ÂL»
´L¸0Ê»º¼¹·Àe¼µÈeÃ8¸Ñ0µg·hÀº¹µÑ0µÂN¼ÇÃk¿8¸0ÂN¼¹´¶mµ·¹Á¸I»ªÎ4âh¸ÆµÑ0µ·gÉmÂL¸1½ÊÀ0Á¿kºa½gÀ0Â5Ímµ¿kÀ0»Lµh¼¹´LÀ0¼¼´Lµ¶L·¹¸0¶W¸0º¹µ»
ºÃNº¼¹µ¿ãÁºhÍWµ¼¼¹µ·¼´LÀeÂ8¼¹´Lµ!ÍLÌLÃkÀ0ÂL»k´L¸0Ê»5º¼¹·Àe¼µÈeÃ8Æh´LµÂ½¸0ÂLº¹Á»Lµ·ÁÂLȼ¹·ÀeÂLºÀe½¼Á¸0Â5½¸eº¼¹ºÎ
ä8åæNçtèNéêNë0ì jLwolgí&|NxíLuw
pxu0YyBlQwyvoL}$î$ïðyvux(|Nx(lgnWyBl|eqtzwuîpïmñpxyBzwuîpòupx(|eqÛòuwóÓoYxí²ô
Ø¥ yv}|N}lgyB|eq!|NxíYuw(yv} ~Lu}pux(|eqÓ|¨}wnpuwgolgí|NxíLuwyv}
|¨xwyBlQWqB|Nx|Nxu5uQ¦wgxuuQqvu lgyvu}mw0u0|¨}Wy}p~
wn|Nw|Nw&|N}m ~NyvLu}
.oNyv}mwyv}#wyvuwnpu|NxíYuw WoWu0&|Yux ~YomopoYñ xuu0lQwyv}p~ wgnpu|LlQw|IqðN|eqvpuoNr
wnpu&p}WuxqvLyv}p~#wgolgí²
ô ¹} r |LlQwehwnpu&u lgyvu}mw&|NxíLuw5nWm
.oLwnpu0u05w(|¨wu0kwn|Nw|¨}mÞ}puó y}WrÇoLx&|NwyvoL}
ó!nWyBlgn| §u0lQwQ!wnWyBI|eqvpu5yB|LllQoYp}mwu0 r oYxñWwnpu5|NxíYuw!ñuQrÇoLxukwnpu5~Lu}pux(|eqh
ppñWqy{ll|N}|NíLuwxQ|LWu0
ñ|Lu0 oL} yv
w 0¤ "
ô !nWyBnWW
oLwnpu0zu0uu&xu0|YoL}|NñWqv$
u # éz&è %('ÇêLå(ê wn|NwwnpuxuQqB|NwzyoY}nWyv
ñ.uwóÓuu}[wnpu
}puó yv}Wr oYx|NwyvoL}Ä|N}[wnpuN|eqvpuÞoNr8wnpup}WuxqvLyv}p~Äwoplí yBrÇWqÐqvÄp}Wux(wgomopGôoW*
w )Y|N}mwzywQ|NwyvLu
uwnpopp!|Nwgwu
pwyv}p~5wol|¨
pwpxu8lgnxuQqB|NwyvoL}nWyv
1|Nxu1ñ|Lu0oL}¹yv
Wqvuzwolgn|Lwzy{lðqyv}pu0|Nxwzyu uxzyu0
opWuQqB+
² e( ,
ô !nWyB xu0u0|Nx(lgn$¹yv5yqB|Nxwo 0 1nmW
oLwgnpu0¹/y .u0wn|Nwwgnpuxu5yv~Lnmwñ.u }poY}WqÐyv}pu0|Nx
xuQqB|NwyvoL}znWy
)ñuwóuu}8|¨xíLuwGyv}WrÇoLx|NwzyoY}|N}wnputN|eqvpuÓo¨rawoplípGwn|Nwhor|Nxn|eLuh}poLwñuu}kyBWu}mw1y 0u0
|N}&wnpuxguQr oLxgu8|Nxu}poLw!xgu u0lQwu0&yv}zwolgí&
pxyBlQu0ô ¹}oLwgnpux!óoLx(pWwnpuxu y~YnmwzwyqÐqhñuyv}pu lgyvu}lgyu0 yv}
wnpu5|NxgíLuw02ô ¹w1y{ yv
oLxgw(|N}Wwwo}poYwu5wn|NwyÐr!wnWyB y{1wgxpu|N}}poL}Wqyv}pu0|Nx8xguQq{|¨wyvoL}nWyv
5WouQ¦myvw(ØoL}lQu
wnpuQyvxuQ¦myBwgu}lQ4u 3|N}5wnpu1u0|N}Ûr oYxhyBWu}mwzyÐrÇYy}p~&wnpu$
5ñu0lQoLu0t
ppñWqyBlíW}poNóqvu0W~LuLWwx(|LWuxQhóyqq$n|0Yu|
ñuwgwux!p}Wux(wQ|N}Yyv}p~oNrÛwgnpuxuQqB|NwyvoL}nWyv
ñuwóuu}yv}WrÇoLx|NwzyoY}|N}wgolgíI|Iqpu0²ó!nWyBlgnu0|N}ñ.oLwn
|koLxu1u lgyvu}Ww|¨xíLuwÓ|¨}&wnpuuQqyv5yv}|NwyvoL}oNrwnpu0u}poL}Wqyv}pu0|Nx1xuQqB|NwyvoL}nWyv
6ô !npu1qvoL}p~wuxg xgu0Wqvw(
wnpu}óyqÐq}poLw!ñuknWyv~Lnpuxxguwpx}pñppw1|5oLxuu lgyu}Ww1|NxíLuweô
Çr4wgnpu0u}poL}Wqyv}pu0|Nx!xuQqB|NwyvoL}znWy
ðuQ¦myBw0yw|e5ñu
.om¹yvñWqvuwol|N
pwpxguwnpu ¹yv}p~|k}poL}p
|Nx(|¨uwxyBl
|LlgnWyv}pu5qvu0|Nx}Wyv}p~Þ|N
p
pxom|YlnoNrWqvwyqB|eLux8|Nxwz7y 0algyB|eq}pupx(|eqt}puwóoLxíp2 3ò8ò 5(ôjLlgn ò:ò 9 |Nxgu
.oNóÓuxzr Wq
lQoL
ppwQ|NwyvoL}|eq!zwuwgn|Nw8wnpuoYxuwyBl|eqqv l|N} |N
p
pxoe¦Wyv|Nwu|N}W}poY}WqÐyv}pu0|Nx&lQoL}mwzy}WpoLrÇp}lQwyvoL} oL}
| lQoL
|YlQwWoL|eyv}wo#|¨}mWu0¹yvxu0Wu~YxuuÞoNr|LllQpx(|YlQ;
<
ô ¹}ã|LpYyvwyvoL}$5| òò l|N}|LllQoLp}WwrÇoLx
rÇp}p|Nu}Ww(|eqln|N}p~Yu0Gyv}5wnpup}WuxqvLyv}p~r p}lQwyvoL}5wnpxgoLp~Lnyv}lQxuu}mw(|Iqxuwx(|eyv}Wyv}p~ôhïoIóuLuxe0wnpuwoplí
|NxgíLuwyBÓ|nWyv~LnWqv lQoL
WquQ¦zwu ó!nWyBlgnw(|NíLu0h|LuxkqB|Nx~L2u )Y|N}mwzyw5oNrGyv}Wr oYx|NwyvoL=
} 3Çr p}p|¨u}mwQ|eqB
}puóWuw(lN>ô 5|¨}&
pxoWlQu0|
pxyBlQuoNLuu}Ww0ô n|NwÓ|5ò1ò[yBwxYyv}p~5woWokyBopWuQq$wnWyB!pwu y}p~
oL}Wqv|&Yux&|eqqÛ
.oLxwyvoL}oNrwnpu5woLw(|eqØy}WrÇoLx&|NwyvoL}$?ô !npu5oLwgnpux1y}WrÇoLx&|NwyvoL}}poLw|LllQoLp}Wwu0 r oLx1}poNó
WqB|ewnpu8xgoNqvu8oNrh}poNyBuLGxu0Wqvwyv}p~yv}|
pxoLñWqvu6WoL|eyv}wn|NwyBuQ¦wxguuQqv}poNyBL6ô ¹}|YpYywzyoY}$aWpu5wo
w npu8lQoL}Wwyv}WpoLuLoNqvpwyvoL}o¨r4wnpu|NxgíLuw0LnWyBwgoLxyBl|eqÛp|NwQ|8&|05xu
pxgu0u}mw
|Nwwux}>oNrñun|eLyvoLxwn|Nw}po
qvoL}p~Lux1npoNqBGô !nWyBlQoL5ñWyv}|NwyvoL}o¨r)|}poNyBu}WLyvxoL}pu}mw|N}}poY} w(|NwyvoL}|¨xyvw&|NíYu0>yvwLuxg Yy1 lQWqvw
rÇoLx|5òò wgo8qvu0|Nxg}|krÇp}lQwyvoL}ónWy{lgn~Yu}pux(|eq/y .u01ó!npu}|N
p
Wqyvu0wgo}puóãp|Nw(=
| ô
!npuxuQrÇoLxuLGwnWyB1
|N
.ux
pxoL
.omu0|&nWmñpxyB5Wqvwy lQoL
.oL}pu}Ww}poL}Wqy}pu0|¨x zwgurÇoLxkj ¡L£Y£ woplí
|NxgíLuw
pxu0YyBlQwyvoL}
ô !ðnpu pwu ~Yom|eqB8|Nxguwou0|Nx} |qB|Nx~Lux5|N}p}W|eqÓxuwgpx}Þwn|N} wnpuñpp |N}npoNqB
wxQ|Nwu~L|¨}&wo5íLuu
wnpu}Wpñ.uxo¨r4wx(|LWu0ÓqoNówgoxgu0WlQu8wx(|¨}|LlQwyvoL}lQomw(²ô !npu8pwuWuw(|eyqB1|Nxu
uQ¦p
Wq{|Iy}pu0y} jLu0lQwyvoL} rÇoNqqvoIóu0 ñmxu0zWqwQ|N}|N}|eqvy{yv} jLu0lQwyvoL} ¤ G|N}lQoY}lgqyoY}1yv} jLu0lQwyvoL} ô
} ô !npu1xu0|LWux>yB|eqBo5xuQrÇuxxu0
}uQ¦pwu}Wu0|Nñwgx(|LlQwto¨r§wgnWy{>
|N
.ux!¹yv}p~5oL}Wqv p|IyÐqvp|Nw(|k|N
p
u0|NxQhyv
wolQoY
|N}WyvoL}
|N
.ux(? ¡ ( Wu0|eqyv}p~óðywgnwnpu8
.u0lg1y 0alyBzpu8oNrr u0|¨wpxu8uQqvu0lQwyvoL}$ô
!npu5
pxoL
.omu0pwu
Ql oL}¹yBw(1o¨rÓ|w(|NwyBwzy{l|Iq4rÇu0|Nwpxu5uQqvu0lQwyvoL} lQoL
oL}pu}Ww1r oYx!yBWu}Wwy10al|NwyvoL} oNrtwnpu
omzwhxuQqvuI|N}Ww!p|Nw(|pL|p|NwQ| 0pqwguxyv}p~ lQoY
oL}pu}WwhrÇoLx>xuoNLyv}p~}poNyBu|N}z
WqÐyvwwzy}p~5wnpuxu|eyv}Wyv}p~p|Nw(|p
wóo8
u0lgyB|eqy/.u0ò1ò?9 rÇoLxhuQ¦wgx(|LlQwyvoL}&oNra}poY}WqÐyv}pu0|NxxuQqB|NwyvoL}nWyv
>rÇxoLwnpu1uQqvu0lQwu0p|Nw(|pL|¨}nWyv~LnqvuLuQq
Wu0lgyB¹yvoL}xWqvu0rÇoLxWuwgux5yv}Wyv}p~ñpp IuQqqhxu0lQoLu}p|¨wyvoL} 3uu5¥Øyv~ô 5(ô
!"$#&%'
!npukoLñ u0lQwyvLuoNrhwnpu1r u0|¨wpxu8uQqvu0lQwyvoL}ÞlQoL
.oL}pu}Ww!yBwo
{y Wu}WwyrÇ|&|eqqÛpñuw!o¨rÛwnpukomwxuQqvuN|N}mw
rÇu0|Nwpxu0ØrÇxoL|qB|Nxg~Luxh
oWoNqprÇoLxÛWu0y~Y}Wy}p~5wnpu!pwu yv}|1|N}p}puxhwgn|Nw4
pxgu0uxLu0h|L5lgnky}WrÇoLx&|NwyvoL}
|L
.om¹yvñWqvuLô !ðnWy{ðyBpukyByv
.oLxw(|¨}mw!ñ.u0l|Nur uóuxr u0|Nwgpxu0
ux1
|Nwwgux}&qvu0|Lwo r |LzwuxlQoL
ppwQ|NwyvoL}
|N}kxu()YWyvxuqvu0hwgx(|eyv}Wyv}p~8
|Nwwgux}GrÇoLxtllQu0g¹r Wq~Yu}pux(|eq/y .0|NwyvoL}$ôtomwrÇu0|NwpxguÓuQqvu0lQwyvoL}&
pxoplQu0u0xuQqv
oL} r p}p|¨u}mwQ|eqq oLp} w(|NwyBwzy{l|IqÐqv ñ|Lu0 wu0lgnp}Wy )Ypu0 L ô !ðnpu0uwgu0lnp}Wy )Ypu0|Nxu
pxQ|LlQwyBl|eqhu0|L
wop}Wux(zw(|N}G4|¨}u0|L¹yqvyv
Wqvuu}Wwu0GôïoNóÓuYux0GwnpuÞ $ux1r xgoL ')(+ë *,.- '0/ '*Òæ
pxoYñWqu&$u0|¨}Wy}p~
wn|Nw&|eqq p|Nw(|
uxgwpxñ|NwyvoL}qu0|Y woÞWx(|LzwyBllgn|N}p~Lu0yv}#wnpu 0}|eq1xu0WlQu0 rÇu0|Nwpxuzuw ¤ ô !ðnWy{
pxoLñWqvu yBu0
u0lgyB|eqqvÞ
pxoL}poYp}lQu0&rÇoLx zwolgí&|NxíLuwoWuQqB1ñ.u0l|Nu5wnpup|¨w(|kyB!}poY} w(|NwyvoL}|¨x|N}
Luxk}poNyBuLôt¥ªoLxhwnpu0u!xgu0|LoL}YwnpurÇu0|Nwpxu!uQqvu0lQwyvoL}&
pxoplQu0Wpxu|LWoL
pwu0kyv}&wnWyBh
|N
.uxhyBhwgo8uzuLux(|eq
Historical Data
Feature selection
Data Filter
Down NN
Up NN
Predicted Rate
Predicted Rate
Decision Rule
Trading Action
¥Øyv~Lpxu ¢jLzwu x(lnWyvwu0lQwgpxu
uQqvu0lQwyvoL}wu0lgnp}Wy )Lpu0|N}&lQxyvwuxyB|pYwnpu}lQoL5ñWy}pu1wnpu!
|¨xwyB|eqaxgu0Wqvw(>¹yv}p~ | x(|N}píYyv}p~8
pxoplQu0>
pxoL
.omu0
yv} ô !Øu0lgnp}Wy )Ypu0|Nxu5YyBlQu0 yv} jLu0lQwyvoL} ô ô plQxyvwuxyB|yv}ÞjLu0lQwzyoY} ô ô p|N} wnpu8xQ|N}píLyv}p~&
pxoplQu0
yv}ÞjLu0lQwyvoL} ô ô ¤ ô
!"$#&%' " '# ts |Yln r u0|NwgpxuuQqvu0lQwyvoL} wu0lnp}Wy )Ypuky{|&u0|NxQln|eqv~LoLxyvwnp wn|Nw|Nwwu
pw(woWuwgux5yv}pu|&pñuw1oNrtwnpu
uQ¦Wy{zwyv}p~rÇu0|Nwpxu0>ó!nWyBlgn|I¦myv5y/.u0wnpu8Yy1§uxgu}lQu0ñuwóuu}wnpulgqB|Lu0ñ|Lu0&oY}oLulQxyvwuxyB|pô!ðnWy{
u0lQwyvoL}ñpxzyu Wu0glQxyvñu0wnpu8uQqvu0lQwyvoL}wgu0lnp}Wy )Ypu0!u0yv}wnpu
pxoL
.omu0rÇu0|NwpxuuQqvu0lQwyvoL}
pxgolQu0²|eqq
oNrhó!nWyBln|Nxu8Wu0lQxzyñ.u0 y}oLxu8WuwQ|eyq$yv} L ô
!np
u å
på+(* ', /$èNéQç ,Néê å ,Né zuQqu0lQwzyoY} wu0lnp}Wy )YpuyB5|~Yxuu0W |eqv~LoLxzywgnp6wn|Nwkñu~Nyv}kóyvwn |N}
u
pw5rÇu0|Nwpxu8zuw|N}&|Lpp>rÇu0|Nwpxu0wgo8yvw!oY}pu8|Nw!|5wyvuLô !npu 0xQw>r u0|Nwgpxu8|LpWu0yBwnpuoL}pu8Wuuu0
woñ.u8wnpukñu0w|LllQoLxQYy}p~&wo&wnpu8uQqvu0lQwyvoL}ÞlQxyvwuxyB|pô !npu8}puQ¦pwrÇu0|Nwpxu5|LpWu0&yBwnpu8oY}pu8ó!nWyBlgnxgu0Wqvw(
yv}wnpuqB|Nx~Yu0w>y
pxoNLuu}Wwtó!npu}lQoL}¹yBWuxu0 y}lQoL} p}lQwyvoL}óyvwn&wnpu 0x(whrÇu0|NwpxguLôtjNyv5yqB|NxqvL.wnpu rÇu0|Nwpxu|YpWu0yBwnpuoY}puwn|Nwxu0zWqwQ1yv} wgnpu5qB|Nx~Lu0w1yv
pxgoIYuu}mwkó!npu} lQoL}y{Wuxgu0yv} lQoL} p}lQwzyoY}
óyvwn wnpu&
pxuYyvoL rÇu0|Nwpxu0²ô+!npu å å (* ', / , 0ç ,Néê å ,¨é uQqvu0lQwyvoL}#wu0lgnp}Wy )Lpu&yBy yÐqB|Nx
wo&wnpuzu()Lpu}WwyB|eqhrÇoLxó!|Nx(u0|¨x(ln$.uQ¦lQu
pwwn|¨wwnpuyv}Wywzy{|IqðuwlQoL}Ww(|eyv}|IqÐqtwgnpurÇu0|Nwpxu0G|N} r u0|Nwgpxu0
|Nxu5xuoIYu0&rÇxoL wnWyBuwoL}pu&|Nw |&wzyuLô !np:u 0x(zw1r u0|Nwgpxu5xuoNLu0 yB1wnpuoL}pu5wn|Nw1xu0Wqvw( yv}Þwnpu
|IqÐqvu0wWu~LxQ|Lp|NwyvoL} ó!npu} wnpuxu|Iy}Wyv}p~rÇu0|Nwpxgu08|NxulQoL}¹yBWuxu0 wgoL~Luwnpux0$
ô !nWyBk
pxoplQu0kxu
u0|¨w(
p}Wwyq4wnpurÇu0|Nwpxgu8uwxu0|Llgnpu0|5
pxgu0Wuwux5yv}pu0>y .uLô
qvwnpoYp~Ln#ñ.oLwn wnpujL(u )Ypu}mwzy{|Iq¥ªoLxó!|Nx( jLu0|Nx(lgn#|N} wnpujL(u )Ypu}mwzy{|Iq |Llgímó!|NxQ jLu0|NxQln#lQoL}y{Wux
rÇu0|Nwpxu0Ûy}lQoL5ñWyv}|NwyvoL}|N}&|Lhlgn |Nxg6u 0}pu~Yx(|eyv}pu0wgu0lnp}Wy )Ypu0pñoYwnx(u )YWyvxu y~Y}W7y 0al|¨}mw!lQoL
ppwzy}p~
wyvuLô } |LpYyvwyvoL}$óyvwn[jL(u )Lpu}WwyB|eq!¥poLxó!|NxQÞjLu0|¨x(ln oL}lQu |rÇu0|Nwpxgu5yB|YpWu0wowgnpu5r u0|¨wpxu08zuwyvw
l|N}p}poLwhñ.uxuoNLu0Gô yvwnjL(u )Ypu}WwyB|eq |LlíWó!|Nx( jLu0|Nx(lgnoY}lQuð|rÇu0|NwpxguhyBhxuoIYu01yvwtl|N}p}poLwhñ.uð|YpWu0
qB|Nwux0ô tlgn$W}puQyvwnpux1jL(u )Lpu}WwyB|eq4¥poLxgóð|¨x(jLu0|Nx(lgn}poLxujL(u )Ypu}WwyB|eq Ó|YlíWó!|Nx(jLu0|Nx(lgn~L|NxQ|N}mwguu!wn|Nw
|N}oL
pwzy&|eqÛuw!o¨r4rÇu0|Nwpxu0)yB1|LlnWyvuLu0Gô
) !"$#&%'
#&+ #&
ts |YlnrÇu0|NwpxuuQqvu0lQwyvoL} lQxyvwuxyB|yBñ|Lzu0uQyvwnpux8oL}Þ|&u0|Ypxu5oNrÓwgnpu YyBwQ|N}lQuñuwóuu} lgqB|Lzu01oLx8|N}
u0wyv|¨wyvoL}5oNrawnpu!lgqB|Ly70al|¨wyvoL}uxxoYx0ô !npuxguQr oLxguÓwgnpu ëå$/å
$* 'Çè( ²é '*Çåé'0, oYñ u0lQwzyYutyB)wouQyvwnpux>|e¦Wyv5y/.u
wnpuzu
|Nx(|NwyvoL}5ñ.uwóuu}lgqB|Lgu0h¹yv}p~5oLu!YyBw(|N}lQu1u0|LzpxuoNryv}Wwx(| lgqB|L>u
|Nx(|¨wyvoL}oLxhwo y}Wyv5y/.u
wnpu1u0wyv|Nwgu0lgqB|L¹1y 0al|NwyvoL}uxgxoLx0ô !nWyBjLu0lQwyvoL}Wu0lQxyvñ.u0wnpuuQqvu0lQwyvoL}lQxzywguxyB|8zu0y}&wnpu1
pxoL
.omu0
rÇu0|Nwpxu8uQqvu0lQwyvoL}
pxoplQu0.|eqq4oNr4ó!nWyBlgnÞ|NxuWu0lQxyvñu0yv}oLxuWuw(|eyqy} L ô
!npu!shlgqyBWu0|N}$ph|NwxyBlgí ¥ØyBnpuxeI|Nn|eqB|N}poYñWy{²m|N}
tn|¨ww(|Llgn|NxWm|!YyBw(|¨}lQu0u0y}5wnWyBhwgW8|Nxu
|eqqtu0|N}1o¨rÓu0|Lzpxyv}p~wnpu5WqvwyBYyvu}¹yvoL}|Iqzu
|Nx(|NwyvoL}ñ.uwóuu} lgqB|Lgu0?ô !np
u $/ ' êYå ,( YyBw(|¨}lQu
yB!u0|Lpxu0|L
3
35
R O 5 3 R O 5
|N}&wnpu , *Òé' 'Bë
måé YyBw(|N}lQu5|L
O
R
O
3
R
O 5
3 5
ó!npuxu O |¨} R |Nxuwnpuu0|N}ÞLu0lQwgoLx(1oNrlgqB|LoL}pu|N}wóoxu0
.u0lQwyvLuQqv 3¹uLôÚ~ô O yBlQoY
ppwu0
ñW |eLux(|¨~Nyv}p~Þu0|Llgn rÇu0|Nwpxu9 I|eqvpu0 r oLx&p|Nw(|yv} lgqB|LgoL}pu5|N} O |¨} R |Ngx uwnpulQoLxgxu0
oY}Yy}p~
lQoNI|Nxzy{|¨}lQu8|NwgxyBlQu0ô!npu , ., / ,(Gè.-'Òë YyBwQ|N}lQuyBu0|Lpxu0|Y
3
O 5
R
O 3 R
3¤ 5
O 5
ó!npuxu&wnpup|Nw(|rÇxoL ñoLwn lgqB|Lu0yBku0 wolQoL
ppwuoY}pu lQoNI|¨xyB|N}lQu&|Nwxy¦
., **, .,NéQæNæ , YyBwQ|N}lQuyBu0|Lpxu0|Y
©
3
R
O
5
O
R
O
3
R
O
5 qv}
R ô }0}|IqÐqvL>wnpu
3 5
O R
òoLwyBlQuwn|Nwwnpu >n|NwwQ|Lln|¨xmW|8YyBw(|N}lQu5Womu0ð}poLw!|Lpuu()Y|eqÛlQoNN|NxyB|N}lQu|NwgxyBlQu0>qyíYu8wnpu|Nn|
qB|N}poLñWyB5YyBw(|N}lQuLô !npu40x(wwgux yv} u()Y|NwyvoL} 3 5!u0|Lpxgu01wnpulgqB|Lku
|Nx(|NñWyqyvw Wpuwownpuu0|N}
Yy1$uxu}lQuLónWyÐqvu5wnpu8u0lQoY}wux u0|Ypxu0wnpu8lgqB|L!u
|¨x(|NñWyqywWpu8wo5wnpu8lQoNI|¨xyB|N}lQu Y1y §uxgu}lQuLô
!npu40}|eqÓzuQqu0lQwzyoY} lQxyvwuxyB|zu0yv}ÞwnWyB8wgWyBwnpu ë * ' , *Çå(
ê ')( ' , / éQéèNé é.è - ,.-'/ '0*Òæ wn|Nw
u0wyv|¨wu0|eLu0GuxgxoLxGrÇoLx$wnpup|Nw(|!zuw$ñm8|¨
p
WqYyv}p~wnpu }pu0|¨xu0w}puQy~Ynmñ.oLxtlgqB|L¹1y 0ux © wownputwxQ|eyv}Wy}p~
uw1pwyqy>.Qyv}p~wnpuqu0|eLukoL}pu5oLpw|N
p
pxgom|Llgn$ô !nWyBwu}p1wooNLuxu0zwyv|Nwukwnpu8uxxgoLx|N}|L!zln~NyvLu01|
LuxlQoL}uxgI|NwyvLuuxgxoLxu0wyv|NwguLô !npu8uQqvu0lQwyvoL}ÞlQxyvwuxyB|5wgnpu}ñu0lQoLu0 0}Yyv}p~ |uw!oNr$rÇu0|Nwpxgu0wn|Nw
5yv}Wyv5y/.u01wnpu8u0zwyv|Nwu0 |eLu0uxxgoLx0ô
'#' & "$#!% ' %" !npu5|N
p
pxom|Llgn&
pxoL
oWu0npuxur oYxðWu0|IqÐyv}p~óyvwnwnpu1yv}w(|NñWyqyvwoNrtw(|Nwzy{zwyBl|eqqñ|Yu0&rÇu0|Nwpxu8zuQqu0lQwzyoY}
wu0lgnp}Wy )Lpu0rÇoLx}poNyBÞ|N}}poL} zw(|NwyvoL}|Nxgp|Nw(|yBwo
uxrÇoLx r u0|¨wpxuuQqvu0lQwyvoL} ¹yv}p~zuLux(|eqtlQoL5ñWy
}|NwyvoL}1o¨rðuQqvu0lQwyvoL} wu0lgnp}Wy )Ypu08|¨}ÞuQqvu0lQwyvoL} lQxyvwuxzy{||N}wo&yv}mwgu~Lx(|Nwu5wnpu5oLñpwQ|eyv}pu0
|NxwyB|eqtxgu0Wqvw(
¹yv}p~|5x(|N}píYyv}p~
pxoplQu06ô !npu é ,( ' ( # éè QåëQë u01|
.u0lg1y 0al8wgu0lnp}Wy )Ypu|N}lQxyvwuxyB|lQoYñWyv}|NwzyoY}wo
Wuwux y}pu&|x(|¨}píoLx(Wuxzy}p~o¨rÓwnpukrÇu0|Nwpxu0ðr xgoL ñ.u0wwo&óoLx(w1óyvwnÞlQoLxu0|Y¹yv~L}pu0wo&wnpukr u0|Nwgpxu0
ñ|Lu0oL}ÞwnWyBkoLx(Wuxyv}p~ 3oL}pu5yBwgnpuñu0we yBwnpuóoLxQw0Gó!npuxu yBkwnpuwoLwQ|eqÛ}Wp5ñuxkoNrr u0|Nwgpxu0 5(ô
!npu5
pxoplQu0yB1xu
u0|¨wu0¹yv}p~lQoL5ñWy}|¨wyvoL}1oNrtoLwnpux1wu0lgnp}Wy )Lpu0k|N}lQxyvwuxyB|&uQ¦
WqB|eyv}pu0u0|¨xqyux5|N}
wnpulQoLxu0>|Nxuzpu0Gô!npu1xu0WlQu0rÇu0|Nwpxu1uw>y{>wnpu}lQoL
pxzy{zu0oNr$wnpu rÇu0|Nwpxgu0hóyvwn&wnpuqoNóu0w
lQoLxgu0ô
ï|Y8wgnpuhyv}WyvwyB|eq§p|NwQ|uwñuu}womoqB|Nx~LuLNwgnWy{
pxgolQu0óoLWqBkn|eLutñ.uu}5
pxoLnWyvñWyvwyvLuQqvuQ¦
.u}¹yvLuLô¥poLx
lgnl|Lzu0I|ðwóo zw(|N~Lux(|N}píYyv}p~
pxoplQu0.yBØ
pxoL
.omu01yv}5ó!nWyBlgn8wnpu 0x(w$
pn|Lzutxu0WlQu0Øwnpuhyv}WyvwyB|eqWr u0|¨wpxu
uwhwo8|¨}8yv}Wwuxu0YyB|NwguuwhoNrG|N}|N~Lu0|¨ñWqu1¹/y .u!¹yv}p~lQom|¨x(ux0LlQoL
ppw(|NwyvoL}|eqqvkqvu0tWu|¨}Yy}p~r u0|¨wpxu
uQqvu0lQwyvoL} wu0lgnp}Wy )Ypu0ô !npu}yv}Þwnpuzu0lQoL}
pn|Luwnp:u 0}pux8ñppw8oLxu5uQ¦
.u}¹yvLujL(u )Lpu}WwyB|eqð¥ªoLxó!|Nx(
|N}jL(u )Ypu}mwzy{|Iq |LlíWó!|Nx(&uQqvu0lQwyvoL}wgu0lnp}Wy )Ypu0|Nxgu |N
p
Wqyvu0wo5wnpu1yv}mwguxu0YyB|Nwu1rÇu0|Nwpxu8zuwÓwgo WuxzyYu
wnpu 0}|eqhu?w ( ô
) ' + #)"$#&%'
!npuxguwpx}Þx(|¨wu
pxu0YyBlQwyvoL}#pñ
zwgulQoL}¹yBwQoNr|p|¨w(| 0pqvwuxyv}p~ÞlQoL
oY}pu}mw|N}wóoò1ò?9 wn|Nw
|NxuwxQ|eyv}pu0#y}p~[wnpuñ|Llgí
pxoY
|N~m|NwyvoL}Ä|eqv~LoLxyvwnp |¨} |¨} oY} qÐyv}puqvu0|Nxg}Wy}p~Älgnpuu 3uu¥Øyv~ô 5(ô
!npu=0pqwguxyv}p~#lQoL
oY}pu}mw(9 5oLñ u0lQwyvLuyBwoÞxu0WlQuwnpuWu~YxuuoNr}poNyBuyv}#wnpup|Nw(|Þ|¨} wnpu}Ä
Wqyw
wnpuÞxgu|eyv}Wyv}p~#
|Nwwgux}yv}mwo[wóÓo YyB oNyv}mwuw(ô !np
u Qp
òò yBwgx(|eyv}pu0ÄoL}Äwnpu zuwlQoL}mwQ|eyv}Wy}p~
|Nwwgux}óðywgn
.om¹yvwyvLuÞwQ|Nx~Luwxguwpx}|N}[wnp
u WoNó!}òò ÞoY} wgnpuzuw lQoL}Ww(|eyv}Wyv}p~
|Nwwgux}&óyvwn
}pu~m|NwzyYuw(|Nx~Luw>xuwpx}²ô !}lQuñoLwgnò:ò 9 !|NxguwxQ|eyv}pu0Gpwnpuwu0w
|Nwgwux}y{ð
pxu0u}Wwu0&wo5u0|Llgn|N}&wnpu
lQoLxxgu0
oL}Yyv}p~
pxu0YyBlQwyvoL}|¨xulQoNqqvu0lQwu0Gô Wu0lgy{yoY}ÞxWqvu5ñ|Lu1yB|N
p
Wqyvu0wownpu0zu8
pxu0YyBlQwyvoL}|N}|
ñpp IuQqqÛxgu0lQoLu}p|NwzyoY}|LWu|YtuQ¦p
WqB|eyv}pu0yv}ÞjLu0lQwyvoL} ô ¤ ô
!npuoL} qyv}puqvu0|Nx}Wyv}p~8lgnpuu!lQoL}¹yBw(ØoNra|1(u )Lpu}lQuoNrwgx(|eyv}Wyv}p~ 0
pxu0YyBlQwyvoL}zu0¹yvoL}ó!npuxu>wnpuÓò1:
ò 9
|Nxuxuwx(|eyv}pu0 |erÇwuxku0|Lln u0yoY} ¹yv}p~oLxguxu0lQu}Wwkyv}Wr oLxg|NwyvoL}$
ô !ðnWy{y{5|LlgnWyvuLu0 ñWwgx(|eyv}Wyv}p~Þwnpu
ò1?ò 9 ¹yv}p~&wnpu5ñ|Llí
pxoL
|¨~m|NwyvoL}|eqv~LoYxyvwnp 0¡ |N}
|Nwwuxg}rÇxoL | 0p¦u0¹/y .u5óyv}WoNó lQoNLuxyv}p~|
lQoL}Wwyv}mpoYwyvuu~Lu}mwhoNrnWyBwgoLxyBl!p|Nw(|ªô !npu!wQ|Nx~Luw$xguwpx}5rÇoLxwnpuwyvu!p}Wyvwyvu0YyB|NwuQqv5rÇoNqqvoIóðy}p~
wnpu!óðy}WoNó[yB>
pxu0YyBlQwu0ñW5ñoLwgn ò1?ò 9 t|N}5wgnpu
pxu0YyBlQwyvoL}>u0ñWwgnpuxWqvu1ñ|LuLô !npu}&wnpu!wxQ|eyv}Wy}p~
óyv}WoNó[y{>nWyr wgu05rÇoLxó!|Nx(koL}pu1wyvu1p}Wyvw 3 y ô uLôvLoL}puwx(|LYyv}p~p|e5oLx>oL}puoL}mwgn 5(Nwnpu1
|Nwwux}ØrÇxoL2wnpu
}puóóyv}WoNó u0wo5xuwgx(|eyv}wnpu8ò1:ò 9 |N}|
pxu0YyBlQwyvoL}|LWu1rÇoLx!wnpu}puQ¦pw!wyvukp}Wyweô !nWyB
pxoplQu0
yB!xgu
u0|Nwu0&p}Wwyqhwnpu8p|Nw(|zuwyBuQ¦n|¨wu0Gô
p¥ oLx&u0|LlgnÄwx(|eyv}Wyv}p~ u0g¹yvoL}Äwnpuw(|Nx~Luwxuwpx}lQoLxxgu0
oL}Yyv}p~[wo u0|YlnÄ
|Nwwgux} yv}wnpuóyv}WoNó y{
lQoL
|¨xu0&wo| / *Çåé' ( * Léåë
mè /ê N|eqvpu ô rÛwgnpuxuwgpx}&yB~Lxu0|NwguxÓwgn|N} wnpu8lQoLxxu0z
oL}Yyv}p~
|Nwgwux}
yB|LpWu05wokwnpu Qp
ò1ò wx(|Iy}Wyv}p~uw0¨yr4wnpu!xuwgpx}5yBqvu0>wn|N} wnpu!
|Nwgwux}kyBÓ|YpWu0wowgnpu WoNó!}
ò1ò 5wgx(|eyv}Wyv}p~ uweô }W&
|Nwwux}óðywgn|5w(|Nx~YuwÓxguwpx}ñuwóuu
} |N} yBYyBl|NxQWu0Gô
¥poLxuQ¦ª|N
WquLGp
p
.omu5wn|Nw!wgnpuwx(|eyv}Wyv}p~óðy}WoNó¹/y .uky{ 6|N} wn|Nw|Nwwyvu wnpuwu0zw!
|Nwwuxg}&y{
Wó!nWyBlgnu0|¨}hwn|Nw>wnpu!wxQ|eyv}Wy}p~5óyv}WoNólQoL}Ww(|eyv}h
|Nwgwux} wgnpxoLp~Ln O ôh¥Øyvx(w0Ywnpu!
|Nwwgux}
yv}wnpukwx(|eyv}Wyv}p~&óyv}WoIó 3 wnpxoLp~Ln O 5Ó|Nxgu8u
|Nx(|Nwgu0y}Wwo Sp
ò1ò |¨} WoNó!}òò 5wxQ|eyv}Wy}p~
uw(1y}p~wnpu5wnpxu0npo¨q{N|e qvpu |LWu0glQxyvñu0GôòuQ¦w0Gñ.oLwnÞò1?ò 9 |¨xu5wx(|eyv}pu0¹yv}p~wnpuQyvxkxu0
u0lQwzyYu
wx(|Iy}Wyv}p~uwQa|¨}|YíLu0wgo
pxu0YyBlQwwnpukw(|Nx~Yuw!xuwpx}rÇoLx1wnpu8wu0zw
|Nwgwux} ô !}lQu5wnpuk
pxu0YyBlQwyvoL}
|Nxu&lQoNqqu0lQwgu0 |N} u}WwwowgnpuWu0lgyB¹yvoL} xgWqu&ñ|LuLwnpuwx(|eyv}Wyv}p~óyv}WoNó2yB8nWyrÇwu0rÇoLxó!|NxQoL}pu&wyvu
p}Wyvwowgn|Nwwnpu5}puó wu0zw
|Nwwux}yB O |N}wnpu}puó2wx(|eyv}Wyv}p~óyv}WoNó lQoL}Ww(|eyv}
|¨wwux} O
wnpxoYp~Ln t|N} wgnpu
pxolQu0g5xu
u0|¨wu0Gô !nWyB&lQoL}Wwyv}mpoLkp}Wwyqwnpuu} oNr1wnpuoLx(Wuxu0 p|¨w(| uwky{
xu0|Llgnpu0Gô
" # $#&%' & +
!npuÞ
pxgu0Yy{lQwgu0xuwgpx}&rÇxoL
ñ oLwgnãòò lQoL
oL}pu}Ww(|¨xuu0|L y}p
ppwwo wnpu Wu0lgyB¹yvoL} xWqvu ñ|Lu
lQoL
.oL}pu}Ww*3uu ¥Øyv~ô 5(ô!ðnWy{lQoL
oY}pu}mw|N}|eqv.u0kwnpu
pxgu0Yy{lQwgu0 xuwpxg}8|N} oLpw
ppw(5| ñpp IzuQqÐq
xu0lQoLu}p|NwyvoL} wn|NwkyBku0 wou0zw(|NñWqyBn uQyvwnpux| qvoL}p~oLxnpoLxwk
om¹yvwyvoL} yv} wnpu&|NxgíLuw0ô qvoL}p~
oW¹yvwyvoL}u0|N}>
ppx(ln|Y¹yv}p~ |¨}|Luw)r oYxhqB|Nwux>xu0|eqvuLWó!nWyqvu8|8npoLxgwt
oW¹yvwyvoL}u0|N}tuQqqyv}p~ |ñoLxgxoNóÓu0
|Lzuw!}poNó9|¨}
ppx(lgn|L¹yv}p~ywðq{|¨wux0ô
!nWyB!wWuQ¦ª|N y}pu0>wnpxguu Y1y $uxu}WwWu0lgyB¹yvoL}xWqvuñ|Lu0ô>¥poLx>u0|Lln&xWqvuñ|Lu1wnpu Qp
ò
ò k
pxu0YyBl
wyvoL}yBlQoL
|¨xu0wownpu WoNó!}òò 5
pxu0YyBlQwyvoL
} Lô!st|YlnxWqvuñ|Yu8xu0lQoYu}p1|5qvoL}p~&
omywzyoY}
yv}wnpu8|¨xíLuwyr £ |¨}
£ a|¨}|&npoLxw!
.om¹yvwyvoL}yr £ |N}
£ ô !wnpuxóyBu5wnpukxWqvu
ñ|Lu8lQoY
ppwu0wnpu}poLx|IqÐ/y .u0Y7y $uxu}lQu ê ' |L
|I¦ 5yv} 3¡ 5
|e¦ lQoL
|¨xu0wnWyBx(|Nwyvowo|&
pxu0Wu0}pu0 êL
å 'Òë 'Çè ( * Léå
ë mè /ê N|eqvpuG4|N} W uwux5yv}pu05|ñppIuQqqÓxgu0lQoL
u}p|NwzyoY}|L>rÇoNqqvoNó¢
ê' ! #'+ #' ' % #!$#&%' '$# ! ) "% ' $#&%'
# " # !nWyBtxgWquñ|Yu8
u0lgy10u0wn|Nw)yÐrhwnpupwu2yBtp}zpxu8|L>wo5ó!n|Nw>xu0lQoLu}p|¨wyvoL}wo8&|NíLuLWwnpu
L| lQwyvoL}5yB>woWok}poLwnWyv}p~|N}|eyv}mwQ|eyv}wnpuoNqB
.om¹yvwyvoL}$ô!}Wuxwnpu0uxWqvu0Wyr £ |N} £
wnpupwu2xu0lQoLu}p>|Iy}Ww(|eyv}Wyv}p~5wnpulQpxxu}Wwt
oW¹yvwyvoL}3ÇyôÚuLôvWWo8}poLwnWyv}p~ 5QôÇr £ £
|N} ê ' wnpuxWqvuñ|Luxgu0lQoLu}p&|qvoL}p~
om¹yvwyvoL}Ä
pxoNYyBYy}p~ |N} | npoLxw
om¹yvwyvoL}
pxoNLyBYyv}p~ ô !wnpuxgóyBu ê ' |N}&wnpu8xgu0lQoLu}p|NwzyoY}&y{wo&|eyv}mw(|Iy}wnpu
lQpxxu}Ww!|NxíYuwÓ
.om¹yvwyvoL}$ô
! + % % ' % $#&$#!% ' # ' '& &. ) "% '!
$#&%' # " # !nWyBtxgWqu1ñ|Lu1w(|NíYu0t|LWN|N}mwQ|N~Lu!oNr$wnpulQoLoL} , # é'ÇèNé ' íW}poIóðqu0W~Yuwn|¨wtoNLuxtwgnpu!
|Lw L¡ Lu0|Nx(
wnpu5|NxíLuw1n|Lyv}lQxu0|Lzu0Þ|Nw|N}Þ|0Yux(|N~Lu5|N}p}m|Iqtx(|Nwuk~Lxu0|Nwux1wn|N} 0£#" ô5jLw(|Nwgu0|¨}poLwnpux1óð|eL
wnWyB!u0|¨}wn|Nw!~¨yYu}}po&oLwnpuxyv}WrÇoLx|NwzyoY}wnpu8oppp|¨xuwn|Nw!wgnpu8|NxgíLuwóyqÐqyv}lQxu0|LuLô !ðnWy{
y{²Wyv}r|LlQw0pwnpuónpoNqvu8
pxu5yBu5ñ.unWy}wnpuñpp|¨}npoNqBzwx(|Nwu~YLô !ðnpuY1y $uxu}lQu8ñ.uwóuu}xWqvu
ñ|Lu!wóo|N}xWqvu1ñ|Lu1oL}pu!yB>wnpu|LlQwyvoL}>w(|NíYu}p}Wuxp}lQuxw(|eyv}WwLô }&wnWyBhyv}wQ|N}lQuwnpu|LlQwyvoL}
y{1wgow(|¨íLu| qvoL}p~
omywzyoY}yv}Þwgnpu8|NxgíLuw0ô}Wux8wgnpu0u8xWqvu0§yr £ £ ê ' $G$|N}
Lwnpupwu xgu0lQoLu}p|8znpoLxwt
.om¹yvwyvoL}$ô !wgnpuxóyBuwnpu1xu0lQoLu}p|NwyvoL}y{>wokw(|NíLu
|kqvoL}p~
oW¹yvwyvoL}$ô
! + +%$& %
' ( .) '
& & "% ' $#&%'
# " # m~ |Iy}$1wnpuÞYy1$uxu}lQuÞñ.uwóuu}xgWqu ñ|LuwnpxuuÞ|N}Äwgnpu
pxguLyvoL xWqvu0&yBwnpuÞ|LlQwzyoY} wQ|NíLu}
ó!npu}Þwnpuzwgu y{p}lQuxw(|eyv} |L1woó!n|¨wxu0lQoLu}p|¨wyvoL} wgo|NíLuLô4¹} l|Luo¨rÓp}lQuxw(|Iy}WwL
wnpuxWqvuñ|Lu&wnpxuu&|LlQwyvoL} y{kwouQ¦myvw5wnpu&|NxíYuw0ôoYxu
pxu0lgyBuQqvL)yÐr £ |¨} £ wnpu
zwu xgu0lQoLu}puQ¦myvwyv}p~wgnpu&|NxíLu:w 3ÇyôÚuLôv.yrÓwgnpulQpxxu}Ww
omywzyoY}yBqoY}p~wnpu}ÞuQqqØyÐr>yvw1y{
npoLxwkwnpu} ñpp 5(
ô Çr £ £ t|¨} ê ' Þwnpupwu xu0lQoLu}p5| qvoL}p~
omywzyoY}
pxoNLyBYyv}p~ 4|¨} |npoLxwk
om¹yvwyvoL}
pxoNYy{Yyv}p
~ ô !wnpuxóyBu ê ' Þ|N} wnpu
xu0lQoLu}p|¨wyvoL}&yB!wo5uQ¦Wyvwwnpu&|NxíLuw0ô
' % '" $
!npukomw>yv
oYxw(|N}WwlQxyvwuxyB|ó!npu}u0|Lpxyv}p~&wnpu
uxrÇoLx&|N}lQu8oNrt|wgolgí&|NxíLuw
pxu0YyBlQwyvoL}opWuQq
yBó!npuwnpuxðywóyqÐq|NíLu1oL}pu|N}&npoNóÄlgn$ô!npuxguQr oLxguwnpuoWuQq9 !|¨}p}m|eq$x(|¨wuo¨r4xuwpx}3
yBlQoY
ppwu0|L
:5
ó!npuxuL¢
O
3 5
By kwnpu&}mp5ñux5oNr1wx(|LYyv}p~wyvu&p}WywQ8
.uxLu0|Nx Ç3 yôÚuLôv L¡L¤ r oYx p|IyÐqv wx(|LYyv}p~ 0 rÇoLx8oL}mwgnWq
wx(|LYyv}p~ 5(î
By wgnpuwoLw(|IqÛ}Wp5ñux8o¨rÓwx(|YYy}p~wyvup}Wyvw( r oLxwgnpuuQ¦p
uxzyu}mw 3uLôÚ~ ¡L¤L£ r oYx8p|eyqwxQ|LYyv}p~
0L£ r oYx!oL}WwnWqvwgx(|LYyv}p~5yv}|N}uQ¦p
uxzyu}mwqB|Lwyv}p~ 0£ Lu0|NxQ5(î
yBwnpux(|Nwuo¨rÛxuwgpx}&r oYxÓwzyu8p}Wyvw ' ô
!npup
O .yBlQoL
ppwgu0ñWuQyvwnpux8|YpYy}p~.$pñpwx(|LlQwzy}p~.GoLx YyBl|¨x(Yyv}p~wnpu|LlQw|IqÛxuwgpx}
rÇoLxwnpu&j ¡Y£L£ yv}WuQ¦$ô rðwgnpu zwgu xu0lQoLu}p|qvoL}p~
omywzyoY}$4wgnpu |YlQw|eqtxuwpxg}yBk|LpWu0wo
wnpu8pîWyr)|znpoLxw
omywzyoY}yB!xgu0lQoLu}Wu0Gpwgnpuxuwpx}&yB1pñpwx(|LlQwgu0GîmoYxyrÛwnpuxgu0lQoLu}p|NwzyoY}&y{
wouQ¦Wyvw!wnpu|¨xíLuw0Wwnpukxuwpx}&yB!YyBl|NxQWu0Gô
w1yB|eqBoyv
oLxgw(|N}Wwwo&5yv}Wyv5y/.uwgx(|N}|LlQwzyoY}lQomwQ!ñWlQoL}WwxoNqqyv}p~uQ¦lQu0¹yvLu5wx(|LYyv}p~3uLô ~ô|
0 £%"
xuwpxg}óyvwn ¡L£ wx(|YWu0>yB1oLxu
pxo&0w(|NñWqvu8wn|¨}| 0£%" xuwgpx}óyvwn 0£L£ wgx(|LWu05(ô!npuxuQrÇoLxu8wgnpu8ñpxu0|Ní
uLu}wx(|N}|YlQwyvoL} lQoWw23 5(LónWy{lgn&|0&ñuYyvuóu0|Lwgnpuxuwpx}
ux!wxQ|LWuLWyB!lQoL
ppwgu0|L
3 5
O
ó!npuxu yB!wgnpuwgoLw(|eq$}Wpñ.uxoNrhwx(|LYyv}p~wx(|¨}|LlQwyvoL}ªó!nWyqu |N} |Nxu5Wu0}pu0|Y!
pxuYyvoL¹qv 0 ô
*Òé ,LêLå yB1Wu0}pu0Þ|L!|¨}m|LlQwzyoY}wn|Nwlgn|N}p~Lu01||¨xíLuw!
.om¹yvwyvoL}$ô¥ªoLx1uQ¦ª|N
WquLGuQ¦Wyvwyv}p~wnpu8&|NxíLuw
lQoL}wzywgpwu0!|¹yv}p~Nqvu5wx(|YWu43ÇyôÚuLôvp|5ñppwx(|YWuwolQoIYux|npoLxgwÓ
.om¹yvwyvoL}oLx!|uQqqhwx(|LWuwgo lQoNLux1|kqvoL}p~
oW¹yvwyvoL} 5(.ó!nWyqu5óyvw(lgnWyv}p~&r xoY |npoLxw!
.om¹yvwyvoL}wo|kqvoL}p~&
omywzyoY}lQoL}wzywgpwu0wóowgx(|LWu0 3ÇyôÚuLô{poL}pu
ñppwx(|YWuwo&lQoIYux!wnpu8npoLxgwÓ
.om¹yvwyvoL}Þ|N}|N}poYwnpux!ñpp&wou0w(|¨ñWqÐyBnwnpuqvoL}p~
om¹yvwyvoL} 5Qô
y{Øu0rÇoLx$ñoYwnp|eyqv|¨}oL}WwnWqv5j ¡L£L£ zwolgí|NxgíLuwGñpp IzuQqÐq
xu0lQoLu}p|NwyvoL}ô2!npup|eyqvnWyBwgoLxyBl5p|Nw(|u0 y} wnWyB1uQ¦
.uxyvu}mw1yB W I¤ oLxQWuxu0=0}|N}lgyB|eqtwyvu
uxyvu0k
|Nwwgux}1rÇxoL wnpu&
uxzyop
L|N}W|Nx 0L©L¡ wgo1u0lQu5ñux ¤p 0LL¤ ô*!npu 0x(w £L£L£
|Nwwgux}
rÇxoLL|N}W|Nx 0L©L¡ wo1u0lQu5ñux 0 0Y©L© lQoL
pxyBu0&wnpu1yv}WyvwyB|eqtwxQ|eyv}Wy}p~óyv}WoIókpó!npuxu0|L|LlQw|eq
pxu0YyBlQwyvoL}óuxu!|LWu1rÇoLx>wnpu W I¤
|Nwwux}Ûr xgoL1u0lQuñ.ux L£ 0L©L© wgo 1u0lQu5ñ.ux ¤ª 0LL¤ ôst|Llgn
|Nwwgux}5yv}wnpuy}WyvwyB|eqhp|Nw(|8zuwðlQoY}mw(|Iy}pu0 ¨ oL}WwnWqv|N} © p|IyÐqv&rÇu0|Nwpxu0>|LnpoNó!}5yv}wnpu
p
.u}Yy¦
3 !|NñWqvu ¤ 5(2
ô !nWyBó!|Lxgu0WlQu0wo¹y¦rÇu0|Nwpxgu0yv}Þwnp:u 0}|eqtp|Nw(|&uw0$|Iq{zo npoNó!}yv+
} !4|¨ñWqu ¤ Gñmy}p~
wnpux(|¨}píLyv}p~r u0|Nwgpxu8uQqvu0lQwyvoL}
pxgolQu01Wu0lQxyvñ.u0yv} jLu0lQwyvoL} ô
!npu8oL}mwgnWq&nWyBwoLxzy{lkp|Nw(|5lQoL}¹yBwgu0oNrt|N}&yv}WyvwyB|eqÛwgx(|eyv}Wyv}p~óyv}WoNó oNr 0L
|Nwwux})rÇoLxu0&y}p~
wnpup|¨w(|1rÇxoL
L|¨}m|Nxg eW I¤ wo5¥puñpx|Nxg eL©W |N}|YlQw|eqa
pxgu0Yy{lQwzyoY}t&|LWu!rÇoLxhwnpu I£ oY}mwn
uxyvop
rÇxoL |Nx(lgn 0L© wo1u0lQu5ñux 0LY ô !npuy}WyvwyB|eqtoL}mwgnWqp|¨w(|uwlQoL}Ww(|eyv}Wyv}p~ L oL}WwnWqv&r u0|Nwgpxu0
ó!|LGxu0WlQu0wo!uQyv~LnWwGyv}5wnpu 0}|eqp|NwQ|!uw$ñW¹yv}p~wgnpur u0|NwgpxutuQqvu0lQwyvoL}5
pxoplQu04Wu0glQxyvñu0yv}jLu0lQwyvoL} ô
>oLwnwnpu1yv}WyvwyB|eqÓ|N}&wgnpuxu0WlQu0 r u0|Nwgpxu zuw(!|Nxu8znpoIó}&y}wnpu
p
u}Yy¦ 3 !4|¨ñWqu 5(ô
!npuzwuãWu0lQxyvñ.u0kyv}jLu0lQwzyoY}
(
éå # éè QåëQë' ¹}WyvwyB|eq)¥ªu0|Nwpxu0
ô 0#"
u0WlQu0¥ªu0|Nwpxu0
ô ©Y%"
u0WlQu0¥ªu0|Nwpxu0|N} ¡ ô ª "
£ ô ¡%" ò!o¨y{zu uoNN|eq
!|NñWqvu
,'/ æ
£ ô £L£%"
£ ô £L£%"
£ ô £p "
pé ,LêLå²ë Y£L¡ ô W "
Y¡W ¤ ô ¤L¤%"
ª I ô W "
è(* ./ æ
£ ô £L£%"
£ ô £p "
£ ô £p "
pé ,LêLåë
L
¡L
¡L
¢ u0Wqvw(rÇoLx!wgnpu5jNy}p~¨quò1òjLpwu
# & !npu>yv
oLxgw(|N}lQu!oNrwgnpuÓ
pxgoL
omzu0rÇu0|NwpxguÓuQqvu0lQwyvoL}|¨}8}po¨y{zu!xuoNI|IqlQoL
.oL}pu}mwQóÓuxgu0xQw4wgu0wu0
¹yv}p~| ë ')( /Ðå ë(æNë+*Çå ô¹}wnWyBÓzwgu wgnpu p|NwQ|ó!|Lh}poYwðz
WqÐyvwyv}Wwo5p
|¨}WoIó}uw(|N}&|5¹yv}p~Nqvu
ò1ò xu
WqB|LlQu0 wnpuW|eqðò1òlQoL
oL}pu}Ww0h|¨íLyv}p~wnpuWu0lgy{yoY} xWqvuñ|Lu&p}p}pu0lQu0|NxLô u0Wqvw(r oLx5|
¹yv}p~NqvuÞòò pwu y}p~ wnpu y}WyvwyB|eq8uwo¨rrÇu0|Nwpxu0²twnpuxgu0WlQu0 zuw0Ó|¨} wnpuxu0WlQu0[uw&óyvwn#|
0pqvwuxyv}p~ wnpxu0npoNqB N|eqvpuoNr £ ô #¡ " |¨xu znpoIó}Þyv} !|NñWqvu óyvwn wnpupwu
|Nx(|Nuwux(5Wu0lQxyvñu0 yv}
!|NñWqvu 6
ô }wnpu0u5uQ¦p
uxyvu}Ww(1wnpu
y
pxoNLu0!óðywgnrÇu0|Nwpxukxu0WlQwyvoL}Þ|N}}poNyBu8xguoNI|eqô !ðnWy{
pxoNYy{Wu0uLyBWu}lQuwn|¨w1y} p|eyqvÞwx(|YYy}p~ñoLwgnr u0|¨wpxuuQqvu0lQwyvoL} |N} p|Nw(| 0pqvwuxyv}p~yv
pxoNLuwgnpuòò
pxu0YyBlQwyvLul|N
|NñWyqyvwLô
jLuLux(|equQ¦
.uxyvu}mwQ1óyvwnwnpu8W|Iq)ò1òãzwgu Wu0lQxyvñu0y} jLu0lQwyvoL} óuxu8lQoL}WlQwu0¹yv}p~&wnpu
xu0WlQu0 r u0|Nwgpxu8uwr xoY !|NñWqvu ¤ |N}wnpu8zwgu
|Nx(|Nuwux(>rÇxoL !|NñWqvu ôtòoLwuwgn|Nw!wnpuwxQ|eyv}Wy}p~
óyv}WoNó#¹/y .urÇoLxhwnpu!W|eqaò1ò#uQ¦p
uxzyu}mw(ÛyBØq{|¨x~Luxhwn|N} r oLxwnpu!¹yv}p~Nqvuòòkô !nWyBhóyv}WoNó#¹/y .uyv}lQxu0|Lzu
yB1}puu0Wu0Þ¹yv}lQu5wnpu5wx(|eyv}Wyv}p~óyv}WoNó r oYxwnpu5W|eqtòò2zwuyB
Wqyvwyv}Wwo ¤ YyB oNyv}mw8zuw(2ô !np2u 0xQw
uw0lQoL}¹yBwzy}p~ oNr |IqÐq1
|Nwwux} óyvwn#|w(|Nxg~Luw8x(|¨wu~Lxu0|Nwguxwgn|N}#
| 0pqvwuxyv}p~ wnpxu0npoNqB )yBzu0 wo
wx(|Iy} wnpu Qp
òò pô !ðnpu u0lQoY} uw0hlQoL}¹yBwyv}p~Þo¨r|IqÐq!
|Nwgwux}kóyvwn |w(|Nxg~Luw8x(|¨wu5qvu05wn|¨} Øy{
u0 wo5wx(|eyv}wnpu WoNó!}ò1òkô 5¥Øy}|IqÐqvL.wnpuwnWyvx(uw0plQoL}¹yBwyv}p~&oNrt|eqq4
|Nwwuxg}tóðywgn|kw(|Nx~YuwÓxguwpx}
ñuwóuu} |N} ªy{YyBl|¨x(Wu0GôktoL}(u )Ypu}mwzqLGwgou}pxu|N}|LW(u )L|¨wuQqv¹/y .u0wx(|eyv}Wyv}p~uwr oYxñ.oLwn
ò1òãlQoL
oL}pu}Ww(ðy}wnpu8W|eqtòò pwuywðy{}pu0lQu0|¨xwo5n|eLu8|kqB|Nx~Luxóyv}WoIó¹/y .uLô¥poLx!wgnpu8W|eq
ò1òpwuhuQ¦pwu}¹yvLuuQ¦p
uxzyu}mw(|NxulQoL}WlQwu0 I|¨xLyv}p~Þwgnpu 0pqvwuxyv}p~ |N} Wu0lgy{yoY}#wnpxu0znpoNqBp |N} æ ô !ðnp4u 0pqvwuxyv}p~Þwnpxu0znpoNqB yBN|Nxyvu0 r xgoL £ ô L#¡ " wo ô L%¡ " yv}Þyv}lQxuu}mw(koNr £ ô L%¡ " óyvwn wnpu
,Né , å*Çåé
Ø! oL
oNqvoL~Y
3jNyv}p~Nqvuòòk }WyvwyB|eqt¥pu0|¨wpxu05
Ø! oL
oNqvoL~Y
3jNyv}p~Nqvuòòk u0WlQu0¥pu0|¨wpxu05
!ØoL
oNqvoL~Y
3 1|eq4òò85
Ø! x(|eyv}Wyv}p~ yv}WoNójNy/. u
3 1|eq4òò85
Ø! x(|eyv}Wyv}p~ yv}WoNójNy/. u
3 jNyv}p~Nqvuòò85
lQwyvI|NwzyoY}¥pp}lQwzyoY}
u0|Nx}Wyv}p~ |Nwu
!ØoNqvux(|N}lQu
ò!p5ñ.uxoNr wux(|¨wyvoL}
!|NñWqvu
,'/ æ
¤YNÇL
è(* ./ æ
LNÇY
NÇY
NÇY
©N¤N
©N¤N
e£L£L£
0L
L¡Y£
0L
!|N}p~Lu}Wwï!W
uxgñoNqyBl
!4|N}p~Yu}mw!ïm
.uxñoNqyBl
£ ô¤
£ ô £L£Y£L£p
¡Y£L£L£
£ ô £Y¡
£ ô £L£L£L£ª
¡L£L£Y£
¢jLpwu h|Nx(|Nuwguxt|Iqpu0
ñu0zwxu0zWqwQoLñpw(|eyv}pu0 ¹yv}p~|:0pqvwuxyv}p~wgnpxu0npoNqB £ ¡%" ô!npu5Wu0lgyB¹yvoL}wnpxu0npoNqB æ yBI|Nxzyu0 rÇxoL
£ wo £ ô ©L£ y}yv}lQxuu}Ww(oNr £ ô £L¡ ô !npu5p
p
uxñ.oLp}p|NxI|eqvpu0 oNr £ ô ©Y£ yB1u0ñu0l|¨ukq{|¨x~LuxI|Iqpu0
YyBÞ}poYwyv
pxoNLuwgnpuxu0zWqwQô lQoY
|NxyBoL} ñuwóuu}Þwnpu rÇoLx8xgWqu&oL}pu|¨}xWqvuwóÓo|N} wnpu
}Wpñ.ux!oNrhwx(|LWu0)rÇoLxxWqvu8oL}pu8|¨}&xWqvuwóo5¹yv}p~2| 0pqvwuxzy}p~&wnpxu0znpoNqB&I|eqvpu £ ¡%" |Nxu8npoNó!}yv}
¥Øyv~Lpxu0 |N} ¤ xu0
.u0lQwyvLuQqvLô !npu5ñu0w8|N}p}W|eqhx(|NwukoNrÓxguwpx}ó!|L e¤ ô ¤L%¡ " |N}óð|Y!oLñpwQ|eyv}pu0y}p~
xWqvuñ|Luwóo8óðywgnwnpxu0npoNqBp £ %¡ " |N} £ ©L£ ô }lQoY
|NxyBoL}$Wwnpu8|¨}p}m|eq$x(|¨wuo¨r4xuwpx}&rÇoLx
wnpu5|Nuk
uxyvopy}p~wgnpu8ñpp|¨}npoNqBwx(|¨wu~Ly{ L L%¤ " |N} wnpu8ñ.u0wxuwpxg}rÇoLx!wnpu5¹yv}p~Nqvuòò
yB1oL}Wqv ¡ ô p " ô u0Wqvw( r oYx Wu0lgyB¹yvoL}ÞxgWquwnpxuu|Nxu5¹yv~L}W1y 0al|N}mwzqqu0g1wn|N}wnpu5xu0Wqvw(1¹yv}p~Wu0lgyB¹yvoL}
xWqvu01oL}pu5|N}wó$
o 3¹ñu0w 2|N} |Nxu ô ¡L£%" |¨} £ ô £L©%" xgu0
u0lQwyvLuQqv 5|N}|L1ln|Nxuk}poLw
pxu0u}Wwu0Gô
)
%' ! u0Wqvw()rÇoLxÓ|k¹yv}p~Nqvu ò1òÄpwu y}p~5wnpuðy}WyvwyB|eq4uw>oNrGr u0|¨wpxu0Ywnpu!xu0WlQu0&uw0W|N}wgnpu!xu0WlQu0&uw
óyvwn|:0pqvwuxyv}p~wgnpxu0npoNqBN|eqvpu8oNr £ ô ¡#" |¨xu8|eqBonpoNó!}&yv}!4|NñWqvu ó!nWyqvuwgnpu8zwu
|Nx(|¨uwux(>rÇoLx
ñoYwn¹yv}p~Nqvuò:ò 9 !|Nxgu8npoNó!}&yv} !|NñWqvu ô!ðnpu8xu0WlQu0 r u0|Nwgpxu8uw!~m|eLu1xu0Wqvw(wn|NwóÓuxguóÓoYx(u1wn|N}
wnpomzu |YlnWyvuLu0 ¹yv}p~wnpu&lQoL
Wqvuwu5rÇu0|Nwpxuuwe$ñppw8óðywgnpoLpw8Wx(|Lwzy{ly}WrÇoLx&|NwyvoL}qvom²ô4} |LpYyvwyvoL}$
450
15
400
10
T 350
r 300
5
A
a 250
0
R
d 200
Rule
Rule 1
1
Rule
Rule 2
2
R
e 150
-5
s 100
¥Øyv~Lpxu ¢ toL
|Nxzy{zoL} 1¹yv}p~|eyq|¨w(|5|N}¥Øyqwguxyv}p~!npxu0npoNqB 0.80.8
0.75
0.75
0.70.7
0.65
0.65
Decision Threshold Value
Decision Threshold Value
0.60.6
0.55
0.55
0.50.5
0.45
0.45
0.40.4
0.35
0.35
0.30.3
0.25
0.25
0.20.2
0.15
0.15
0.10.1
0.05
0.05
0
-15
0 0
50
-10
£ ¡%"
¥Øy~Ypxu ¤ ¢tòp5ñux!oNr!Øx(|LWu01toY
|NxyBoL}1¹yv}p~|eyq|¨w(|5|N}¥Øyqwguxyv}p~ ! npxgu0npoNqB £ ¡#"
18
16
14
12
A 10
R 8
R 6
4
2
0
-2
Rule 1
Rule 2
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
Decision Threshold Value
¥Øyv~Lpxu ¢ toY
|NxyBoL}1¹yv}p~oY}mwnWqv|Nw(|5|N}¥Øyqvwuxyv}p~$!npxu0npoNqB £ £%"
}poNyBuxguoNI|eqtYyB}poLw8¹yv~L}Wy10al|N}Wwqvy
pxoNLu5wnpu5xu0Wqvw(§y}YyBl|Nwzy}p~wn|¨w}poNyBuxuoNI|eqh|e}poYwñ.u
}pu0lQu0|¨xrÇoLx!wgnpu8oWoLwnpux!oY}mwnWqvp|Nw(|pô
jLuLux(|equQ¦
.uxyvu}mwQ1óyvwnwnpu8W|Iq)ò1òãzwgu Wu0lQxyvñu0y} jLu0lQwyvoL} óuxu8lQoL}WlQwu0¹yv}p~&wnpu
xu0WlQu0rÇu0|Nwpxu1uw>r xoY wnpu
p
.u}Yy+
¦ 3 !4|¨ñWqu 5t|N}wnpupwu
|NxQ|Nuwux(Ûr xgoL,
!|NñWqvu ôh¥poLx>wnpu
W|eq$òòÄpwuYuQ¦wgu}¹yvLuuQ¦p
uxzyu}mw(|NxguðlQoY}WlQwu0N|NxYyv}p~wgnpu!wnpxu0npo¨q{p |N} æ ô !np6u 0pqvwuxzy}p~
wnpxu0znpoNqB y{)I|Nxzyu0 rÇxoL £ ô %£ " wo ¤ ô £L%£ " ô !ñuxLu!wgn|NwhrÇoLxtp|eyqvuQ¦p
uxyvu}Ww!|8lQoLxxgu0
oL}Yyv}p~5p
p
ux
ñoYp}y{ ô L%¡ " Lux(ztwgnpu ¤ ô £L%£ " u0&npuxuLô !nWyB ¤ ô £L%£ " wgW5yv}mwuxgI|eqGyB>}poLwhrÇu0|L¹yvñWqvurÇoLxÓp|IyÐqvp|Nw(|
¹yv}lQukyvwóoLWqBxguoNLuwoWo5lnp|Nw(|pô¥poLx1|eqq4xWqvu01wnpu8ñ.u0w1xu0Wqvw(óÓuxgu8|LlnWyvuLu0¹yv}p~4| 0pqvwuxzy}p~
I|Iqpu %£ " Lu0|N}Wyv}p~5wn|Nw>wnpuxu1ó!|Lh}pok}puu05rÇoLxt}po¨y{zuxu0WlQwzyoY}|Lhu0|NxzqÐyvux>yv}YyBl|Nwu0ñW5wnpu¹yv}p~Nqvu
ò1ò xu0Wqvw(
ô !npuWu0lgyB¹yvoL}#wgnpxu0npoNqB æ y{kN|Nxyvu0 r xgoL £ wo £ ô L¡ yv} yv}lQxuu}Ww(koNr £ ô £Y¡ *
ô !npu&p
p
ux
ñoYp}p|NxÞN|eqvpuoNr £ ô L¡ yB8zu0ñu0l|Nzu&q{|¨x~Lux8N|eqvpu05Yy{ }poLwy
pxoNLuwnpuxgu0Wqvw(ô lQoL
|¨xyBoL}
ñuwóuu}wnpu rÇoLxxWqvuoL}pu|N}&xWqvuwóo|N}wnpu}Wpñ.uxoNr4wx(|YWu0hrÇoLx>xWqvuoL}pu8|N}xWqvuwóo5|Nxu
npoNó!}kyv} ¥Øyv~Lpxgu0 |N} ¡ xgu0
u0lQwyvLuQqvL6ô !npuñu0w|N}p}W|eqx(|NwuoNr$xuwgpx}5óð|Y 0 ô ¤L# " |N} óð|Y$oLñpwQ|eyv}pu0
¹yv}p~5xWqvuñ|Lu!wóo8óðywgnwnpxgu0npoNqBp #£ " |N} £ L¡ ô }lQoL
|NxyBoY}$mwgnpu |N}p}W|eqGx(|Nwu!o¨r§xguwpx}
rÇoLxtwnpuñpp|N}5npoNqB&wx(|¨wu~L8ó!|L © I%" |N}wnpu!ñ.u0wtxguwpx}r oLxhwgnpu ¹yv}p~Nqvuòò9óð|Y ô W " ô u0Wqvw(
80
70
T
r
a
d
e
s
60
50
Rule 1
Rule 2
40
30
20
10
0
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
Decision Threshold Value
¥Øyv~Lpxu ¡ ¢hò!p5ñ.uxoNr!$x(|YWu0toY
|NxyBoL}1¹yv}p~oL}WwnWqv |¨w(|5|N}¥Øyqvwuxyv}p~$!npxu0npoNqB £ £%"
rÇoLxWu0lgyB¹yvoL}xWqvu8wnpxguu8|Nxu8¹yv~L}Wy10al|N}Wwqvqvu0wn|N}wnpuxu0Wqvw(¹yv}p~ Wu0lgyB¹yvoL}xWqvu0oL}pu8|N} wóo 3 ñ.u0w
|N} |Nxu © ô N% " |N} ô ¡p " xgu0
u0lQwyvLuQqv 5|N}|L!zln|Nxgu}poLw!
pxu0u}Wwu0Gô
*
!npupwu
pxoL
.omu0
vy }wnWyB>
|N
.uxtyB>lQoL
pxyBu0&oNr$|
pxu
pxgolQu0y}p~&lQoL
oY}pu}mw)r oLx)r u0|¨wpxuuQqvu0lQwyvoL}$
| 0pqvwuxzy}p~ lQoL
oY}pu}mwkrÇoLx5}poNyBuxguoNI|eq!|N}Þ
|¨wwux} zu
|Nx(|NwyvoL}$)wóo
.u0lgyB|eqy>.u0Äò1òlQoL
.oL}pu}Ww(
rÇoLx8xuwgpx}Þ
pxu0YyBlQwyvoL}>|N} |Wu0lgyB¹yvoL}[xWqvu lQoY
oL}pu}WwrÇoLxkñpp IzuQqÐq!xu0lQoYu}p|NwyvoL}$ô t|NxzyoY8uQ¦
uxzyu}mw(1y}p~wgnWy{1pwu wo&
pxu0YyBlQw5j ¡L£L£ yv}WuQ¦oNLuu}Ww(óuxulQoY}WlQwu0|N}|LoplgyB|Nwu0
|N}p}W|eq4x(|¨wu0>oNrÛxguwpx}|N} xuwpx}
.ux!wx(|¨}|LlQwyvoL}lQoL
ppwu0Gô
toL
|¨xyBoL}oNr4wgnpuxu0Wqvw(!|LlgnWyvuLu0ñWwnpu8W|Iq ò1òpwu wo5wn|NwoNrhwnpu8¹yv}p~Nqvu5òò npoNó>wn|Nw
wnpuW|eqòò pwu ~NyvLu05| qB|Nx~Lux5xuwpxg} óyvwn rÇuóux5wx(|LWu0
ô ¹} |YpYywzyoY}$ÓW|eqòò uQ¦p
uxzyu}mw(
óyvwn&wnpu|N
p
pxgoL
pxyB|NwuQqvuQqvu0lQwu0 0pqvwuxyv}p~|N}Wu0lgy{yoY}wnpxu0npoNqBp>|N}|¨~Lu05wo5|LlnWyvuLu|N}|¨}p}m|eqGx(|Nwu
oNrxguwpx} ~Lxu0|¨wux8wn|¨} wn|Nw8o¨rwnpuñpp |N} npoNqB wx(|¨wu~LLô toL
|Nxyv}p~wnpup|eyqv wownpuoL}mwgnWq
uQ¦p
uxyvu}Ww(|eqtxu0zWqwQGyvw8uu1uYyBWu}mwkwn|Nw1wnpu5
pxoL
.omu0Þpwu YyuQqBpkñuwgwuxxuwpx}1ónpu}y}p~
¹qvoNóuxðp|¨w(|8|¨
Wqy}p=
~ 3uLôÚ~ôoL}WwnWqvx(|¨wnpuxtwn|¨} p|eyqvp|Nw(| 5(ô qvwnpoLp~Lnwnpu1xu0Wqvw(|Nxgu
pxoY5yB¹yv}p~Wyvw
yByv
.oLxw(|¨}mw!wgo}poLwuwn|¨w!}polgqB|eyvl|N}ñ.u8|LWukwn|Nw!wgnpu
pxoL
oWu0pwu y{ñuwgwuxwgn|N}wnpu8ñpp
|N}npoNqBÞwgx(|Nwu~L&ó!npu}ÞlQoL}¹yBWuxyv}p~wx(|¨}|LlQwyvoL}lQomw(ôòopwu lQoL} 0~Lpx(|NwzyoY}|YlnWyvuLu0|&ñuwgwux
xuwpxg}
ux1wx(|N}|YlQwyvoL}wn|N}wnpuñpp|¨}&npoNqBwxQ|Nwu~L5rÇoLxwnpu5|Nu
.uxyvoGô
ï!oNóuLux0wnpu&
pxoL
.omu0 pwu yB5wyqq!yv}#WuLuQqvoL
pu}Ww|N} xu0u0|NxQln yv}
pxoL~Lxu0g8 y~Ynmwkqvu0|L wo
rÇpxwnpuxØy
pxoNLuu}Ww(ô4¥ªoLxØy}zw(|N}lQuLeyv}5wnpuÓlQpxxgu}mwwóÓo1òò pwu wnpuxu>ó!|LG}po|Nwwu
pwØwooY
pwyv5/y .u
|eqqtwnpupwu
|Nx(|Nuwux(ô wyB
.om¹yvñWqvuwn|Nw1oL
pwyv5/y .u0qvu0|Nx}Wyv}p~
|Nx(|Nuwux(1ln |L!wgnpu8qvu0|Nxg}Wy}p~
x(|Nwgut|equ0|Y8wgoñ.uwwuxxu0Wqvw(ô wh|eqBo15yv~LnWwhñut
.om¹yvñWqvu!woyv
pxoNLu>xu0Wqvw(ñW1r pxwgnpux4xu0zwxyBlQwyv}p~wnpu
lQoL
.u!oNrGu0|Lln&òò[ñWyv}lQoLx
.oLx(|Nwyv}p~5|LpYyvwyvoL}|eq§ò1:ò 9 ôh¥poLxhuQ¦|N
WqvuL¨y}|rÇoLpxh}puwóÓoYxípwuwgnpu 0xQw
ò1ò l|N}8ñ.utwx(|Iy}pu0oL}qB|Nxg~LutWoNó!}8oNLuu}mw(²wnpuÓzu0lQoL}8ò1ò oL}8|IqÐqWoNó!}oNLuu}Ww(²wnputwnWyvx(oL}
|IqÐqp
oNLuu}Ww(p|N}&wnpu1rÇoLpxwn&oL}&qB|Nx~Yup
oNLuu}Ww(ô¥ppxwgnpuxyv
pxoNLuu}Ww(5yv~LnWw!|eqBoñ.u
oLñpw(|Iy}pu0ñm1yv}lQoLxg
oLx(|¨wyv}p~
pxyvoLxØím}poNóqvu0W~Lu|N}8lQoL}zwxlQwyvLuòòqvu0|Nx}Wyv}p~ 0£ eoLx4|xgu0lQpxxu}Ww$}puwóÓoYxí
woL
.oNqvoL~L ô¥Øyv}|eqqvLhwnpulQpxxgu}mw8Wu0lgyB¹yvoL} xWqvuñ|Yu0|Nxukr|eyvxqvy
WqÐyBwzy{lNôomg¹yvñWqu y
pxoNLuu}Ww(
5yv~LnWwñuoYñpw(|eyv}pu0 ñm yv}lQoLx
.oLx(|Nwyv}p~Þwgu0lnp}WyBl|eq!yv}WrÇoLx|¨wyvoL} qyíYuoNYy}p~Þ|eLux(|¨~Lu05|N}ÞuQ¦p
oY}pu}mwyB|eq
|eLux(|N~Yu0yv}mwgowgnpu pwuôÛsÛ¦
.uxyvu}Ww(¹yv}p~|LpYyvwyvoL}|eqÛò1:ò 9 m|¨}uQ¦p
uxw1zwum|¨}lQoL5ñWyv}|NwyvoL}
oNrwnpuwóowgo |N}|eqv .uwnpuuQ¦WyBwyv}p~ zwgu yv}Wr oLxg|NwyvoL}Ä|N} Wuwux5yv}pu||NxíYuwYyvxu0lQwyvoL} |¨xu&yv}
pxoL~Yxu0ô
>u óÓoYWq{qyvíLuwo!wn|¨}pí81x0ô |eW}pu NoWux(Yyv}p~W1x0ô NujmlnWqyvux0W1x0ô>ux}Wyvuï1|N}$N1x0ôh>x(|eyv~ !>Wx(|N}$
|N} |LW 1xomrÇoLxwnpuQyvx8lQoL}wgxlQwyvLulQoLu}mwQ1oL}wnpu5
pxuQqy y}|¨xÞLux(yoY}ÞoNrtwnWyB&|N}mglQxyv
pw0ô
h|Nxwzy{|Iqp
p
.oLxwñm[wnpu òjm¥ xgu0u0|Nx(lgnÄ~Lx(|N}Wwòjm¥ Y¤L£L©L¡LY¤ wooLx(|¨} !ñpx(|LWoNYyl yB&~Lx(|¨wuQr Wqqv
|Llgím}poNóqvu0W~Lu0Gô
ô jô pñ omw(|er|p ¥Øyv}|N}lgyB|eq4&|NxíLuw
p
WqÐyBl|NwzyoY}1oNr u0|Nx}Wyv}p~rÇxoLïðyv}mw(² kyv} ô òkô uQr u}pu0
u0Gôv å mé , / å$*Òçtè¨éeë2' ( * må , # '*, / ,¨éNå$*Òë 3 yqqvuLas)}p~NqB|N}G eLN 5(ô
¥ô )qB|Llgí9|¨} ô1jmlnpoNqvu0 !npu
pxyBlgyv}p~ o¨r !
pwyvoL}|N} toLxg
oLx(|¨wu yB|NñWyqÐyvwyvu0 è Wé (, / è
è / '0* ' , / Qè(aè æ$©p 3|e Npp} u eW I¤ 5(ô
&
¤&
ô >xuQyv|N}$ !ðnpuï!upxyBwzy{l&o¨r ¹}w(|NñWyqyvw yv} oWuQqkjLuQqu0lQwzyoY}$ !Øu0lnp}WyBl|eq u
oLxw&ò!oô 0
jLw(|¨wyBwyBl1u
|¨xwu}Ww0p!}WyvLuxQ¹yvwo¨rtÓ|eqyr oYx}WyB|p>uxíYuQquLØ 0L¨ ô
ô >px~Lu0|N}5ô tp}p}$ !npu81uoNrÛs)xxoLx!¥puu0Wñ|Ylí$!$uxg>yv}òupx(|eq4òuwóoLxgíoWuQqqyv}p~oNr
¥Øyv}|N}lgyB|eq !>yvujLuxzyu0² ézè * må å mé , / å*ÒçtèNéeë4' ( * må , # '0*, / ,Né Iå$*Òëtè(åéå+( (å
h|Lg|LWu}|pG 3 0YN 5(ô
¡& !ôØtnpu}poNóuwn|¨} 4ô !ñpxQ|LWoNLyBlN ¥ªu0|Nwpxu5jLuQqvu0lQwyvoL}rÇoLx)xu0YyBlQwyvLuoWuQqB1oNrtwnpujLwoplí|Nx
íLuwe é è * må åWé , / å$*Òçtè¨éeë')( * må
, # '*, /
,Né Iå*Òë tè(åéå ( Qå 0h|Lg|LWu}|pN 3 0LN Q5 ô
& !ôðtnpu}poNóÓuwgn#|N} 4ô !ñpx(|LWoNYy{lN Wqvwy toL
.oL}pu}Ww
p
pxom|Llgn wo jLwoplí |NxíLuw)xu0YyBl
wyvoL}² éè * Wå 'Béê (*Çåé (, * ' è(, / tè (åé+å ( (åè ( 1é+* ' ', / (*Çå$/)/ ' Yå+( (å ## / ' , * ' è(ëè(
, /)/ *Òéå(å* p ò!uó oYxía.ò 3 0LY¡ 5(ô
!ôYtnpu}poNóuwn8|N} 4ô !ñpxQ|LWoNLyBlN }sÛ¦
WqyBlgyvwÓ¥pu0|¨wpxujLuQqvu0lQwyvoL}jLwxQ|Nwu~Lr oYx4hxu0YyBlQwyvLu!opWuQq{
oNrhwnpu5j L¡ £L£ }WuQ¦$ !Øoñuk
ppñWqÐyBnpu0y}|krÇpwpxu1yBpukoNr)òupxo huNw NoLpxg}|eqô
©& !ô
Øô toNLux|N}ô s!ôGï|¨xw0 òu0|Nxu0wòuQy~Ynmñ.oLxh|Nwgwux}Þ)q{|Y¹y10al|NwyvoL}$ Wå(èNéQæ ! 0¤ 3 0YW 5 ªW ô
&
ôtWñu}píLo
p
pxoe¦Wyv|NwyvoL} ñW#jLp
.ux
oW¹yvwyvoL}oNr8| jNyv~Lo¨y{p|Iq¥ªp}lQwyvoL}$ tè(*Òéè / '(, / ë ,(aê æNë+*Çå 5ëa 3 0Y©L 5 ¤Y£L¤N¤p ô
pé ,(ë
(èNé , * må , * ' ëè
0£& pôG¥Øqvuw(lgnpux
N| } ô !ñpx(|LWoNYy{lN etoYñWyv}Wyv}p~hxyvoLxjLW5ñoNqyBl 1}poNóqvu0W~Lu|N}toL}wgxlQwyvLu8òu
x(|Iq)òuwóÓoYxí² tè( (Gå * ' è( 'Çå+( (åNì è Wé (, /è å mé , /tè # * ')( 1é+* ' ', / (*Çå$/)/ 'Lå ( Qå ,(Gê
tè ( '0* ' %IåÓåëå ,Né$¡ 3 ¤ 563 eLL¤ 5 ¤LL¡¨¤W I¡ ô
L 5ô¥ppíWp}|N~m|p
(*Òézèeê
$* Çè( *Çè * , * 'Òë+* ' , / , **Çå²é (
'
å Qè ( '* ' è ( 3 l|LWu y{lhxu0g!jm|¨}#yu~Yo
0YL£ (5 ô
L, ê', / N, ë'Bë
é è, *Çè ' (,( '0, / ' å å²é 'Çåë (, / æNë'Bë hn
!npu0y{²a1u
|Nxgwu}WwÓo¨r)sÛqu0lQwgxyBl|eq)s)}p~Nyv}puuxyv}p~|N}toL
ppwuxjmlgyvu}lQuL$|L|LlgnWuww( }wyvwpwgu
oNr!Øu0lnp}poNqvoL~YL$Ó|¨ñpxzy{W~YuL 0LY¤ ô
0& pôhïpw(lgnWy}zoL}$
0¤&
( * ' è(
Nè é+* Sè / 'Çè å/Ðå
$* 'Çè($ì
jLoL}²ò!uó oLxíGpò 0Y¡L 5(ô
0&
##
ô ¨u}u}$ ejLoLu p} oL|IqoYs)LyBWu}lQu u~W|Nx(Yyv}p~|NxíYuw8s gl yvu}lQL è Wé (, t/ è (è(Gè 4' ²ë $ 3 0W N© 5 L ¡ 0£ª ô
pô!|NxgíLoNóyvw .L 0¡&
Çå+(*
'
' %NåéQë ' , * 'Çè(
(,( '0, /
è ( I% åë+*å+(*Òë 3 N oLnp} yÐqvu
puQqn|¨xw0.uw(lNô N, é , /)/Ðå/ Ò' ë *Òé' -
*Çå(ê ézè ( å²ë(ë')( m ì # Ð/ è¨é , * ' è (.ë2' ( * må
* 'Çè(
'
+* $*
' éèNë Òé Wéåè
tè ( ' |N} 3 !hxgu0.Ó|N5ñpxyBW~LuL 0L©L Q5 ô
ô jLn|Nxg
uL IÓ|N
Wyvw(|eq uw&hxyBlQu0¢ ! npuoYx o¨r|¨xíLuws)YWyqÐyvñpxyvp è mé (, / è
3jLu
pwguñ.ux eLN 5(ô
# '% 3¹w(lnpu}poNóu!uu0lôÚó1$ôÚu0W 5!xu0lQuQyvLu0Þ| 1ôjô$Wu~Yxuu5yv}
)(,( (å
'
|Nwnpu|¨wyBly} 0L©p rÇxoL
wnpu>om|Lw |Nx( l|LWu5Lh| ô 1ô yv} ¥Øyv}|N}lQurÇxoL |LnWyv}p~LwgoL} jLw(|Nwgu!}WyvLuxQ¹yvwyv} 0Lp |N}
yBlQpxxu}WwqvlQoL
Wqvuwyv}p~ | ôjôhyv}>oL
ppwuxjmlgyvu}lQu |N}Ä|N}"¹}YyYyBW|eq }Wwux(YyBlgyv
Wqyv}|Nxhn$ô 5ô
lQoL5ñWyv}Wyv}p~ >¹yv}pu0|N} toL
ppwguxjmlgyvu}lQuLñoLwgnr xgoL |LnWyv}p~LwoY} jLw(|Nwu}WyYux(¹yvwLôïuó!|Lk|N}
|LlQwyvLu5WpwolQux!yv}wgnputom|Yw |¨x(r xgoL 0L©ª wo 0Y©L ô!npukoLñ u0lQwyvLu8o¨rÛnWyB1lQpxxu}Wwxu0zu0|Nx(lgn&y{
wozu8|LWI|N}lQu0 wu0lgnp}poNqvoL~Nyvu0!wgoopWuQq0}|N}lgyB|eqh|NxíLuwQô
%'
$ % #)"
p
WqÐyvu0|Nwnpu|¨wyBl}WrÇoLx
|NwzyoY} |N} toL
ppwuxjmlgyvu}lQu05yv} 0L©L¡ îwnpu& ôjô4Wu~Lxuuyv} |Nwgnpu|NwyBl8|¨} toY
ppwuxjmlgyvu}lQu
yv} eL©W ØñoLwn rÇxoL6wgnpu }WyvLux(¹yvwÞoNr >uQqv~Lx(|LWuLî|N} wnpu )n$ô 5ô$Wu~Lxuuyv}ÄtoL
ppwguxjmlgyvu}lQurÇxoL
wnpuu}p}YqvI|N}WyB|jLwQ|Nwu}WyvLux(¹yvwyv} 0Lª ô!ï!u5ó!|L1|zwgu!
pxgoL~Lx(|Nux|Nw1wnpu1u
|¨xwu}Ww!rÇoLx
toL
ppwuxÓ1u0¹yv~L}|¨wtwnpu !yv}l|:}zwyvwpwuL >uQqv~Lx(|LWuLYrÇxoL 0L©N wo 0Y©L L|N}n|L>ñuu}|xu0u0|Nx(lgnlgy
u}WwyBw|Nwwnpu8|Nwnpu&|NwyBl|eq ¹}wyvwpwukoNr4wnpu5jLuxgñWy{|¨} l|LWu5&oNrtjmlgyvu}lQu0|N} xw( >uQqv~Lx(|LWuL.¹yv}lQu
wnpu}$ô wh
pxu0zu}mw0Ynpu>y{>|N} g¹yBw(|N}Wwthxo¨r u0zoLxyv}wnpu1jmlnpoWoNqoNr$sqvu0lQwxyBl|eq$sh}p~Nyv}puuxyv}p~|N}toL
ppwux
jmlgyvu}lQuL |LznWy}p~YwoL}jLw(|¨wu!!}WyvLux(ywLphWqqv|N}$ Lp0¨LW I¡L Ij ô !npu!oLñ u0lQwyvLuoNranWyBlQpxxu}Ww
xu0u0|¨x(lnyBwgouQ¦
WqvoLxu|N
p
WqyBl|NñWyqyw oNrÓ}pupxQ|eqÓ}puwóoLxíp!wgu0lnp}poNqvoL~Ywgo&q{|¨x~Lul|eqvulgq{|Y¹1y 0al|NwyvoL} |N}
wyvu5uxyvu0
pxu0YyBlQwyvoL}
pxoLñWqvuðyv}Luxg}poNyBWoY|eyv}ô
&
3.oLx(|N} !uu0l²ôÚó$ôÚu0W 5>xu0lQuQyvLu0&wnpu 1ôjôpWu~Lxuu1yv}
T
T
!#"%$&"
')( +* !,-$&. !"/
'5( 6* 7
! ,8$. !#"/
*
*
* "A ;<"
$&>@?
*
* "A ;<"
$&>@?
*
* "A ;<"
$&>@?
*
* "A ;<"
$&>@?
*
$&>@?
* "A ;<"
$&>@?
* "A ;<"
!#"%$&"JILK MKON!
ILK MPN! 6* 3! (
*
* "A ;<"
$&>@?
*
* "A ;<"
$&>@?
$&>@?
* "A ;<"
! !#"B$&"C,-$&. !"/
! !#"B$&"C,-$&. !"/
! !#"B$&"C,-$&. !"/
! !#"B$&"C,-$&. !"/
! !#"B$&"C,-$&. !"/
" 01$&"23
O
3
2
/B$&" 3
2)F)/B$&" 3
25GH/B$&" 3
" 01$&"23ED * AA 2
" 01$&"23ED * AA 2
" 01$&"23ED * AA " 01$&"23ED * AA " 01$&"23ED * AA T
R
/B$&"
/B$&"
0E;<D<D3
* "A ;<"
! !#"B$&"%NERS;<D<D3
! !#"B$&"%IHK M5N! 6* 3! (
! !#"B$&"%IHK M5N! 6* 3! (
! !#"B$&"%IHK M5N! 6* 3! (
! !#"B$&"%IHK M5N! 6* 3! (
! !#"B$&"%IHK M5N! 6* 3! (
O
3
2
/B$&" 3
25F)/B$&" 3
2BGH/B$&" 3
S;<D<D3TD * AA 2
S;<D<D3TD * AA 2
S;<D<D3TD * A A S;<D<D3TD * AA S;<D<D3TD * AA T
R
/B$&"
/B$&"
4
4
VUEW Q
N
*
-X9 !Y? "
N
$&>@?
$&>@?
! *
N
! *
N
! *
N
N
! *
N
N
$&>@?
1X !? "
MOZ W[U &
$ /
X $3; Q"2 6=
! !"B$&"
* "A ;<"
X $3; Q"2 6=
! !"B$&"
* A ;<"?! 6* 3 ;<"
* A ;<"?! 6* 3 ;<"
* A ;<"?! 6* 3 ;<"
* A ;<"?! 6* 3 ;<"
* A ;<"?! 6* 3 ;<"
O
D * AA 2
R
D * AA 2
MOZ W\U $&/
X $3 ; Q"2 +=
MOZ W\U &
$ /
X $3 ; Q"2 +=
MOZ W\U $&/
X $3 ; Q"2 +=
MOZ W\U &
$ /
X $3 ; Q"2 +=
MOZ W\U $&/
X $3 ; Q"2 +=
!|NñWqvu
¤¢
LUEW Q
O
LUEW QED * AA 2
LUEW QED * AA 2
LUEW QED * AA 2
T
R
/B$:"
/B$:"
/B$:"
LUEW QED * AA 25FL/B$:"
3
3
3
3
LUEW QED * AA 2BG-/B$:"
O
2 * (
4
2 * ( 3
4
2 * ( 3
2 * (
1X !? "
MOZ W[U $&/
! !"B$&"
N
* "A ;<"
* A ;<"?! 6* 3 ;<"
1X !? "
* "A ;<"
1X !? "
X $3; Q"2 6=
N
LUEW Q
1X !? "
MOZ W[U &
$ /
! !"B$&"
N
* "A ;<"
$&>@?
! !"B$&"
N
* "A ;<"
1X !? "
N
* "A ;<"
$&>@?
! *
N
A ;<"?! 6* 3 ;<"
$&>@?
! *
N
N
! !#"B$&"C,-$&. !"/
+* 3 ! (
* "A ;<"
$&>@?
*
4
0E;<D<D9Q"2 6=
* "A ;<"
$&>@?
*
*
$&>@?
*
" 01$&"23
" 901$:"25;<"2 +=
D * AA 2
D * AA 2
D * AA 2
T
4
R
2 * ( 3
D * AA 25FV2 * ( 3
. )' % # ^]`_)a
# ' T
T
!#"%$&"
')( +* !,-$&. !"/
'5( 6* 7
! ,8$. !#"/
*
*
* "A ;<"
$&>@?
*
* "A ;<"
$&>@?
*
* "A ;<"
$&>@?
*
* "A ;<"
$&>@?
*
* "A ;<"
$&>@?
*
$&>@?
* "A ;<"
$&>@?
* "A ;<"
!#"%$&"JILK MKON!
ILK MPN! 6* 3! (
*
*
*
* "A ;<"
$&>@?
*
* "A ;<"
$&>@?
$&>@?
* "A ;<"
! !#"B$&"C,-$&. !"/
! !#"B$&"C,-$&. !"/
! !#"B$&"C,-$&. !"/
! !#"B$&"C,-$&. !"/
! !#"B$&"C,-$&. !"/
" 01$&"23
O
3
2
/B$&" 3
2)F)/B$&" 3
25GH/B$&" 3
2
/B$&" 3
" 01$&"23ED * AA 2
" 01$&"23ED * AA 2
" 01$&"23ED * AA " 01$&"23ED * AA " 01$&"23ED * AA " 01$&"23ED * AA T
R
/B$&"
/B$&"
4
4
4
0E;<D<D3
* "A ;<"
4
! !#"B$&"%NERS;<D<D3
! !#"B$&"%IHK M5N! 6* 3! (
! !#"B$&"%IHK M5N! 6* 3! (
! !#"B$&"%IHK M5N! 6* 3! (
! !#"B$&"%IHK M5N! 6* 3! (
! !#"B$&"%IHK M5N! 6* 3! (
! !#"B$&"%IHK M5N! 6* 3! (
O
/B$&" 3
2
/B$&" 3
25F)/B$&" 3
2BGH/B$&" 3
2
/B$&" 3
S;<D<D3TD * AA 2
S;<D<D3TD * A A 2
S;<D<D3TD * AA S;<D<D3TD * AA S;<D<D3TD * AA S;<D<D3TD * AA T
R
/B$&"
4
VUEW Q
N
4
-X9 !Y? "
N
! *
N
! *
N
! *
N
! *
N
! *
N
N
* "A ;<"
* "A ;<"
* "A ;<"
$&>@?
* "A ;<"
$&>@?
* "A ;<"
$&>@?
* "A ;<"
$&>@?
$&>@?
MOZ W[U &
$ /
$&>@?
! *
N
* A ;<"?! 6* 3 ;<"
$&>@?
! *
N
N
* "A ;<"
$&>@?
! !#"B$&"C,-$&. !"/
+* 3 ! (
* "A ;<"
$&>@?
*
4
! !#"B$&"C,-$&. !"/
0E;<D<D9Q"2 6=
* "A ;<"
$&>@?
*
*
$&>@?
" 01$&"23
" 901$:"25;<"2 +=
! !"B$&"
* "A ;<"
LUEW Q
1X !? "
* A ;<"?! 6* 3 ;<"
1X !? "
* A ;<"?! 6* 3 ;<"
1X !? "
* A ;<"?! 6* 3 ;<"
1X !? "
* A ;<"?! 6* 3 ;<"
1X !? "
* A ;<"?! 6* 3 ;<"
1X !? "
1X !? "
* A ;<"?! 6* 3 ;<"
* A ;<"?! 6* 3 ;<"
LUEW Q
O
LUEW QED * AA 2
LUEW QED * AA 2
LUEW QED * AA 2
T
R
/B$:"
/B$:"
/B$:"
LUEW QED * AA 25FL/B$:"
LUEW QED * AA 2BG-/B$:"
LUEW QED * AA 2
/B$:"
3
3
3
3
3
X $3; Q"2 6=
!|NñWqvu
MOZ W\U $&/
¢
4
X $3 ; Q"2 +=
)' % % ' ]
_Va
# '
© Copyright 2026 Paperzz