! " #$% & '( )*+, -. /012 3045/67 8 96 57626./ 4. 4:;<71/0= 13 >74= 69<7? ><7 26= 1@2A567B126C 1.>676.36 D426C <. ;6<= 6/713 57<567/162 <> 57<D4D1:1/E C12/71DA/1<.2F GA7 4557<430 D71.;2 /<;6/067 H45:4314.@D426C 2563/74: /630.1IA628 76;A:471J4/1<. 91/0?67.6: = 6/0<C28 4.C 4:;<71/0=2 ><7 =4.1><:C :647.1.;F K012 >74=69<7? 57<B1C62 4.4/A74: 26=1@ 2A567B126C 6L/6.21<. ><7?67.6: = 6/0<C2 4.C 762<:B62 /06 57<D:6= <> <A/@<>@24= 5:6 1.>676.36 1. ;7450@D426C /74.2CA3/1<. F M6 C123A22 4. 1./67576/4/1<. 1. /67= 2 <> 4 >4= 1:E <> ;:<D4::E C6N.6C C4/4@C656.C6./?67.6:2 4.C 4:2< 4CC7622 A.2A567B126C :647.1.; O3:A2/671.; 4.C C4/4 7657626./4/1<.P 91/01. /06 24= 6 >74= 69<7? F GA7 4:@ ;<71/0= 2 6Q63/1B6:E 6L5:<1/ D</0 = 4.1><:C 4.C 3:A2/67 422A= 5/1<.2 /< C6= <.2/74/6 2/4/6@<>@/06@47/ 567><7= 4.36 <. B471<A2 3:4221N34/1<. /42?2F K012 3045/67 4:2< 76@ B169 2 </067 7636./ 9<7? <. <A/@<>@24= 5:6 6L/6.21<. ><7 /74.2CA3/1B6 ;7450@D426C =6/0<C2F RRSR TUVWX Y Z[V\XU M6 2/47/ DE 57<B1C1.; 2<=6 1./A1/1<.2 ><7 /06 ;6<=6/713 D4212 <> 26=1@2A567B126C :647.1.; F K0626 1./A1/1<.2 476 C6= <.2/74/6C 1. 513/A762 O]1;A762 ^8_ 4.C `PF a<.21c67 N72/ /06 /9< :4D6:6C 5<1./2 O=47?6C bcd 4.C b@dp 1. /06 :6>/ 54.6: <> ]1;A76 ^F GA7 1./A1/1<. =4E 2A;;62/ /04/ 4 21=5:6 :1.647 265474/<7 2A30 42 /06 <.6 20<9. 1. ]1;A76 ^8 12 4. <5/1=4: 30<136 ><7 4 3:4221N67F -.C66C8 3<.21C674D:6 6Q<7/ 1. :647.1.; /06<7E 042 D66. 1.B62/6C 1./< C671B1.; <5/1= 4:1/E 57<567/162 ><7 2A30 4 3:4221N34/1<. D<A.C47EF K06 71;0/ 54.6: 0<96B67 20<92 /04/ /06 /9< :4D6:6C 5<1./2 476 1. >43/ :<34/6C <. /9< 3<.36./713 3173:62 <> A.:4D6:6C C4/4 F H<<?1.; 4/ /06 71;0/ 54.6:8 1/ D63<= 62 3:647 /04/ /06 3173A:47 D<A.C47E 12 =<76.4/A74: ;1B6. A.:4D6:6C C4/4F
!"#$%& '!(#)& a<.21c67.<9 /06 :6>/ 54.6: 1. ]1;A76 _F -. /06 4D26.36 <> A.:4D6:6C C4/4 /06 D:43? C</ O=47?6C b*dp 12 :1?6:E /< D6 3:4221N6C 42 D:A6 O=47?6C b@dpf K06 A.:4D6:6C C4/48 0<96B678 =4?62 3:4221>E1.; 1/ 42 76C O=47?6C bcdp 266= =A30 =<76 7642<.4D:6F + /017C 6L4=5:6 12 20<9. 1. ]1;A76 `F -. /06 :6>/ 54.6:8 /06 A.:4D6:6C 5<1./ =4E D6 3:4221N6C 42 D:A6 O@P /< 4;766 91/0 1/2.64762/.61;0D<7F,<96B678 A.:4D6:6C C4/4-6<=6/7E <> 20<9. 42 ;76E 3:A2/672 1. /06 71;0/ 54.6: 304.;62 <A7 D6:16>F..:4D6:6C C4/4 K0626 6L4=5:62 20<9 0<9 /06 ;6<=6/7E <> A.:4D6:6C C4/4 =4E 74C134::E 304.;6 <A7 1./A1/1<. 4D<A/ 3:4221N67 D<A.C47162F M6 266? /< /74.2:4/6 /0626 1./A1/1<.2 1./< 4 >74= 69<7? ><7 :647.1.; >7<= :4D6:6C 4.C A.:4D6:6C 6L4= 5:62F / 634::.<9 /06 2/4.C47C 26//1.; <> :647.1.; >7<= 6L4= 5:62F - 1B6. 4 54//67. 25436 0 8 /0676 12 4 57<D4D1:1/E C12/71DA/1<. 1 <. 0 2 3 433<7C1.; /< 90130 6L4=5:62 476 ;6.674/6C ><7 >A.3/1<. :647.1.;F H4D6:6C 6L4=5:62 476 O 4 5 6 P 54172 C749. 433<7C1.; /< 1 F..:4D6:6C 6L4=5:62 476 21=5:E 4 7 0 24=5:6C 433<7C1.; /< /06 =47;1.4: C12/71DA/1<. 1 8 <> 1 F +2 96 04B6 266.8 /06?.<9:6C;6 <> /06 =47;1.4: 19 34. D6 6L5:<1/6C ><7 D6//67 >A.3/1<. :647.1.; O6 F; F8 1. 3:4221N34/1<. <7 76;76221<. /42?2PF G. /06 </067 04.C 8 1> /0676 12.< 1C6./1N4D:6 76:4/1<. D6/966. 19 4.C /06 3<.C1/1<.4: 1 O 6 :4 P8 /06?.<9:6C;6 <> 19 12 A.:1?6:E /< D6 <> A26F K9< 5<221D:6 3<..63/1<.2 D6/966. 19 4.C 1 O 6 :4 P 34. D6 2/4/6C 42 /06 ><::<91.; 1= 5<7/4./ 422A= 5/1<.2 O4:2< 266 /06 /A/<714: 1./7<CA3/1<. 1. a045/67 ^ ><7 76:4/6C C123A221<.P;
+? _ +? _ % +22A=5/1<.2 ><7 6= 1@2A567B126C H647.1.; ^F A55<26 /04/ /06 =47;1.4: 57<D4D1:1/E C12/71DA/1<. A.C67:E1.; /06 C4/4 12 2A55<7/6C <. 4 :<9@C1=6.21<.4: =4.1><:CF K06. /06 >4=1:E <> 3<.C1/1<.4: C12/71DA/1<.2 O 6 :4 P 12 2=<</08 42 4 >A.3/1<. <> 4 8 91/0 762563/ /< /06 A.C67:E1.; 2/7A3/A76 <> /06 = 4.1><:C F _F K06 57<D4D1:1/E C12/71DA/1<. 1 12 2A30 /04/ 5<1./2 1. /06 24=6 b3:a2/67d 476 :1?6:E /< 04B6 /06 24=6 :4D6:F M6 266 /04/ /06 C4/4 20<9. 1. ]1;A762 ^ 4.C _ 24/12>E /06 =4.1><:C 422A=5/1<.F K06 513/A76 1. ]1;A76 ` 12 = 64./ /< 20<9-4A2214. 3:A2/672F K06 3<.36./713 3173:62 1. ]1;A76 ^ 34. 4:2< D6 /0<A;0/ 42 b3:a2/672d8 4:/0<A;0 2A30 3:A2/672 476 01;0:E.<.@-4A2214. 4.C 04B6 4. 1./6762/1.; ;6<=6/713 2/7A3/A76F G.6 =4E 3<.63/A76 /04/ = 4.E 3:A2/672 1. 764:@9<7:C C4/426/2 04B6 2A30.<.@- 4A2214. 2/7A3/A762F K012 12 6B1C6.36C8 ><7 6L4=5:68 DE >76IA6./ 2A5671<71/E <> 2563/74: 3:A2/671.; <B67 =<76 /74C1/1<.4: = 6/0<C2 2A30 42?@= 64.2F -. =4.E.4/A74: 21/A4/1<.28 1/ 12 3:647 /04/ /06 C4/4 12 2A55<7/6C <. 4 :<9@ C1=6.21<.4: =4.1><:CF K012 12 <>/6. /06 3426 906. 5<1./2 476 ;6.674/6C DE 2<=6 50E2134: 57<3622F ]<7 6L4= 5:6 8 1. 256630 57<CA3/1<. /06 47/13A:4/<7E <7;4.2 34. D6 = <C6:6C 42 4 3<::63/1<. <> /AD62F K06 25436 <> 256630 2<A.C2 12 /0676><76 4 :<9@C1= 6.21<.4: = 4.1><:C 5474= 6/671J6C DE :6.;/02 4.C 91C/02 <> /06 /AD62F 0</<;74502 <> 4. <D 63/ >7<= B471<A2 4.;:62 ><7= 4 `@C1= 6.21<.4: 2AD= 4.1><:C <> /06 1=4;6 25436F -. </067 342628 2A30 42 1. /6L/ 76/716B4: /42?28 1/ =4E D6 :622 3:647 906/067 4 :<9@C1=6.21<.4: =4.1><:C 12 57626./F,<96B678 6B6. /06. 8 4.C 4:2< ><7 4:=<2/ 4.E 1=4;1.4D:6 2<A736 <> =64.1.;>A: 01;0@C1=6.21<.4: C4/48 /06 25436 <> 5<221D:6 3<.N;A74/1<.2 <33A5162 <.:E 4 /1.E 5<7/1<. <> /06 /</4: B<:A= 6 4B41:4D:6 F G.6 /0676><76 2A2563/2 /04/ 4.<.:1.647 :<9@C1= 6.21<.4: = 4.1><:C = 4E E16:C 4 A26>A: 4557<L1= 4/1<. /< /012 2/7A3/A76 F K< 57<366C 91/0 <A7 C123A221<. 8 96 91:: =4?6 4 25631N3 422A=5/1<. 4D<A/ /06 3<..63/1<. D6/966. /06 = 47;1.4: 4.C /06 3<.C1/1<.4: C12/71DA/1<.2F M6 91:: 422A= 6 /04/ 1> /9< 5<1./2 4 5 4 7 0 476!"#$% 1. /06 &'()&'$&! ;6<=6/7E <> 1 8 8 /06.
= <</0.622 91/0 762563/ /< =47;1.4: C12/71DA/1<. /06 3<.C1/1<.4: C12/71DA/1<.2 1 O 6 :4 P 4.C 1 O 6 :4 P 476 21=1:47F -. </067 9<7C28 /06 3<.C1/1<.4: 57<D4D1:1/E C12/71DA/1<. 1 O 6 :4 P B47162 2=<</0:E 4:<.; /06 ;6<C62132 1. /06 1./71.213 ;6<= 6/7E <> 1 8 F + = <76 ><7= 4: 2/4/6= 6./ ><7 /012 2= <</0.622 57<567/E 12 /04/ 1 O 6 :4 P 8 12 2=4::8 90676 12 /06 57<D4D1:1/E C12/71DA/1<. <B67 /06 =4.1><:CF K04/ :42/ IA4./1/E 34. D6 76971//6. 42 1 O 6 :4 P 5 1 O 6 :4 P 8 90676 12 /06 961;0/6C H45:4314. 422<314/6C /< 57<D4D1:1/E =642A76 F M6 91:: 6:4D<74/6 <. /0626 <D63/2 :4/67 1. /06 3045/67F M6 91:: 1./7<CA36 4.69 >74= 69<7? ><7 C4/4@C656.C6./ 76;A:471J4/1<. /04/ 6L@ 5:<1/2 /06 ;6<=6/7E <> /06 57<D4D1:1/E C12/71DA/1<.F -/ 12 1=5<7/4./ /<.</6 /04/ /06 762A:/1.; 4:;<71/0= 2 91:: /4?6 1./< 433<A./ D</0 = 4.1><:C 4.C 3:A2/67 422A= 5/1<. F M 01:6 /012 >74=69<7? 4::<92 A2 /< 4557<430 /06 >A:: 74.;6 <> :647.1.; 57<D:6=2 >7<= A.2A567B126C /< 2A567B126C 8 96 ><3A2 <. /06 57<D:6= <> 26= 1@2A567B126C :647.1.; F K012 3045/67 ;4/0672 =4/6714: >7<= `8 8 ^8 _F RRS TU[XWXWV\U XVW \U ZW\V\XU H45:436@6:/74= 1 M6 91::.<9 422A=6 /04/ /06 =47;1.4: C12/71DA/1<. 1 8 12 2A55<7/6C <. 4 :<9@ C1=6.21<.4: =4.1><:C 6=D6CC6C 1. 3 F M6 91:: D6 1./6762/6C 1. 3<.2/7A3/1.; 254362 <> >A.3/1<.2 90130 476 4//A.6C /< /06 ;6<=6/713 2/7A3/A76 <> 1 8 F <76 25631N34::E 96 91:: 94./ /< 3<./7<: /06 ;74C16./ <> /06 >A.3/1<.2 <> 1./6762/ 91/0 762563/ /< /06 =642A76 1 8 ; 1 8 F,676 /06 ;74C16./ 12 /4?6. 91/0 762563/ /< /06 A.C67:E1.; /16=4..14. =4.1><:C 4.C /06 1./6;74: 12 961;0/6C DE /06 =642A76 <. /04/ =4.1><:CF -> /06 =4.1><:C 042.< D<A.C47E <7 1> /06 57<D4D1:1/E C12/71DA/1<. 1 8 B4.12062 4/ /06 D<A.C47E8 1/ 34. D6 20<9. /04/ <5674/<7 1 8!" O P 1 8 5!" O P #$%!&' H647.1.; 1. /), 90676 12 /06 ;74C16./ <. 4.C!" 12 /06 961;0/6C H45:436@6:/74=1 <5674/<7 422<314/6C /< =642A76 1 8 F K012 <5674/<7 12?6E 1. 56.4:1J1.; >A.3/1<.2 433<7C1.; /< /06 1./71.213 ;6<=6/7E <> /06 57<D4D1:1/E C12/71DA/1<. 1 8 F M6 A/1:1J6 /0626 ;6<= 6/713 1./A1/1<.2 /< 6L/6.C 4. 62/4D:1206C >74= 69<7? ><7 >A.3/1<. :647.1.; F +.A=D67 <> 5<5A:47 4:;<71/0= 2 2A30 42 ( 8 71C;6 76;762@ 21<. 8 25:1.628 74C14: D4212 >A.3/1<.2 = 4E D6 D7<4C:E 1./67576/6C 42 76;A:471J4/1<. 4:;<71/0=2 91/0 C1Q676./ 6=517134: 3<2/ >A.3/1<.2 4.C 3<=5:6L1/E =642A762 1. 4. 4557<5714/6:E 30<26. / 657<CA31.; )67.6:, 1:D67/ 5436 O/), P ^*8 8 ^+F /634:: /04/ ><7 4 67367?67.6:, ; 0 20-3 8 /0676 12 4. 422<314/6C /),./ <> >A.3/1<.2 0-3 91/0 /06 3<77625<.C1.;.<7= / F -1B6. 4 26/ <> :4D6:6C 6L4=5:62 O 40 5 60P8 1 ^522253 /06 2/4.C47C >74=69<7? 62/1=4/62 4. A.?.<9. >A.3/1<. DE =1.1=1J1.; 4 47;= 1. 5678 ^ : 3 0; 9 < O 40 5 60 5 P c = / O^^F^P
/657626./67 K06<76= 90676 < 12 2<=6 :<22 >A.3/1<. 8 2A30 42 2IA476C :<22 O 60 O40PP ><7 /H <7 /06 2<>/ =47;1. :<22 >A.3/1<. =4L 5 ^ 60 O40P ><7 ( F 6.4:1J1.; /06 /),.<7= 1= 5<262 2= <</0.622 3<.C1/1<.2 <. 5<221D:6 2<:A/1<.2F K06 3:422134: / 657626./67 K06<76= 2/4/62 /04/ /06 2<:A/1<. /< /012 = 1.1= 1J4/1<. 57<D:6= 6L12/2 1../ 4.C 34. D6 971//6. 42 4 O4 P 9 : 0; 0, O 40 5 4P O^^F_P K0676><76 8 /06 57<D:6= 12 76CA36C /< <5/1= 1J1.; <B67 /06 N.1/6 C1= 6.21<.4: 25436 <> 3<6 316./2 08 90130 12 /06 4:;<71/0=13 D4212 ><7 ( 8 /6;A:471J6C H642/ IA4762 4.C </067 76;76221<. 4.C 3:4221N34/1<. 2306= 62F M6 N72/ 3<.21C67 /06 3426 906. /06 =47;1.4: C12/71DA/1<. 12 4:764CE?.<9.F 1 8 4.1><:C / 6;A:471J4/1<. ;1B6. /06 =47;1.4: C12/71DA/1<. GA7 ;<4: 12 /< 6L/6.C /06?67.6: >74= 69<7? DE 1.3<75<74/1.; 4CC1/1<.4: 1.><7= 4/1<. 4D<A/ /06 ;6<=6/713 2/7A3/A76 <> /06 =47;1.4: 1 8 F M6 9<A:C :1?6 /< 6.2A76 /04/ /06 2<:A/1<. 12 2=<</0 91/0 762563/ /< D</0 /06 4=D16./ 25436 4.C /06 =47;1.4: C12/71DA/1<. 1 8 F K< 43016B6 /04/ 8 96 1./7<CA36 4. 4CC1/1<.4: 76;A:471J67 ; 4 47;= 1. 5678 ^ : 3 0; 9 < O 40 5 60 5 P c = / c = O^^F`P 90676 12 4. 4557<5714/6 56.4:/E /67= /04/ 20<A:C 7663/ /06 1./71.213 2/7A3/A76 <> 1 8 8 6F;F8 5!" O P #$%!"'F,676 = 3<./7<:2 /06 3<=5:6L1/E <> /06 >A.3/1<. 1. /06 &%'( 25436 901:6 = 3<./7<:2 /06 3<=5:6L1/E <> /06 >A.3/1<. 1. /06 &'()&'$&! ;6<=6/7E <> 1 8 F G.6 34. C671B6 4. 6L5:131/ >A.3/1<.4: ><7= ><7 /06 2<:A/1<. 4 42 20<9. 1. /06 ><::<91.; /06<76= A.C67 2<= 6 >417:E ;6.674: 3<.C1/1<.2 `; /657626./67 K06<76= ;1B6. $$ % ( ( ( % &'()&'$&! )% ")& (&#' (%) &$ &%' 1 8 8,! %)% &$ #' "%" # # %)(#) $ )# ( % % & ' ( $$#!&(%" (# (# ) O1 8P* + %' ( % $#"(&#' 4 (# ( % # # (& & (&#' # )#"% &', -'*..*/ #% %0 &$($ '" " &($ ( % $ #""#! &' )% # )%$%'((&#' 8 O 6 P, O 4 5 6 P 1 8 O6 P O^^F1P /06 =47;1.4: 4 O4 P 9 : 0; 0, O 40 5 4P c M6.</6 /04/ /06 H45:436 <5674/<7 42 96:: 42 4.E C1Q676./14D:6 <5674/<7 91:: 24/12>E /06 D<A.C6C.622 3<.C1/1<. 8 422A= 1.; /04/ /06?67.6: 12 2A 316./:E C1Q676.@ /14D:6 F K06 /657626./67 K06<76= 4D<B6 4::<92 A2 /< 6L57622 /06 2<:A/1<. 4 C1763/:E 1.
/67=2 <> /06 :4D6:6C C4/48 /06 O4=D16./P?67.6:, 8 4.C /06 =47;1.4: 1 8 F -> 1 8 12 A.?.<9.8 96 266 /04/ /06 2<:A/1<. =4E D6 6L576226C 1. /67=2 <> 4. 6=517134: 62/1=4/6 <> 19 F 656.C1.; <. /06.4/A76 <> /012 62/1=4/68 C1Q676./ 4557<L1=4/1<.2 /< /06 2<:A/1<. =4E D6 C6B6:<56CF -. /06.6L/ 263/1<. 8 96 3<.21C67 4 547/13A:47 4557<L1=4/1<. 2306=6 /04/ :64C2 /< 4 21=5:6 4:;<71/0=13 >74=69<7? ><7 :647.1.; >7<= :4D6:6C 4.C A.:4D6:6C C4/4 F 1 8 4.1><:C / 6;A:471J4/1<. ;1B6. A.:4D6:6C C4/4-7450 H45:4314. -. =<2/ 455:134/1<.2 <> 1./6762/ 1. =4301.6 :647.1.; /06 =47;1.4: 1 8 12.</?.<9.F K0676><76 96 =A2/ 4//6=5/ /< ;6/ 6=517134: 62/1=4/62 <> 1 8 4.C F </6 /04/ 1. <7C67 /< ;6/ 2A30 6=517134: 62/1=4/62 1/ 12 2A 316./ /< 04B6 '"%"%" 6L4=5:62F +2 C123A226C D6><76 /06.4/A74: 56.4:/E <. 4 /16=4..14. =4.1><:C 12 /06 H45:436 <5674/<7 F K06 <5/1= 1J4/1<. 57<D:6= /06. D63<= 62 4 47;= 1. 5678 ^ : 3 0; 9 < O 40 5 60 5 P c = / c = 5 -/ 34. D6 20<9. /04/ /06 H45:436@6:/74= 1 <5674/<7 <. 4 = 4.1><:C 34. D6 4557<L1= 4/6C DE ;7450 H45:4314. A21.; /06 4557<5714/6 4C 436.3E = 4/71L O266 _8 ^ ><7 =<76 C6/41:2PF K0A28 ;1B6. ; 4 26/ <> 3 :4D6:6C 6L4=5:62 O 40 5 60P 0; 4.C 4 26/ <> A.:4D6:6C 6L4=5:62 4 9 9 8 96 3<.21C67 /06 ><::<91.; <5/1=1J4/1<. 57<D:6= ; 4 47;= 1. 5678 ^ 3 9 ; 9 : 0; < O 40 5 60 5 P = c = / c O c 3P : 9 O O40P O4 PP 0 0 ; 47;= 1. 5678 ^ : 3 0; 9 < O 40 5 60 5 P = c = / c O c 3P ) O^^FP 90676 0 476 6C;6 961;0/2 1. /06 C4/4 4C436.3E ;74508 O4 P 52225 O49 P 8 4.C ) 12 /06 ;7450 H45:4314. ;1B6. DE ) F,6768 /06 C14;<.4: =4/71L 12 ;1B6. DE 00 % 9 '$ 12 /06.4/A74: 234:6 ; 9 0 F K06.<7=4:1J1.; 3<6 316./ >43/<7 ><7 /06 6=517134: 62/1=4/6 <> /06 H45:436 <5674/<7 O<. 4 254726 4C436.3E ;7450 8 <.6 =4E.<7=4:1J6 DE 0 ; 9 0 1.2/64CPF K06 ><::<91.; B6721<. <> /06 /657626./67 K06<76= 20<92 /04/ /06 =1.1=1J67 042 4. 6L54.21<. 1. /67=2 <> D</0 :4D6:6C 4.C A.:4D6:6C 6L4=5:62 4.C 12 4?6E /< <A7 4:;<71/0=2F /657626./67 K06<76= ;1B6. A.:4D6:6C C4/4 + % &'& & %) #$ # # (& & (&#' # )#"%..* " &($ ' %0 # '$&#' 4 O4 P : 90; 0, O 40 5 4P O^^F P &' (%) $ #$ ( % "%"%" '" '"%"%" %0 # "%$*
K06 57<<> 12 4 B4714/1<. <> 4 2/4.C47C <7/0<;<.4:1/E 47;A= 6./ ^+F 6B674:.4/A74: 30<1362 <> 6L12/F <=6 6L4=5:62 476 ; ^F -/674/6C H45:4314.2 F 1Q676./14: <5674/<72 4.C /0617 :1.647 3<=D1.4/1<.2 57<B1C6 4.4/A74: >4= 1:E <> 2= <</0.622 56.4:/162F _F, 64/ 26= 1;7<A5 12 4 >4= 1:E <> 2= <</01.; <5674/<72 3<77625<.C1.; /< /06 57<3622 <> C1QA21<. O7<9.14. = </1<.P <. /06 = 4.1><:C F ]<7 3<77625<.C1.; <5674/<72 <. ;745028 266 ^1F G.6 34. /4?6 O PF M6.</6 /04/ ><7 2=4:: B4:A62 <> /06 3<77625<.C1.; -766. 2 >A.3/1<. O/06 064/?67.6: <> P 34. D6 4557<L1=4/6C DE 4 20475-4A2214. 1. /06 4=D16./ 25436F `F IA476C.<7= <> /06,62214. O3>F ^^PF M 01:6 /06,62214. O P O/06 =4/71L <> 263<.C C671B4/1B62 <> P ;6.674::E C656.C2 <. /06 3<<7C1.4/6 2E2/6= 8 1/ 34. D6 20<9. /04/ /06 ]7<D6.1A2.<7= O/06 2A= <> 2IA476C 61;6.B4:A62P <> 12 /06 24= 6 1. 4.E ;6<C6213 3<<7C1.4/6 2E2/6= 4.C 06.36 12 1.B4714./:E C6N.6C ><7 4 / 16= 4..14. =4.1><:C F.21.; /06 ]7<D6.1A2.<7= <> 42 4 76;A:471J67 57626./2 4. 1./71;A1.; ;6.674:1J4/1<. <> /01.@5:4/6 25:1.62F M6 4:2<.</6 /04/ O P /7O O PPF </6 /04/, 762/713/6C /< OC6.</6C DE, P 12 4:2< 4?67.6: C6N.6C <. 91/0 4. 422<314/6C /),. <> >A.3/1<.2-3F M 01:6 /012 =1;0/ 2A;;62/ / O 12 762/713/6C /< P 42 4 7642<.4D:6 30<136 ><7 8 1/ /A7.2 <A/8 /04/ ><7 /06 =1.1=1J67 4 <> /06 3<77625<.C1.; <5/1=1J4/1<. 57<D:6= 96 ;6/ 4 4 / 8 E16:C1.; /06 24= 6 2<:A/1<. 42 2/4.C47C 76;A:471J4/1<. 8 4:/0<A;0 91/0 4 C1Q676./ = F K012 <D267B4/1<. ><::<9 2 >7<= /06 762/713/1<. 57<567/162 <> /), `F K0676><76 1/ 12 1=5<221D:6 /< 04B6 4. <A/@<>@24=5:6 6L/6.21<. 91/0<A/ /9< "& %)%'( = 642A762 <> 2= <</0.622F G. /06 </067 04.C 8 4 C1Q676./ 4=D16./?67.6: 762/713/6C /< 34. 5</6./14::E 267B6 42 /06 1./71.213 76;A:471J4/1<. /67= F ]<7 6L4=5:68 4 20475-4A2214.?67.6: 34. D6 A26C 42 4. 4557<L1=4/1<. /< /06 064/?67.6: <. F K06 7657626./67 /06<76= 4::<9 2 A2 /< 3<.B67/ /06 <5/1= 1J4/1<. 57<D:6= 1. I. ^^F 1./< 4 N.1/6 C1=6.21<.4: 57<D:6= <> 62/1=4/1.; /06 O3 c P 3<6 316./2 4 ><7 /06 6L54.21<. 4D<B6F + >4=1:E <> 4:;<71/0=2 34..<9 D6 C6B6:<56C 91/0 C1>@ >676./ 30<1362 <> :<22 >A.3/1<.28 4=D16./?67.6:28 ;7450 76;A:471J672 4.C <5/1= 1J4/1<. 2/74/6;162F RRS XW\V M6.<9 57626./ 2<:A/1<.2 /< /06 <5/1=1J4/1<. 57<D:6= 5<26C 1. I. O^^FPF K< NL.</4/1<.8 96 422A=6 96 04B6 3 :4D6:6C 6L4=5:62 O 40 5 60P 0; 4.C A.:4D6:6C 6L4=5:62 4 ; 9 F M6 A26, 1./67304.;64D:E /< C6.</6 /06?67.6: >A.3/1<. <7 /06-74= =4/71LF 9
% $, %' $ $( '$ H45:4314. /H K06 H45:4314. / 6;A:471J6C H642/ IA4762 4:;<71/0= 2<:B62 I. O^^FP 91/0 /06 2IA476C :<22 >A.3/1<. ; ;1B6. DE O^^F P8 /06 <D 63/1B6 >A.3/1<. 34. D6 76CA36C /< 4 3<.B6L C1Q676./14D:6 < O 40 5 60 5 P 60 O40P F 1.36 /06 2<:A/1<. 12 <> /06 ><7= >A.3/1<. <> /06 O3 c P@C1=6.21<.4: 6L54.21<. 3<6 316./ B63/<7 52225 90<26 =1.1=1J67 12 ;1B6. DE ; 9 4 O, c =3 c =3 O c 3P ), P O^^F*P,6768 ) 12 /06 O3 c P 2 O3 c P -74= =4/71L <B67 :4D6:6C 4.C A.:4D6:6C 5<1./2 12 4. O3 c P C1=6.21<.4: :4D6: B63/<7 ;1B6. DE ; 6 52225 6 9 5 52225 4.C 12 4. O3 c P 2 O3 c P C14;<.4: =4/71L ;1B6. DE ; 1 O^5222 5 ^5 52225P 91/0 /06 N72/ 3 C14;<.4: 6./7162 42 ^ 4.C /06 762/ F </6 /04/ 906. = 8 I. O^^F*P ;1B62 J67< 3<6 316./2 <B67 A.:4D6:6C C4/4F K06 3<6 316./2 <B67 :4D6:6C C4/4 476 6L43/:E /0<26 ><7 2/4.C47C /HF % +'( $ (+' " $ " H45:4314. ( H45:4314. (2 2<:B6 /06 <5/1=1J4/1<. 57<D:6= 1. I. F ^^F 91/0 /06 2<>/ =47;1. :<22 >A.3/1<. C6N.6C 42 CA31.; 2:43? B4714D:62 4.C A21.; 2/4.C47C H4;74.;6 A:/15:167 /630.1IA62 A26C ><7 < O 40 5 60 5 P =4L 5 ^ 60 O40P 5 60 7 ^5 c ^ F -./7<@ C671B1.; (2 8 96 N72/ 4771B6 4/ /06 ><::<91.; IA4C74/13 57<;74= 1. 3 CA4: B4714D:62 ; 2AD63/ /< /06 3<./741./2 ; =4L : 6 0; 9 0 ^ _ 9 0; 600 5 0 =, O_= c _ 9 O c 3P ), P 51 ^52223 8 90676 O^^F+P O^^FP,6768 12 /06 C14;<.4: =4/71L 00 60 8) 12 /06-74= =4/71L <B67 D</0 /06 :4D6:6C 4.C /06 A.:4D6:6C C4/4 H 12 /06 C4/4 4C436.3E ;7450 H45:4314. 12 4. 3 2 O 3 c P =4/71L ;1B6. DE ; 0 ^ 1> 1 8 40 12 4 :4D6:6C 6L4=5:6 4.C 0 </0679126F K< <D/41. /06 <5/1=4: 6L54.21<. 3<6 316./ B63/<7 4 % 7 3 ' 9 8 <.6 042 /< 2<:B6 /06 ><::<91.; :1.647 2E2/6= 4>/67 2<:B1.; /06 IA4C74/13 57<;74= 4D<B6 ; = 4 O_= c _ ), O c 3P P O^^F^P G.6 34..</6 /04/ 906. = 8 /06 ( 4.C I.2 O^^F8^^F^P8 ;1B6 J67< 6L54.21<. 3<6 316./2 <B67 /06 A.:4D6:6C C4/4 F K06 6L54.21<. 3<6 316./2 <B67 /06 :4D6:6C C4/4 4.C /06 =4/71L 476 42 1. 2/4.C47C ( 8 1. /012 3426F H45:4314. (2 34. D6 6421:E 1= 5:6= 6./6C A21.; 2/4.C47C ( 2<>/9476 4.C 543?4;62 ><7 2<:B1.; :1.647 2E2/6= 2F
% &%& & %& (% &%& & %&!"!& "($!" # $ % & ' % (!!#($!! ) $&$* +#, -"!,. & ( "+ &/+ 0 & #&! &"+, # /!, & &+& -&"+,! 1 &/+ / " #* -&"+,! #,&! 2&#&% -&"+,! 1 3 45678579 6 $:;< / ( '!, & 2&#&% "($!" = /! (!&!,& >#!#" = 3 = / (! (!& +#,? % $"!#" $ @ 3 A B 1 -,&#& A " " + %!#" +")& * A 3 P 1 / ( C!, & DE DF / ( G! (!& H I ( "+ J KK/L " # J( #& %? % $" M?N # ( "+ J KK/OKK/KP! +&!,&# -"!,!,& NQ R ST %)&# " # "! #+" %? % $" NQ R / ( U V(!(! "($!" # I 3 P H I = / J(") %&!%* "!&#!& W $!#($!!,& 2&#&% "($!" X= +")& * J KK/KY ( & "! "! # NQ R ZM?N # -"!,!,&# ("! %& 2&#&% &!, / C!" / [- R \! &!$? % $" NQ R -"!, "$#& "+ "!#" "$ #&+(% #"] ^ SVM Laplacian SVM Laplacian SVM 2 2 2 1 1 1 0 0 0 1 1 1 1 0 1 2 γ A = 0.03125 γ I = 0 1 0 1 2 γ A = 0.03125 γ I = 0.01 1 0 1 2 γ A = 0.03125 γ I = 1 Q63/ <> -. 263/1<. ^^F1 8 96 91:: C123A22 4 C4/4@C656.C6./?67.6: C6N.6C A21.; A.:4D6:6C 6L4= 5:62 _8 91/0 90130 2/4.C47C 2A567B126C ( _/ H 1= 5:6= 6./ H45:4314. ( _/ H F -. K4D:6 ^8 96 <A/:1.6 /0626 4:;<71/0= 2F K06 30<136 <> /06 76;A:471J4/1<. 5474=6/672 = 5= 12 4 2AD63/ <> >A/A76 76264730 F -> /0676 12 6.<A;0 :4D6:6C C4/48 1/ 34. D6 D6 D426C <. 37<22@B4:1C4/1<. <7 567><7=4.36 <. 4 06:C@<A/ /62/ 26/ F -. ]1;A76 ^^F1 96 57<B1C6 4. 1./A1/1<. /<947C2 /06 7<:6 <> /0626 5474=6/672 <. 4 /<E /9<@=<<.2 C4/426/F M 06. = 8 H45:4314. ( 763<B672 1.376421.; = 2/4.C47C 2A567B126C ( D<A.C47162F + 2 = 12 1.376426C 8 /06 6Q63/ <> A.:4D6:6C C4/4 1.3764262 4.C /06 3:4221N34/1<. D<A.C47162 476 4557<5714/6:E 4C A2/6C F -. ]1;A76 ^^F`F^ 96 5:</ /06 :647.1.; 3A7B62 ><7 H45:4314. ( _/H <. 4 /9<@
G +&!% " $!" $? % $" NQ R ZM?N &#" # $& -"!, #& &$!! ( &# " % &%& & %& (% &%&!&!! / 0.25 SVM/Laplacian SVM SVM (Unlabeled) SVM (Test) LapSVM (Unlabeled) LapSVM (Test) 0.25 RLS/Laplacian RLS RLS (Unlabeled) RLS (Test) LapRLS (Unlabeled) LapRLS (Test) 0.2 0.2 0.15 0.15 Error Rate Error Rate 0.1 0.1 0.05 0.05 20 40 60 80 100 120 140 160 180 200 220 Number of Labeled Examples 50 100 150 200 Number of Labeled Examples 3:422 1= 4;6 763<;.1/1<. 57<D:6= F -. = 4.E 2A30 764:@9<7:C 455:134/1<. 26//1.;28 <.6 = 4E 6L563/ 21;.1N34./ D6.6N/ >7<= A/1:1J1.; A.:4D6:6C C4/4 4.C 01;0@IA4:1/E <A/@ <>@24= 5:6 6L/6.21<.2 91/0 /0626 4:;<71/0= 2F ]<7 >A7/067 6= 517134: 762A:/2 266 ` 8 _ 4.C 6:2690676 1. /012 D<<?F $, %' $ $ ('% % ($', a:a2/671.; K06 A.2A567B126C 3426 34. D6 B1696C 42 4 256314: 3426 <> 26= 1@2A567B126C :647.1.; 90676 <.6 12 ;1B6. 4 3<::63/1<. <> A.:4D6:6C C4/4 5<1./2 4 52225 4 4.C.< :4D6:6C 6L4= 5:62F GA7 D4213 4:;<71/0= 13 >74= 69<7? 6=D<C16C 1. /06 <5/1= 1J4/1<. 57<D:6= 1. I.F ^^F` 042 /0766 /67=2; O1P N/ /< :4D6:6C C4/48 O11P 6L/71.213 76;A:471J4/1<. 4.C O111P 1./71.213 76;A:471J4/1<. F 1.36.< :4D6:6C C4/4 12 4B41:4D:6 8 /06 N72/ /67= C<62.</ 47126 4.E=<76F K0676><76 96 476 :6>/ 91/0 /06 ><::<91.; <5/1=1J4/1<. 57<D:6= ; =1. 5678 / = c = O^^F^^P G> 3<A7268 <.:E /06 74/1< =4//672F +2 D6><76 34. D6 4557<L1=4/6C A21.; /06 A.:4D6:6C C4/4F a0<<21.; 5 4.C 4557<L1=4/1.; 1/ DE /06 6= 517134: H45:4314. 8 96 476 :6>/ 91/0 /06 ><::<91.; <5/1= 1J4/1<. 57<D:6= ; 4 47;= 1. O^^F^_P = / c : O O40P O4 PP P 8 8 P 8 8 $ 5678 0
U [- R \! &!$ M&+(% #"]&!%(!&#"+ 2 2 2 1 1 1 0 0 0 1 1 1 1 0 1 2 γ = 1e 06 1 0 1 2 γ = 0.0001 1 0 1 2 γ = 0.1 1;6.B4:A6 57<D:6= Q63/ <> </6 /04/ 91/0<A/ /06 4CC1/1<.4: 3<.2/741./2 O3>F 1P /06 4D<B6 57<D:6= ;1B62 C6;6.674/6 2<:A/1<.2F +2 1. /06 26=1@2A567B126C 34268 4 B6721<. <> /06 6=517134: /657626./67 /06<76= 0<:C2 20<91.; /04/ /06 2<:A/1<. /< I.F ^^F^_ 4C=1/2 4 7657626./4/1<. <> /06 ><7= 4 : 0; 0, O 40 5 P E 2AD2/1/A/1.; D43? 1. I.F ^^F^_8 96 3<=6 A5 91/0 /06 ><::<91.; <5/1=1J4/1<. 57<D:6= ; 47;= 1. / c : O O40P 8 O4 PP /$ ; = 0 90676 12 /06 B63/<7 <> 4:: <.62 4.C O 52225 P 4.C, 12 /06 3<77625<.C1.; -74= =4/71L F H6//1.; D6 /06 57<63/1<. <./< /06 2AD25436 <> 3 <7/0<;<.4: /<, 8 <.6 <D/41.2 /06 2<:A/1<. ><7 /06 3<.2/741.6C IA4C74/13 57<D:6= 8 90130 12 ;1B6. DE /06 ;6.674:1J6C 61;6.B4:A6 57<D:6= O=, c, ), P, O^^F^`P K06 N.4: 2<:A/1<. 12 ;1B6. DE 8 90676 12 /06 61;6.B63/<7 3<77625<.C1.; /< /06 2= 4::62/ 61;6.B4:A6 F K06 = 6/0<C 2?6/306C 4D<B6 12 4 >74= 69<7? ><7 76;A:471J6C 2563/74: 3:A2/671.; F K06 76;A:471J4/1<. 5474= 6/67 = 3<./7<:2 /06 2= <</0.622 <> /06 762A:/1.; >A.3/1<. 1. 1.376421.; = /06 4=D16./ 25436 F M6 4:2< <D/41. 4.4/A74: <A/@<>@24= 5:6 6L/6.21<. ><7 3:A2/671.; 5<1./2.</ 1. /06 <71;1.4: C4/4 26/F ]1;A76 ^^F 20<92 /012 =6/0<C <. 4 /<E /9<@ =<<.2 3:A2/671.; 57<D:6= F..:1?6 7636./ 9<7? 8 * <. <A/@<>@24=5:6 6L/6.21<.28 <A7 =6/0<C 12 D426C <. 4 /657626./67 /06<76= ><7 /),F
$, %' $ %, $ 1= 6.21<.4:1/E /6CA3/1<. G.6 34. /4?6 =A:/15:6 61;6.B63/<72 <> /06 2E2/6= 1. I.F ^^F^` 4.C 7657626./ 4 5<1./ 4 1. 3 42; 4 - : 0; 0, O 40 5 4P 52225 : 0; 0, O 40 5 4P 90676 O 222 P 12 /06 61;6.B63/<7F K012 :64C2 /<.69 = 6/0<C ><7 C1= 6.21<.4:1/E 76CA3/1<. 4.C C4/4 7657626./4/1<. /04/ 57<B1C62 4.4/A74: <A/@<>@24= 5:6 6L/6.21<. <> H45:4314. 1;6.= 452 _F K06.69 7657626./4/1<. <> /06 C4/4 1. 3 1. <5/1=4: 1. /06 26.26 /04/ 1/ D62/ 576267B62 1/2 :<34: 2/7A3/A76 O42 62/1=4/6C DE /06 ;7450P 1. /06 <71;1.4: 4=D16./ 25436F A567B126C 4.1><:C / 6;A:471J4/1<. K06 >A::E 2A567B126C 3426 7657626./2 /06 </067 6.C <> /06 2563/7A= <> :647.1.; F 1.36 2/4.C47C 2A567B126C 4:;<71/0=2 O( 4.C /H P 476 256314: 34262 <> =4.1><:C 76;@ A:471J4/1<. 8 <A7 >74=69<7? 12 4:2< 4D:6 /< C64: 91/0 4 :4D6:6C C4/426/ 3<./41.1.;.< A.:4D6:6C 6L4= 5:62F + CC1/1<.4::E8 = 4.1><:C 76;A:471J4/1<. 34. 4A;= 6./ 2A567B126C :647.1.; 91/0 1./71.213 76;A:471J4/1<. 8 5<221D:E 1. 4 3:422@C656.C6./ = 4..67 8 90130 2A;;62/2 /06 ><::<91.; :647.1.; 57<D:6= ; 4 47;= 1. 5678 ^ 3 9 : 0; < O 40 5 60 5 P c = / c = ) c = ) O^^F^1P,676 96 1./7<CA36 /9< 1./71.213 76;A:471J4/1<. 5474=6/672 = 8 = 4.C 76;A:471J6 265474/6:E ><7 /06 /9< 3:42262 ; 8 476 /06 B63/<72 <> 6B4:A4/1<.2 <> /06 >A.3/1<. 8 4.C ) 8 ) 476 /06 ;7450 H45:4314.28 <. 5<21/1B6 4.C.6;4/1B6 6L4=5:62 762563/1B6:EF K06 2<:A/1<. /< /06 4D<B6 57<D:6= ><7 /H 4.C ( 34. D6 <D/41.6C DE 765:431.; = ) DE /06 D:<3?@C14;<.4: =4/71L = ) ( 4.C H45:4314. /H 4:;<71/0=2F = ) 1. /06 H45:4314. RRS VYUYUV WU XW \ZW\Y WU\U M4751.; 4. /), E 1.3:AC1.; 4. 1./71.213 76;A:471J4/1<. /67= 1. 4CC1/1<. /< /06 571<7 = 642A76 <> 3<=5:6L1/E / <> 4 >A.3/1<. 1. /06 /),./ 8 /06 4:;<71/0=13 >74=69<7? 57626./6C 4D<B6 76 63/2 0<9 A.:4D6:6C C4/4 = 4E 4:/67 <A7 3<= 5:6L1/E D6:16>2F K012 C4/4@C656.C6./ =<C1N34/1<. <> /06.<7= 34. D6 B1696C 42 4. 4//6=5/ /< 4557<@ 5714/6:E 9475 4. /), /< 3<.><7= /< /06 ;6<=6/7E <> /06 =47;1.4: C12/71DA/1<. O><7 4 C123A221<. 8 266 _PF K012 12 =4C6 5763126 1. /06 ><::<91.; C123A221<.F K06 26/ <> >A.3/1<.2 1../ 042 4. 422<314/6C 1..67 57<CA3/ 5 78 ><7 5 7./ F -1B6.
?& #"+ " M N (a) gaussian kernel centered on labeled point 1 (b) gaussian kernel centered on labeled point 2 (c) classifier learnt in the RKHS )67.6:2 ><7 6= 1@2A567B126C H647.1.; A.:4D6:6C C4/4 8 /06 25436 <> >A.3/1<.2. / 3<./41.1.; >A.3/1<.2 1../ DA/ 91/0 /06 ><::<91.; = <C1N6C 1..67 57<CA3/ ; 5 7 8 5 7 c = ) = 34. D6 20<9. /< D6 4. /), 91/0 4. 422<314/6C?67.6:, F K06 76;A:471J4/1<. /67= 8 1. /012 /), 57<B1C62 /06 24=6 3<=5:6L1/E 56.4:/E 42 /06 <1./ 1./71.213 = 4.C 4=D16./ 76;A:471J4/1<. /67=2 1../ F K0A28 <.36 /06?67.6:, 12 4B41:4D:68 <.6 34. /06 6=5:<E 2/4.C47C =4301.67E <>?67.6: =6/0<C2 C621;.6C ><7 2A567B126C :647.1.; 8 ><7 26= 1@2A567B126C 1.>676.36 F K06 ><7= <> /06.69?67.6:, 34. D6 C671B6C 1. /67=2 <> /06?67.6: >A.3/1<., A21.; 7657<CA31.; 57<567/162 <> 4. /), 4.C <7/0<;<.4:1/E 47;A=6./2 O266 ^8 _ ><7 4 C671B4/1<.P 4.C 12 ;1B6. DE ;, O 4 5 P, O 4 5 P O c = ), P ) O^^F^P = 90676 O4.C 21=1:47:E P C6.</62 /06 B63/<7, O 4 5 4 P 52225, O 49 5 4P F K06 2/4.C47C 7657626./67 /06<76= 34. D6.<9 D6 1.B<?6C /< 20<9 /04/ /06 =1.1=1J67 <> <5/1= 1J4/1<. 57<D:6= ^^F 4C= 1/2 /06 ><::<91.; 6L54.21<. 1. /67= 2 <> :4D6:6C 6L4=5:62 <.:E ; 4 O4 P 9 : 0; 0, O 40 5 4P O^^F^ P G/067 +:;<71/0=2 M 1/0 /06.69?67.6:, 8 /012 7657626./67 /06<76= 76CA362 /06 = 1.1= 1J4/1<. 57<D:6= ^^F /< /04/ <> 62/1=4/1.; /06 3 6L54.21<. 3<6 316./2 4 F F -. 4CC1/1<. /< 763<B671.; /06 4:;<71/0= 2 1. 63/1<. ^^F` 8 /012?67.6: 34. 4:2< D6 A26C /< 1= 5:6= 6./ 8 6 F; F8 26= 1@2A567B126C 6L/6.21<.2 <> 2A55<7/ B63/<7 76;76221<. 8 <.6@3:422 ( 4.C - 4A2214. 57<362262 O266 _^PF K< C6B6:<5 4. 1./A1/1<. /<947C2 0<9 /06 1./71.213.<7= 94752 /06 2/7A3/A76 <> 4. /), 8 3<.21C67 /06 513/A762 20<9. 1. ]1;A76 ^^F1 F + 5743/1/1<.67 <>?67.6: = 6/0<C2
#"+ M N (a) deformed kernel centered on labeled point 1 (b) deformed kernel centered on labeled point 2 (c) classifier learnt in the deformed RKHS M4751.; -./67576/4/1<. 1. 513/A762 9<A:C 4557<430 /06 /9<@3173:62 57<D:6= 5<26C 1. ]1;A76 ^^F^ DE 30<<21.; 4?67.6: >A.3/1<., O 4 5 6 P 4.C /06. /4?1.; 4 547/13A:47 :1.647 3<=D1.4/1<. <> /012?67.6: 36./676C 4/ /06 /9< :4D6:6C 5<1./2 1. <7C67 /< 3<.2/7A3/ 4 3:4221N67 F ]1;A762 ^^F O4 8DP 20<9 /012 4//6= 5/ 91/0 /06 5<5A:47-4A2214.?67.6:F K06 762A:/1.; :1.647 C63121<. 2A7>436 8 20<9. 1. ]1;A76 ^^F O3P8 12 3:647:E 1.4C6IA4/6 ><7 /012 57<D:6= F -. ]1;A762 ^^F*O4P 4.C ^^F*ODP 96 266 :6B6: 26/2 ><7 /06 C6><7= 6C?67.6:, 36./676C <. /06 /9< :4D6:6C 5<1./2 1. /06 /9<@3173:62 57<D:6= F K06?67.6: C6><7=2 4:<.; /06 3173:6 A.C67 /06 1.A6.36 <> /06 A.:4D6:6C C4/4F.21.; /012?67.6:8 1.2/64C <>, O 4 5 6 P8 57<CA362 4 24/12>43/<7E 3:422 D<A.C47E 91/0 A2/ /9< :4D6:6C 5<1./28 42 20<9. 1. ]1;A76 ^^F* O3PF K06 57<36CA76 C62371D6C 4D<B6 12 4 ;6.674:.<.@5474= 6/713 4557<430 ><7 3<.@ 2/7A3/1.; C4/4@C656.C6./?67.6:2 ><7 26=1@2A567B126C :647.1.;F K012 4557<430 C1Q672 >7<= 571<7 3<.2/7A3/1<.2 /04/ 04B6 :47;6:E ><3A226C <. C4/4@C656.C6./ = 6/0<C2 ><7 5474=6/67 26:63/1<. /< 30<<26 4?67.6: >7<= 2<=6 5474=6/713 >4=1:E8 <7 DE C6N.1.; 4?67.6: = 4/71L <. /06 C4/4 5<1./2 4:<.6 O/74.2CA3/1B6 26//1.;PF RRS \UW V X Y XW W [ \ZW\Y WU\U H1.647 4.1><:C K< /A7. 26= 1@2A567B126C :647.1.; 1./< 4 /630.<:<;E8 <.6.66C2 /< 4CC7622 122A62 <> 234:4D1:1/E <> 4:;<71/0= 2 4.C 455:134D1:1/E /< :47;6 C4/426/2F K06 4:;<71/0= 2 96 04B6 C62371D6C C64: 91/0 C6.26 =4/71362 <> 21J6 2 4.C 04B6 O P /741.1.; 3<= 5:6L1/E 91/0.41B6 1= 5:6= 6./4/1<.2F K06 6L54.21<. <B67 :4D6:6C <7 A.:4D6:6C 6L4=5:62 12 1. ;6.674:.</ 2547268 6B6. ><7 H45:4314. (2F G.6 34. 5<221D:E 6= 5:<E8 ><7 6L4= 5:6 8 B471<A2 76CA36C 26/ = 6/0<C28 :<9@74.??67.6: 4557<L1= 4/1<.2 <7 254726 ;766CE = 6/0<C2 O266 ^+ ><7 4 C123A221<. <> ;6.674: 1= 5:6= 6./4/1<. 122A62 1.?67.6: =6/0<C2P ><7 6 316./ 1=5:6=6./4/1<. <> /0626 4:;<71/0=2F A6 /< /0617 5</6./14: ><7 C64:1.; 91/0 = 4221B6 C4/426/2 4.C 91C6@25764C 455:1@ 34D1:1/E8 :1.647 26= 1@2A567B126C = 6/0<C2 ;6.674/6 256314: 1./6762/ F K06 4:;<71/0= 2 / 6;A:471J4/1<. C62371D6C 4D<B6 34. 6421:E D6 256314:1J6C ><7 3<.2/7A3/1.; :1.647 3:4221N672 DE 30<<2@ 1.; /06 :1.647?67.6:, O 4 5 6 P 4 6 F,<96B678 1> /06 C4/4@C1=6.21<.4:1/E 12 =A30
H1.647 H45:4314. /H H1.647 H45:4314. 2=4::67 /04. /06.A=D67 <> 6L4=5:62 <7 /06 C4/4 12 01;0:E 2547268 <.6 34. =A30 =<76 6 316./:E 2<:B6 /06 571=4: 57<D:6= C1763/:E8 <.36 /06 ;7450 76;A:471J67 12 3<.2/7A3/6CF M6 34. :647. 4 961;0/ B63/<7 7 3 C6N.1.; /06 :1.647 3:4221N67 O4 P 21;. O 4P 42 ><::<92; 47;= 1. 6 ^3 9 : 0; < O 40 5 60 5 40P c = c = O c 3P,6768 12 /06 O3 c P 2 C4/4 =4/71L F ]<7 H1.647 H45:4314. /H8 /4?1.; < ) O^^F^*P /< D6 /06 2IA476C :<22 4.C 26//1.; /06 ;74C16./ <> /06 <D63/1B6 >A.3/1<. /< 8 96 1==6C14/6:E <D/41. 4 :1.647 2E2/6= /04/ 34. D6 2<:B6C /< <D/41. /06 C62176C 961;0/ B63/<7 ; O 9 9 c = 3 c =3 O3 c P ) P O^^F^+P,676 12 /06 2AD@=4/71L <> 3<77625<.C1.; 9 /< :4D6:6C 6L4=5:62 4.C 12 /06 B63/<7 <> :4D6:2F K012 12 4 9 2 2E2/6= 90130 34. D6 6421:E 2<:B6C 906. 12 2=4::F M 06. 12 :47;6 DA/ >64/A76 B63/<72 476 01;0:E 2547268 96 34. 6=5:<E a<.a;4/6-74c16./ Oa-P =6/0<C2 /< 2<:B6 /012 2E2/6= F a- /630.1IA62 476 )7E:<B =6/0<C2 1.B<:B6 76564/6C =A:/15:134/1<. <> 4 34.C1C4/6 2<:A/1<. DE ><7 2<:B1.; 4 :1.647 2E2/6= 4 F K06 =4/71L.66C.</ D6 6L5:131/:E 3<.2/7A3/6C 2< :<.; 42 /06 =4/71L B63/<7 57<CA3/ 34. D6 3<=5A/6CF -. /06 3426 <> :1.647 H45:4314. /H8 96 34. 3<.2/7A3/ /06 =4/71L@B63/<7 57<CA3/ >42/ CA6 /< /06 254721/E <> 4.C ) K F ]<7 H1.647 H45:4314. (28 96 34. 76971/6 57<D:6= ^^F^* 42; : =4L 3 0; 9 5 ^ 60 O 40P 4 47;= 1. 0 = c ^ 1. /67=2 <> /06 a0<:62?e >43/<71J4/1<. <> /06 5<21/1B6 C6N.1/6 =4/71L O= c '$ %9 ) PF a04.;1.; B4714D:62 DE 4.C 4 48 96 34. 3<.B67/ /06 4D<B6 57<D:6= 1./< 4 2/4.C47C ( 7A..1.; <.:E <. /06 :4D6:6C 6L4= 5:62 /04/ 476 576@57<36226C 91/0 F M 06. 12 2=4::8 /06 576@57<36221.; =4/71L 34. D6 3<=5A/6C 30645:EF K06 76@5474=6/671J6C ( /06. 7A.2 <.:E <. 4 2=4::.A=D67 ( <> :4D6:6C 6L4= 5:62 4.C 76/A7.2 4 961;0/ B63/<7 4 F M6 <D/41. /06 2<:A/1<. <> /06 <71;1.4: 57<D:6= DE 26//1.; 4 4 F M6.</6 1. 54221.; /04/ /06 1..67 57<CA3/ 1. /06 576@57<36226C 25436 12 ;1B6. DE 4 4 O P F +. 455:134/1<. <> /06 M<<CDA7E ><7=A:4 /< 3<=5A/6 /06 1.B6726 O P ><::<96C DE 4557<5714/6 = 4.15A:4/1<.2 ;1B62 4 21= 5:6 b>64/a76@25436d C671B4/1<. <> /06 C4/4@ C656.C6./?67.6: 1. 63/1<. ^^F1 F ]<7 01;0@C1= 6.21<.4: 254726 C4/426/28 96 34. A26 /06 :47;6 234:6 /741.1.; 4:;<71/0= 1. ^_ ><7 H @( F +/ /06 3<76 <> /012 4:;<71/0= 476 / H 1/674/1<.2 1= 5:6= 6./6C A21.; 3<. A;4/6 ;74C16./ /630.1IA62F -. 3<. A.3/1<. K/!!#"^)&$! # # ($! $ % & " # & " # & & +#, #&+(% #"]&# +")& * -&# &#"& "!,& # & +#,? % $"
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`F -. _18 4 :642/ 2IA4762 4:;<71/0= 12 57<5<26C /04/ 57<B1C62 4. <A/@<>@
24=5:6 6L/6.21<. ><7 ;7450 /74.2CA3/1<. 1. /06 254. <> 4 NL6C 26/ <> D4212 >A.3/1<.2 F K0A28 /06 <5/1=1J4/1<. 57<D:6= 1. ^^F 12 2<:B6C <B67 /012 254. 0 ; 0-3 0; ><7 /06 2IA476C :<22 :64C1.; /< 4 :1.647 2E2/6= 2A30 42 I.F ^^F^+ O26/ 0 O 40P 4.C = P 90<26 21J6 12 ;1B6. DE /06.A=D67 <> D4212 >A.3/1<.2 F ]<7 4 2=4:: 26/ <> D4212 >A.3/1<.28 /012 2E2/6= 34. D6 2<:B6C = <76 6 316./:EF _1 4:2< C123A2262 C4/4 7657626./4/1<. 91/01. /012 >74= 69<7? F -. ^8 /06 4A/0<72 1= 5<26 4 571<7 C671B6C >7<= /06 ;7450 H45:4314. 8 <B67 5474= 6/672 <> 4 =A:/1.<= 14: :<;12/13 76;76221<. = <C6:F ]<7 4. @3:422 57<D:6= 8 /06 3:422 57<D4D1:1/162 476 = <C6:6C 42; O 6 % ' ^:4 P 8 0; 8 ^ 90676 6 % ' 12 4. 1.C134/<7 B4714D:6 ><7 % 3:422 4.C %0' 7 3 12 /06 961;0/ B63/<7 ><7 3:422 1F K06 571<7 <. 961;0/ B63/<7 0' 12 ;1B6. DE ; % O 0' P 6L5 % 0' = % 0' ) %0' % c 0' _ 90676 %0' 12 4 5474=6/671J6C C14;<.4: =4/71L 57<B1C1.; 6L/74 76;A:471J4/1<. 21=1:47 /< /06 4=D16./ 56.4:/E /67= 1. 4.1><:C 76;A:471J4/1<. F 4E6214. 1.>676.36 12 567@ ><7=6C /< :647. /06 =4L1=A= # #$(%)&#)& O + P 62/1=4/6 <> /06 =<C6: 5474=6/672 91/0 4. L563/4/1<.@ 4L1= 1J4/1<. 4:;<71/0= F -. ^`8 4. 6L/6.21<. <> /06 + C4D<<2/ 4:;<71/0= 12 57<5<26C O4:2< C123A226C 6:2690676 1. /012 D<<?P /04/ 1=5:6=6./2 21=1:47 1./A1/1<.2 91/01. /06 >74=69<7? <> <<2/1.; /630.1IA62F -. ^8 4 ;6.674:1J4/1<. <> /06 57<D:6= 1. I. F ^^F 12 57626./6C ><7 26= 1@2A567B126C :647.1.; <> 2/7A3/A76C B4714D:62F E 1./7<CA31.; 4557<L1= 4/1<.2 /< 4B<1C ;7450 76@3<= 5A/4/1<. 8 = 6/0<C2 ><7 <A/@ <>@24= 5:6 6L/6.21<. 04B6 4:2< D66. 2A;;62/6C 91/0<A/ 6L5:131/:E <5674/1.; 1. 4. 4=D16./:E C6N.6C >A.3/1<. <7 = <C6: 25436 F -. ^ 4. 1.CA3/1<. ><7=A:4 12 C671B6C DE 422A=1.; /04/ /06 4CC1/1<. <> 4 /62/ 5<1./ /< /06 ;7450 C<62.</ 304.;6 /06 /74.2CA3/1B6 2<:A/1<. <B67 /06 A.:4D6:6C C4/4F -. </067 9<7C28 1> 2229 C6.</62 4 >A.3/1<. C6N.6C <. /06 4A;=6./6C ;74508 91/0 42 1/2 B4:A6 <. /06.<C6 3<77625<.C1.; /< /06 /62/ 5<1./8 /06. =1.1=1J1.; /06 <D63/1B6 >A.3/1<. ><7 ;7450 76;A:471J4/1<. O91/0 H 42 /06 76;A:471J67P?6651.; /06 B4:A62 <. /06 <71;1.4:.<C62 NL6C8 <.6 34. <D/41. 4 47J6. 91.C<92 6L576221<. ><7 ; 0 00 0 0 90676 C6.</62 /06 4C436.3E =4/71L 42 D6><76F -. _8 4 /62/ 5<1./ 12 3:4221N6C 433<7C1.; /< 1/2.64762/.61;0D<7 <. /06 ;7450 8 90<26 3:4221N34/1<. 12 4B41:4D:6 4>/67 /74.2CA3/1B6 1.>676.36 F -. 8 ;7450?67.6:2 476 3<.2/7A3/6C DE = <C1>E1.; /06 2563/7A= <> /06 ;74= =4/71L <> 4?67.6: 6B4:A4/6C <B67 :4D6:6C 4.C A.:4D6:6C 6L4=5:62F..266. /62/ 5<1./2 476 4557<L1=4/6C 1. /06 254. <> /06 :4D6:6C 4.C
A.:4D6:6C C4/4 8 4.C /012 4557<L1= 4/1<. 12 A26C /< 6L/6.C /06 ;7450?67.6:F K06 76;A:471J6C H45:4314. 61;6.= 45 4:;<71/0= 2 57626./6C 1. ^^F` F_ 042 4:2< D66. 21=A:/4.6<A2:E 4.C 1.C656.C6./:E C6B6:<56C DE _` 1. /06 3<./6L/ <> 6L/6.C1.; 4 547/14::E?.<9. ;7450 F K06 ;7450 1.>676.36 57<D:6= 12 5<26C 42 ><::<9 2; A55<26 4 ;7450 O< 5 P 91/0 B67/1362 < 4.C 6C;62 12 <D267B6C 4.C 12?.<9. /< D6 4 2AD;7450 <> 4. A.?.<9. ;7450 O< 5 P 91/0 < < 4.C F -1B6. /06 B67/1362 < < 8 1.>67 /06 6C;62 F -> /06 B67/1362 476 6:6=6./2 <> 2<=6 26/ <. 90130 4?67.6: >A.3/1<., ; 2 12 C6N.6C8 /06. <.6 34. 1.>67 /06 ;7450 1. /9< 2/652; ]1.C 4 =45 ; - 3 4.C 1.CA36 4.64762/.61;0D<7 ;7450 <. /06 6=D6CC6C 5<1./2F K< N.C /06 =45 1. /06 /), 3<77625<.C1.; /<, 8 <.6 34. 26/A5 4. <5/1= 1J4/1<. 57<D:6= O21= 1:47 /< /04/ 1. 76;A:471J6C 3:4221N34/1<.P8 1.B<:B1.; 4 ;7450 H45:4314. D426C bc4/4 N/d /67= /04/ = 642A762 0<9 96:: 576267B62 /06 :<34: 2/7A3/A76 <> /06 <D267B6C ;7450 4.C /06 /), 76;A:471J67 /04/ 57<B1C62 4=D16./ 2= <</0.622F K012 12 4:2< /06 <D 63/1B6 >A.3/1<. <> 76;A:471J6C H45:4314. 1;6.= 4528 4.C 1.B<:62 2<:B1.; /06 ;6.674:1J6C 61;6.B4:A6 57<D:6= ^^F^` ><7 =A:/15:6 61;6.B63/<72F RRS ZVZW \W[V\XU M6 04B6 C123A226C 4 ;6.674: >74= 69<7? ><7 1.3<75<74/1.; ;6<= 6/713 2/7A3/A762 1. /06 C621;. <> :647.1.; 4:;<71/0=2F GA7 >74=69<7? =4E D6 6L/6.C6C /< 1.3:AC6 4CC1/1<.4: C<= 41. 2/7A3/A76 6 F; 1. /06 ><7= <> 1.B4714.362 4.C 2/7A3/A76C <A/5A/2F 4.E C1763/1<.2 476 D61.; 5A72A6C /<947C2 1= 57<B1.; /06 234:4D1:1/E 4.C 6 316.3E <> <A7 4:;<71/0=28 901:6 C6B6:<51.; 6L/6.21<.2 /< 04.C:6 A.:4D6:6C C4/4 1.8 6F;F8 2A55<7/ B63/<7 76;76221<. 8 <.6 3:422 ( 2 4.C -4A2214. 57<362262F M6 5:4. /< 5A72A6 455:134/1<.2 <> /0626 = 6/0<C2 /< 4 B4716/E <> 764:@9<7:C :647.1.; /42?28 4.C 1.B62/1;4/6 122A62 3<.367.1.; ;6.674:1J4/1<. 4.4:E212 4.C = <C6: 26:63/1<. F
^F F +:/A.8 F 3+::62/67 F 6:?1. 8 0 & ) &' ( % &$( # %)&$%" %)'&' $ #) ( ()!()%" )&"%$8 - F F 6:?1.8 )#"% $ #$ %)'&' #' '&$ #""$ 0F F 12267/4/1<.8..1B67@ 21/E <> a0134;<8 65/F <> 4/06=4/1328 _`F `F F 6:?1. 8 F 1E<;1 ( F 1.C094.18 '&$ #"" % % ")& (&#' %#$ %()&! ) %! #) $ #) %)'&' $ #),0 # "%$ K630.134: /65<7/8..1BF <> a0134;<8 6547/=6./ <> a<=5a/67 316.368 K/@_1@ 8 _1 1F F 6:?1. 8 -F 4/B66B48 F 1E<;18 % % )%$$&#' '" % % ")& (&#' #' ) % ) # $ aghk _1F F F6:?1.8 F 1E<;1 ( F 1.C094.18 ' '&$ #"" % % ")& (&#' +7/1N314: -./6::1;6.36 4.C /4/12/1328 47D4C<28 _ F F6.;1<8 @]F 416=6./8 F(1.36./8($#$ $( # "%,0 (%'$&#'$ $ #), $# # (, & %' # $ ' " ( # %!()" "$(%)&' 8 - _`F *F F 74.C8 #'"&' %) "& %'$&#' "&( )%"!(&#' %)' %" %& %' # $F 7<@ 366C1.;2 <> /06 1;0/66./0 -./67.4/1<.4: <1./ a<.>676.36 <. + 7/1N314: -.@ /6::1;6.368 55F 1*@_8 +345A:3<8 6L13<8 @^ +A;A2/ _`F +F G F <A2IA6/8 G F a0456::68 F,61.8 O_`P %$)% $%" % % ")& (&#' - _` F G F a0456::68 F M62/<. F 30<6:?<5>8 "$(%) & %)' %"$ $ #) ( % &$ ( # %)&$%" %)'&' - F ^F G F 6:4::64A8 F 6.;1< F H6 /<AL8,!&%'( #'$ ) %()&! '!(&#' '"!(&#' &' ( % &$( # %)&$%" %)'&' +7/1N314: -./6::1;6.36 4.C /4/12/1328 _ ^^F F HF <.<0< af F -71=628 ' %$$&', & %' # $ ' %! "#!"" "&' %) % $ $"& %'$&#' " "(8 7<366C1.;2 <> /06 4/1<.4: %""&' (%! $ '&-%$ $ #) & +34C6=E <> +7/2 4.C 316.362 B<:F ^ 55F ^@ 8 _`F ^_F F F )667/018 F 6a<2/6 #"& %" &'&(% %! (#' %( #" $ #) $( % (!"% &' %) ( $ <A7.4: <> 4301.6 H647.1.; /62647308 ( #"(&#' #$ ) O47P;`1 ^` ^8 _F ^`F F )6;: 4.C H F M4.;8 ##$(&' #' '&$ #""$ " # (&% )% ")& (&#' #$ $%!"$$& %)$ - 1 ; 6A74: -.><7=4/1<. 7<36221.; E2/6=28 _1 ^1F / F -F)<.C<7 F H4Q67/E & $&#' & %)' %"$ #' ) # $ ' " ( %) &$!)%(%
' # ( ( #!%$ -ah ^F F )7120.45A74= 8 F M 1::14=28 F A68 + F,47/6=1.?8 HF a471.8 ]1;A6176C<8 ' ( % &$( # %)&$%" "$$&!(&#' F 6A74: -.><7=4/1<. 7<@ 36221.; E2/6=2 ^* O - 1P8 _1 ^ F F H4><.8 & $&#' # $ '" %# %()&! ) #'&!$ 0F F C12267/4/1<.8 4:6..1B6721/E8 _1 ^*F K F <;;1< ] F -17<218 % % ")& (&#' " #)&( $ $ #) %)'&' + ( )%, -&"%'( (# "(&"%) %(! #) $ 316.36 _1*;*+@+_8 ^ ^+F F 30<6:?<5>8 + FF =<:48 %)'&'! &( & %)' %"$ -K 76228 a4=d71c;68 + ^F ( F 1.C094.18 & %)' %"! &' %$ $ #) ( % &$$ # %)&$%" %)'&' 842/672 K06@ 2128..1B6721/E <> a0134;<8 <B6=D67 _1F _F ( F 1.C094.18 F 1E<;18 F 6:?1.8 %#'" ( % #&'( "#" $ )# +)'$"!(&% (# ( % &$$ # %)&$%" %)'&' 8 -ah _F _^F ( F 1.C094.18 M F a0a8 F F )667/018 ( % &$$ # %)&$%" $$&' )#$!%$$%$8 40<< / 6264730 K630.134: / 65<7/ O1. 5765474/1<.P8 _ + %#) M 1:6E@-./672316.368 ^+F F ( F (45.1?8 O^+P (((&$(&!" %)'&' _`F F@F (67/ F 4=4.1201 O_1P8 ( # %)&$%" ) # &'$ %)%'!% +CB4.362 1. 6A74: -.><7=4/1<. 7<36221.; E2/6=2 ^* O - _1P8 _1 _1F ) F A8 ( F K7625 8 F 0<A O_1P ( % &$$ # %)&$%" '"!(&#'! &( $&$ '!(&#'$ K630.134: /65<7/8 4L@:4.3? -.2/1/A/68 <F ^1^ _F F 0A8 F H4Q67/E8 F -04074=4.1 O_`P ( % &$( # %)&$%" %)'&' )# $$&' &%""$ (# $$&' )#!%$$%$ K630 765<7/ a.@a@`@ ^*8 _`