Yeni makine öğrenmesi metotları ve ilaç tasarımına uygulamaları

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

5-8 3 . ( 0+ ( ( 5-8 3 & (( . ! @ ! ( * 5-8 - 4 " ( 6 7.( 58 8 2 * *!( 55 ; 1@ :: ; *!( 7(( *( !B6(( :: ; + 6D : ; % "+ ! * * ( : ; , 6( + : ; 3 A " 6 # C + (.)! +6+( * :, ; % > (*0! ( :3 ; % 6 (7 A " 6 = 7(+ D( A "" 6 H ? :3 ; % % ! ( ( 0 B (* A " 6 =E > D ( 6!D6 + A "" 6 HE ? :-; % , E . (* ).) ( =E + ( "+ I7 " H E ? :2 ; % 3 A " 6 .( * :8 ; % 3 - 6# ( .( * :; ; % 3 % -J 6# ( .( * : ; % 3 , @ : ; % - B (* (A6 +! ( : ; , . ( 0+ ( ( ; , ! " ( A " 6 ; , % ! " ( A " 6 , ; , , ! " @4 ( A " 6 ; ; , 3 ! "K1 ( A " 6 5 ; 3 4 " ( 6 7.( %: ; - * *!( %% ; 2 ( > (*0! ( %% 5 1@ %, 5 *!( !B6(( %, 5 % < (* *# & (( *"* L D 9 )! ( = ( ? # 7(( *(! "* %3 5 % C "+6A ! 1 ( 0*!* %-5 % % )! ( ! 1 ( 0*!* %2 5 , > (*0! ( %2 5 3 . ( 0+ ( ( 4 " ( 6 7.( %; 5 3 + A " 6 4 ! ( # @ + 7(( *( + & (( ( %; 5 3 % 1 D 9 )! ( 6( " 6 7 # + A " 6 ,; 5 3 % < #! 1 D 9 )! ( G + (! " ,; 5 3 % % < #! 9 6( " 6 7 # 7(( *( + & (( ( ,5 5 3 % , < #! 6( " 6 7 # (A6 +! ( * 9 )! " # E 6 ! "( * * > ( ! ( ,5 5 3 % 3 < #! 6( " 6 7 # + & (( ( B ( ( @( 6 ( " 6 ( &( 3% 5 3 % - < #! 6( " 6 7 # (A6 +! ( * 9 )! ( E 6 ! "( * ' C 0 )! ( ! ( 38 5 3 % 2 < #! 6( " 6 7 # 0 *(* (A6 +! ( * E 6 ! "( * * + & (( ( ( L! ( 35 5 3 % 8 < #! 6( " 6 7 # E 6 ! " L! ( ( 7(( *( + & (( (

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

% (7"( M N (7"+ A (A6 +L! %%% , ( M N 7(+ + 4 > " 6 6 "+ 7>+ 6 C 7 "+ >" %%, %%3

G ) ( !" ( 0+* ! 7 7!7 O O7 + + + + 7>+7 H >+ + ( + 6 "L D = + + + D* P + ( 0 ( ? O E O7 + + + + 7>+7 H E 6D + ( + 6 "L D = + + + D* P '& (( ( 0 ( ? 44 6!D7+ # # 4 7A 4 " A = (A " 4 "+ ( ( . " *!*? C C AL 67ALD7+ > A 6N 67ALD7+ > A 9 7DD6 + 9 >+6 >L " = 4 "+ ( ? 4 4 "> ! + ( " " = * *>* ( & ? E E > D ( 6!D6 + ( " " = ! ( ( 0 ( & ? E E > D ( 6!D6 + A "" 6 = ! ( ( 0 B (* A " 6 ? 7(+ D( A "" 6 = 6 (7 A " 6 ? E E + ( "+ I7 " =E . (* ).) ( ? @ ( @ A &A D 9 1 9 B * 1' + ! "+ ! 4< + 7>+7 4 + < ( !D( # 6( >7( D7+ + D > > + 6 1 D ( * P + > ( 7 ( +N6 " F F " + 6 ( 6 + 4 "+ A + N 4 7A <4 <66# # 4 7A #! "+ + 6 4 6( >7( 4 " A ! + # I7 # 6 =@ + ( ! " ( C + ? 66+ I7 # 6 =@ + ( ! " ( C + * ' )? ( + I7 # 6 = '( + " ( C + ? 66+ ( + I7 # 6 = '( + " ( C + * ' )? 6 ( + 6 6 > + = 6 ( " 6 +" *"*? B"6(7+ 6 =@ + ( ! 7+( C + ? ( + B"6(7+ 6 = '( + 7+( C + ?

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

& (A % B O )! " %

& (A % % 0 +( !6( )(( 6 ! +* # A'"+ !( 3

& (A % , &# 7(( *( !6( )( '& (( ( =+6D( ! 3% # +? 8

& (A , 4, (A6 +! "*

%-& (A , % E6D)( >* (A6 +! ( * %5

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

& (A 5 < (* " *# ! + '& (( . )! ( %-& (A 5 % + '& (( A 7D( * %5 & (A 5 , ! + '& (( A 7B7 ,: & (A 5 3 % ! + '& (( A 7B7 ,: & (A 5 - F ! + '& (( A 7B7 ,3 & (A 5 2 ! + '& (( A 7B7 ,3 & (A 5 8 ! + '& (( A 7B7 ,2 & (A 5 ; E ! + '& (( A 7B7 ,; & (A 5 5 < #! 6( " 6 7 . ! + '& (( ( ,5 & (A 5 : ;: )! " # ! !7! # . (A6 +! ( 3: & (A 5 + (A6 +! ( .* *(#* * # ;: )! " # ! !7! # . (A6 +! ( 3:

& (A 5 % % (A6 +! * ;: )! " )& # D 6 ! "( * 3

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

& (A 5 %- ( . 6( " 6 7 # (A6 +! ( * 3 )! " )& #

D 6 ! "( * 2% & (A 5 %2 ( . 6( " 6 7 # ) " 6 ( " 6 (7 ! + '& (( ( ( ! + '& (( A 7D( * A' # *(*!* 2-& (A 5 %8 ( . 6( " 6 7 # ) " 6 ( " 6 (7 ! + '& (( ( # " .! ( 2-& (A 5 %; ( . 6( " 6 7 # E (A6 +! "* * D 6 ! " + L! ( 8: & (A 5 %5 ( . 6( " 6 7 # "+ (A6 +! "* * D 6 ! " + L! ( 8 & (A 5 ,: ( . 6( " 6 7 # -E (A6 +! "* * D 6 ! " + L! ( 8% & (A 5 , ( . 6( " 6 7 # (A6 +! "* * D 6 ! " + L! ( 8, & (A 5 ,% ( . 6( " 6 7 # (A6 +! ( * D 6 ! "( * * + L! +! . (*0! ( * 83 & (A 5 ,, ( . 6( " 6 7 # D 6 ! " + L! ( # .6 7(( *( ! + '& (( ( 8-& (A 5 ,3 7(( *( F )! ( '& (( ( 82 & (A 5 ,- F 6( " 6 7 # 7(( *( ! + '& (( ( 8; & (A 5 ,2 2: F )! " # ! !7! # . (A6 +! ( 8;

& (A 5 ,8 F 6( " 6 7 # ; (A6 +! * 2: )! " )& #

D 6 ! "( * 85

& (A 5 ,; F 6( " 6 7 # ) " 6 ( " 6 (7 ! + '& (( ( ( ! + '& ((

A 7D( * A' # *(*!* ; & (A 5 ,5 F 6( " 6 7 # B B ( 6 ( " 6 7 ) " 6( ! + '& (( ( # " . (! 0 ' ( ; & (A 5 3: F 6( " 6 7 # -E (A6 +! "* * D 6 ! " + L! ( ;3 & (A 5 3 F 6( " 6 7 # E % (A6 +! "* * D 6 ! " + L! ( ;-& (A 5 3% F 6( " 6 7 # "+ (A6 +! "* * D 6 ! " + L! ( ;2

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

& (A : 3 %- 6! + H (A6 +! ( ( ,2 )! " )& # "* ( ! ( * %::

& (A : - (A6 +! ( * 6! + ! +6+( * * 6 + ( ! "* ( * %::

& (A : 2 + (A6 +! H A " 6 (A6 +! "* ( ( B 0 * "* ( ! ( * *

6 + ( ! ( * %:

( .( * L +*!*&# + +*0*(! & ' !( + ( / ( .( * + " ( ! "* 6( A " ! L A . A) ++* ! + #* 7 7 ( B ( + ( . + " *!* ! ( + .6 ) " B 0+* ! ( *#* > 6 6! A)>) .6 B) ) 6( ! ( # ( +( + * # A . ( 0+ ( B (! + # ) " B7 ( # L )& " " #) #7 7 B (! 0 B )( # (# > ) J %:%, *(* & 6 7 # U ( . + " *!* ( * # #) # "'& " L B )( ( "* # 6(! V L # ( "* # (! + #* ( . + " *!* + ! (# ! >*( >& >*( * (A ( # B ( 6(! ( B ( + A .! 0 -: *( . # B7 ( # 0 A ( 0! ( B (A " + B (* ( . + " *! + 6(6W(

&A . (! & 6(! "* " B D 6(!70+7 7 + &# / ( . + " *!* ( * # . 0 +( D 6B( !( .'&)! ) + B ( > (A6 +! ( ) + (! 0 0+* ! >*( * 7(( *!* "7 7(!70+7 (*0! ! B6 7 > B # "+ ( X + & ' + > ( ! E 6 4 @ (*D"*& E 6 4 @ "6 J / # "+ (A " L & ! L "" ++ ! L6> ! 1 # 46. 4 7 4 J / B # ( 6 7!( * ( L & ! ' ( # 46. 4 1 * 6 (7J / # "+ ( #*!( * . . (*0! 6# # 0( *! + 0 ) # ! 7 + & B L +*! B6 7 > L 0 ++ # "+ ( " A ( ! ! ! " (*J / " A ( L ( ! A) > J " A ( 0 ! L ! " (*J +L # 6 7! &( 6(! " *& B7 7 B 0 ! &#*!

' ! " = D ' ! ?/ (# ( + !" ( # !6# ( D ! + ( B7(! ! >* ( A ( 0+ ( (A6 +! ( * . &# . 0 +( ! ' ! " (A6 +! ( * A ( 0+ (! 0+ ) )!)&# > ( ! " 6 7!( ! "* A ! + * )"" ( B B . !# +! + #* 7 #7 7! ! ' ! " +)! " +' ( L+ . #7 #7 7 B ( L ( A (! " " B D 6(!70+7 & 7 A7( ! ( * 6( / B7 " +' ( # B 6( ( . + " *!* " . (! 0+ ( .( * " " (* * 6( 6(7!(7 + " B ( ! + # 1 ( . + " *!* B7 # ( .6

' !( &A . (! &# 7 0*(* .6 ! 7&7 & ! "+ B7 B (*

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

A " 6 6! + ( . / ( + +) # 6! + 6(70+7 ! / B ( 0+ ! ! +6+( * * 6! + ( # ( A " 6 (A6 +! ( * * ( . + " *!* )! ( # D 6 ! " )& # + ( > ( ! 0+ 7 D" !(* . (*0! # / ( . )! ( # A " 6

6! + ( 7(( *!* * "* * ( #* ! # 6(#7 7 # "6 7>7 ( 0+ ! # A' )(!)0+)

)+) )! ( # # +)! (A6 +! ( # # L "6 7. A(6B ( B (A6 +!

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

D ! +" L "L6N +L + +L L >6!D + + D 6 ! > " >6!D # +6 "+ A (A6 +L!" 6 F # # 7A # + " +" D 67" "+7# "/ + L " B 6B" # +L + >( "" >6!! ++ " L !6 "7>> "" 7( "7(+" +L " A( >( "" "J ("6/ +L " "+7# / " ! ( "7(+" L B 6B+ # 6 ( # > " 6 6 "+" L B ## # +6 ( (A6 +L!" ! ( ( # > " 6 6 "+" L D 6#7> B ++ D 6 ! > +L "+ A (A6 +L!" 6 F # # 7A # " A L6" ( # > " 6 + # # > " 6 6 "+ (A6 +L!" L B " > # +6 # 7" " ( 66(B6 DD( > + 6 # N B " + 6 +L +L " " 6N <6 +7 " ( >+ 6 D 6B( !"/ DD 6 >L +L + 7" " # > " 6 + # # > " 6 6 "+ L " B # (6D # B7+ #" 7 +L !D 6 ! + <6 >(7"+ A D 6B( !"/ (A6 +L! ! ( > (( # L " B # (6D # # "6! " + " A "7(+" L B >L # " >6!D # +6 6+L "+ A (A6 +L!" (7"+ A >6!! ++ " L B # (6D #/ "D # B +L > (( + D 6 ! > 6 >( "" A >6!! ++ " 4 + # > " 6 >6!B + 6 + >L I7 " 6 >(7"+ A >6!! ++ " +L ( + +7 L B "+ A + # # >6!D # @7 "+7# " 6 6 +L !6"+ >6!D L " "+7# "/ # 67 "7(+" > B 7" # " A7 # ( 6 " >L " <6 A "" 6 D 6B( !"/ DD 6 >L B " # 6 # + >(7"+ A "7B"D > " L " B # (6D # B7+ #" 7 +L !D 6 ! + <6 A "" 6 >6!! ++ "/ +L >+" 6 (A6 +L!" 7" # >6!! + / # + A + A # # > " 6 >6!B + 6 + >L I7 " 6 >6!! ++ " +L ( + +7 L B "+ A + # # >6!D # L D ! +" 6 # 7A # " A # + " +" "L6N +L + +L 7" A 6 >6!! ++ " 6 A "" 6 D 6B( !" A " !6 6 ( "" " ! ( D 6 ! > N +L " A( A ""6 "

L " 6 A(6B ( (A6 +L! +L + (N " A " B ++ "7(+ +L 6+L (A6 +L!" 6 (( # + " +" 6/ + ( # 6 " +L ! +L6# +6 # +L B "+ (A6 +L! 6 # + " + 6 ( ! + +L " ( > # D 6 # L (D 7( " " +6 # 7" "/ DD 6 >L " +L + ! +6 "+ ! +

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

'& (( )! " B (+ )! " " . ( ='& (( " . ! ? # B7 '& (( ( B ( 0 !( # '& (( ( (# # ( ='& (( .* *!*?

- ( 0 ( ( ! M ")D ! ++ K ) ) ) ) ( !)0+ ( # Z;:J 1 ) ) ) ) # (* 6 " / K ) ) ) ) (*D 1 ) ) ) ) (! !)0+ ( / 1 ) ) ) ) D6+ " ( !)0+ ( # )0+ ( " D + B (A ( =B (*0 0+ (* * ) ) B (A ( ? B7(7 #7 7 B + B * # D6+ " ( 1 !)0+ ( B7(! 0( ! +) ) #

, D 6B( !( ( 0 B ( ( ! ! +6+( * ( .'&)(! + # 6 7. 6( ! ( " (* * 0A)>) " ( #* ( * + * */ ! ' ! " ! +6+( * " " # " (* * B A)>) # " ( ! B 0( !*0( #* C +) 7 A7( ! . .6 ! + # ( & # ( A ( > ( (A ( " *!( A ( 0+ ! ! & / ( ! ! & #*!>* 6( ! ' ! " ! +6+( * ' !( + *( * * L A . A) ++* ! + #* &'* +% !,- . . .

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

3 #6 7 !70+7 8 B'()!# ( + +) # )! ( ! 6! + ( (* B ( 0+ ! + ( > ( ! 0 A 0 B )! " )& # B7 + ( 0*( 0+* *(!*0+* 9 )! " .* *0* * B + + # ( B " * 6(#7 7 #7 7!( # A " 6 ! +6+( * 7 A7( * ; B'()!# A " 6 D 6B( !( . A ( 0+ ( / ( . 0 +( (+ 7& ( # )! ( ! # (* B ( 0*! ( +*(!*0+*

)+) )! ( # # +)! (A6 +! ( # # L "6 7. A(6B ( B (A6 +!

B7(7 ! ! + #* 7 # ( / B )! " L A (A6 +! ( "6 7>7 > A (# # ! *(! ! +6#7 ( B7(7 ! + #* + +) # B7 " ( A # ! "6 7(( *>*( #*!>* 7 (( # & " 6(70+7 B (! . (A6 +! ( * D 6 ! "( * * )! " . 0 +( '& (( ( A' + L! # (! " ! >* * + 0* ( 0*!( + H ! #* (+* # A ( 0+ (! 0+ 5 B'()!# (* D*( " L D 6( " 6 ( * )& # ! >7+ )! " + *!( *>*( * 7(( *(!*0 )! ( #

B 0 *(* (A6 +! * + L! / )! ( (A6 +! ( * B B ( B & ( (

6 7( * # . (*0! ( D*(!*0+*

: B'()!# " A " 6 6! + ( 6 7"7 # . (*0*(!*0/ ( + +) # 6! + 6(70+7 ! / B ( 0+ ! ! +6+( * * 6! + ( # ( A " 6 (A6 +! ( * * ( . + " *!*

)! ( # D 6 ! " )& # + ( > ( ! 0+

-*' 1 ( .( * + " *!* * ' ! / ( .( * A .! 0 & ! . " # " ( #* ( * # ( #)0) )(#) ) # 6 + .* ! + #* .! 0 & ! # B .6 " * '()!) " B D 6( B .6 L "+ (* / A ( 0+ (! 0 6( ( .( " " # A) )!)&# 6 6(!70 # + " "6 # > & (+!*0+*

( . + " *!* # A) )!)&# 7(( *( + 6(6W( " B B ( / B (A " (* ( & &A . (! & B 6( )"+( ! + # 0+ B7 B'()!# ' > ( ( ( .( * "*( . (*0+* ( */ ( . + " *!* * ( ! ( +( / #) # ( . " " # "'& # (! 0 # L "6 !6( )(( # / ! ' ! " ( 0( B ( " *" ( )! ( 6(70+7 7(! "* # A # ") . ( (* !*0+* *'& / % 0 . .1. ) (* L)> ( # 0( !( / !6( )(( B B B ( ! ( * ( A . ( 0+ ( L+ ( + ( 0 " " L D !6( )(( B ( 0 ' > '& (( ( # (* '& (( ( " L D !6( )(( 6(70+7 7 ( (*( # B .6 0( ! #* # B7 B ( 0 !( +! + #* E 6+ H ) ( " + B ( 0! ( D 6+ " + &( ! " " ( # L !6A(6B !6( )(( 6 " W ( B ( 0 6 " W )>7# # *(! "* * " ( ( C "+ (* ( * + # " # 7(( *( ( .( # L "+ (* " B D 6( !6( )(( B ( 6 ( * '& (( ( # 0+ ! " ( B ( 0 ( # ( % J# B ( >* B D 6+ B ( 6 7 '& (( # 0+ D # !6( )(( ( B ( 0 6(70+7 ! "* * ' ( ! " A'"+ (! 0+ Q R ( % ( . H D 6+ + ( 0 ! *'* 2 / 1 ) )!)& # B .6 L "+ (* . ( .( A ( 0+ (! 0+ 1 ( .( " " # X " * 0 ! ") " "6 :: *(# 3:[(* 0( # 8:[( 0( 7( 0!*0/ " ( * ! ( + 6(! # / L "+ +! # + # 6( B (! ( " ( !*0+* = # / %::,? > ( . !6( )() E 6+ !6( )() 4 !6( )(( B'(A " 7( 0 B ( ( 4 !6( )(( B'(A " 7( 0 ! &( E 6+ H ( . 6!D( "

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

;

A ( *(! + #* / B7 # < & 9 . (*0! ( * # (! + # 7 0 ! (

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

7(( *(* =C ((B6 # / %::%? 6NH+L 67ALD7+ "> A = ? ! +6#7 # ( B6 +7 6 + !* # & " *# B ( 0 ! A # B 6(6A( + * # ( 6 # !* ( . 0 +( + "+ + L( (( # A . ( # ( "6 7.( * B ( ! # !( * + * # 6 7!( * ( % 3 C 0( ! # 7(( *( 6B6+ =C ((B6 # / %::%? 7 7 " C =L ALH+L 67ALD7+ "> A? ! +6#7 ( .6 ! + # B ( 0 + " # + ! ! 6+6! + 6( + "+ # ( B (! + # 7 0( ! . ! A ( L B . # + "+ # ( > B ( 0 ( (#* * B .6 ).) 6 7 + 6(70 + "+ D( ( * L &* ( ( "+

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

)! ( # 6(70+7 7(!70+7 O O E D 6B( !( A ( 6( 0 +( % J# A B # # (! + # (

?

=

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

7 '& (( ( " B B ( ( . + B ( */ )& # + L! D*(! "* &6 6( + B ( * 6(!70( #* > ( . 6( ! > !6( )(( ( . + " *!* " B 0( * # + L!

, L*& & # ! +! + # *'> /9 - ?$ . 6( )( + B ( * * B .6 6 ! +* B7(7 ! + #* > ( . 7 A7( ! ( * # .6 7(( *( 3 + " B7 B'()!# ( +*(!*0+* 7A) 6 ! +( * "* # . 0 +( #' )0)!( 6+6! + 6( A . ( 0+ B .6 . ! >7++7 6(

L++DMYYNNN >L ! 6 >6!Y! Y#6>Y# Y !D( H" +>L, 3 L+!( # " # . > ( B ( *'>'& ? ?$ . @ A ?$ B 4< #6" 6 ! +*/ 6( >7( 4 " A ! + # = 4 ? + * # !6( )(( '& (( ( # +! . A ( 0+ (! 0 "+ # +( 0!*0 B ! + #6" 6 ! +*#* 4< #6" "* # / !6( )() #*/ '& (( ( / +6!( * * 66 # +( */ +6!( # B ( * +) ( / L A +6!( "* # (#* ( * B7 !6( )(( (A ( "+ ( +) # B (A ( " ( * ! + #6" 6 ! +* 6(#7 7 # ( ! H 0( !> D 6A !( * ( B ( .*(*D 0( B (! + # #6" . # "+ (# # .6 !6( )() B (A " " ( B (

L++DMYYNNN !#( >6!Y#6N (6 #"YD7B( >Y>+ ( Y>+ ( W"D # " # B7 #6" 6 ! +* L * # A 0 B (A 0 ( B (! + # ( % -J+ ' B 4< #6" "* A'"+ (! 0+

( % - B 4< #6" "*

( % -J+ 6 W ( #6" 6 ! +* .* ( ! ( #*!>* 6(! "* . L " +* * 7! * ( ! 0+ 46" # " +* # B 0(* / % " +* # 6 7!/ , " +* # A ( B (A ( =2 +6!/ 2 B " ?/ 3 5 " +* ( "* # L +6!7 / & B6 7+( * # / +6!7 # "

3 "+ B (A ( B7(7 ! + #* : - " +* ( "* # B ( +* B (A ( = .* >* +6!( / .* >* +6!/ L A +) B ( ? "+ B (A ( B7(7 ! + #* *'>'* ?$ . !D( # 6( >7( D7+ + "+ ! = ?/ !6( )(( % B6 7+(7 7& # D*( * * + B + # & " # A'"+ ! " ( B 6 ! ++* (# O 7 A7( ! ( * # ! " ( '& (( ( B 6(6W + + ( + L! # 7(( *(*

L++DMYYNNN # ( AL+ >6!Y# L+!(Y#6>Y+L 6 Y+L 6 "! ( " L+!( # " # (* & (A % %J# . 0 +( !6( )(( ! ( " 6 ! +* # &*(*0( * A'"+ (! 0+ & (A % % 0 +( !6( )(( 6 ! +* # A'"+ !( $ - $ -+L Q@C,^R L # 6 7! 6 @T T@ > B6 # 6 # Q%CR@Q%CR # 7+ 7! 6 # _ L # 6A > # Q%,-FR 7 7!H%,-= ? + +L ( ! <Y T Y< H# (76 6 +L =T@?@ > + > > # <Y T `< H# (76 6 +L > >(6L Q a a CR= ? =T@?@ H ( >>>>> & Q a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

2

( % 2 D 6 # !6( )() ) ,4 D*"* "6( 6 + # / %4 D*"* " # Q3R

( % 8J# !6( )(( " *" ( '& (( ( .* *(! "* * '& + (! 0+

@ # "

6( )( & (( & (( % b & (( * *

C, %, -C%@ ,3 2 8 3- ; 5 % b 3C 3 28 ( % 8 6( )(( # " *" ( '& (( ( .* *(! "* *'&& / $ - D% % . + 6(6W A ( 0! " ( B ( 0 ( + (# # ( B ( '& (( ( +) ( " *( * # L A . A) +! + #* " + B ( . + B * # B ( B B ( 0 + )&( > '& (( (! + #* 7 " * * :: :::J( 7( 0+* * + B ( * # ! >7++7 & (A % ,J+ B7 + &# U"# V 6 ! +* # 6( ( . ( " *" ( '& (( ( . (! " . 7(( *(

4 @4 &*(*!* * ) ++ 3% # + '& (( (! 0+ & (( ( * +*( * "*( (# # (# ( L++DMYYNNN !6( >7( H +N6 " >6!Y"6 +N Y # >6#

# " # 0 ( B ( 7 &*(*! " " # U"# V 6 ! +* # L !6( )() 0 + " *# = 3% # +? '& (( .* *(!*0 !6( )(( ! ' ! " (A6 +! ( * ( 0( ! 7 A7 L ( A + (! 0+

8

& (A % , &# 7(( *( !6( )( '& (( ( =+6D( ! 3% # +?

& (( "! & (( *"* & (( 7B7 & (( *!*

c AL+ 6( )( * (* * C >> 6D( ! + 6W 6 " W +6!( * * " *"* C#6 6D( ! @HC HC ( ( ( " *"* E6( & 6( )() 6 + ( ! 7+7D( B ( ( E 6D6(6W 7+7D" ( )& ( * 4 D6( (6B ( !6( )( '& (( ( 6( )() . +H 7+7D !6! + 6 S # + # # + 6 S A LA d ) 6 SE LA e ) 6 S 6+ LA 6D( ! ) 6 S A d ( + 6 A + ( 6 SE e ( + 6 A + ( 6 S D 6 D ( >+ 6 A + + 6 S E6( & %4 6+6H 6 ( " 6 + 7+7D( B ( ( 4<S # + %; # # + 4<S A LA %; d ) 4<SE LA %; e ) 4<S 6+ LA %; 6D( ! ) 4<S A %; d ( + 6 A + ( 4<SE %; e ( + 6 A + ( 4<S D %; 6 D ( >+ 6 A + + 4<S E6( & %; ,4 '& (( ( + 7+7D( B ( ( 4< 7 SC E % C # 6W B ( ! D6+ " ( 4< 7 S E % 1)& '& (( ( _{6( )() ( + 6"+ + D6+ " (} *'&* / . . % ( . A .1 7 B'()!# ( . + " *!* 6 7"7 # D*(!*0 6( . (*0! ( # > ( ! 0 6( ( L * # *" B '& + ( > + )! ) 6(#7 7 > B B # (* 6 7( / ' + !( ' ( . (*0! ( " . (! . (*0*(!*0+*

;

E 6( >7( 4 + B " A 7" A ( H@ A & A D" 6 +L 4 " A 6 6 ( EL ! > 7+ > ("/V #(* . (*0! # = > A " # / %:::? @ 7(( *( O ( # '& (( " . ! D*(!*0+* & (( ( " . ( ' > +)! '& (( ( . * * @ L + ( * 6(70+7 7(!70+7 C + ( # B B )! ( ! / # *(*! 0 ( 6( B & '& (( ( # !6( )() + + " ( 6 ( " 6 7 ) " 6( " . ( # (

( ! 0+ > "6 7.( A'"+ ! 0+ ) " 6 ( " 6 (7 '& (( ( '& (( (

# (# 7 #7 7! O ( A ( B '& (( 6( !6( )(( '& (( ( (

B 6(6W + + ( "* # ( 0 ( 6(! ! "* * # "+ ( ! 0+

U + D A 6 6( >7( "V #(* . (*0! # = !B >L+" # / %::%? #7 (*(* ( & ( '& (( " . ! =L B '& (( . # +)! '& (( # ( " B + +7+7D/ " # > B + " # 0 ! "* * ( #* *>* .* *0* )& + " > ( / '& (( ( # .* *0 + " B) ) 6( ( * " . (# ! +6+? . D " ( */ # "+ +' ! ( D . (* ).) ( ! +6+( * * 7(( *!* ( +*(! + #* (*0! * "6 7>7 # / '& (( " . ! ! +6+( * # 6( + ! ( B ( 0 ( & O D 6B( !( # ' " *"* * &/ B7 0*(* '& (( " *"* * .6 6(! "* # #6( * + ( 6( ! #* * #7 (*(* ( & # L "6 7. # B ( + (! 0+ U !D > ( (7 + 6 6 " !B( < +7 7B" + ( >+ 6 +L6#" 6 A 6! C ALH4 ! " 6 ( 4 + B " 4 7A 4 " A V #(* . (*0! # = ! +"7 / %::,? 44 %:: *0! "* # 7(( *( L 6!B " + )& # =%-3, ' f ,5-, '& (( ? 3 (* '& (( " . ! ! +6#7 # ! 0 "6 7.( "* * ( #* *>* = 3 - 9 ? + * # "* * ( #* *(!*0+* & (( " . ! ! +6+( * #6 7 '& (( ( " . B (! / 0( ! & ! * A) )(+)() ( . (*0 B (! '(.)+( A' 0*( 0+* *(!*0( #*

U< +7 ( >+ 6 6 H" ( >6 4 7A # " A F" A + > (A6 +L!" # 7 ( +N6 "V #(* . (*0! # =@&# ! # / %:: ?/ C 9 )! " )& # #7 (*(* ( & ( '& (( " . ! D*(!*0/ D " ( * A + (A6 +! ( * 0*( 0+* *(! "* (! 0+ O . (*0! ( * # '& (( " . ! ' ! / & ( '& (( " *"* * .6 (7 7 / &

! + # ' 6(707 '& (( ( B B ( .6 B *!(* 6(707 B ( !*0( #*

. ( '& (( ( B B ( !)! ) 6(#7 7 # &/ "6 7.( !)! ) 6(#7 7 # &( ( 0 ( 6(! "* A + B ( + (! 0+ + (A6 +! + B (* '& (( " . ! # 6!6&6!( # '& (( ( 7! ( * (! + #* 0 +( A + 6D +' ( #*!* ( 6D+ !7! B (+ '& (( (+ )! " B7(7 ! . (*0*(!*0+* 6!6&6!( * 7 A7 (7 = + ""?

6 " 6 7 6( '& (( ( B B ( 6( 6 ( " 6 7 7 > & ( #* / .* *0( 6( 6 ( " 6 7 7 " '#)(( # B 6 " 6 " . (! 0+ > A + (A6 +! ( *

5

+ ! .6 7&7 & ! (! "* ! +6#7 .6 ) " B6 7+(7 ( )& # 7 A7( B ( ( D + .*# &6 ( 0+* ! + #*

U< +7 " ( >+ 6 # + "#7>+ 6 6 D # >+ 6 6 !6( >7( B 6 >+ + 6 # 7A # " A V

#(* . (*0! # =c "+6 # / %::,? 6N( #A 4 ">6 # 4 + A 7D %::

*0! "* # 7(( *( L 6!B " + )& # B ( 0 ( + 6(7D 6(! #* ( * B ( ( ! . (*0*(!*0+* 9 " + # 5:5 + ! " / 2,3 + "+ " ,5/,- # + ( =:Y ? '& (( ( B7(7 ! + #* 1 & ( * # " A' " + #6 7 "* * ( #* *( B (! " # , + ! ( &6 (7 B7(7 ! + #* > " .6 & ! + # D6& + ' B7(7 ! "*= Z % %? B7 "* * ( * 6(#7 . (* 6( "*(* ( " L D 6(! "* # ! +

> " .6 B) ) B6 7+ " L D 6(! "*#* B7 # + ! 0( ! # ' > B ' '& (( " . ! &6 7 (7 *(! + #* G.) >)") ( . + " *!* + B ( * * .6 7 #

( = ( . + " * * #' A)") ) " B D 6(#7 7? + ! " ( + "+ ( * # *(*!# A (! 0 # 1 & ( '& (( " . ! D 6B( ! .'& B (! . L B '& (( # A " &

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c A # / %::3? + + ( + L! # (# #' + (* O " + 7(( *(!*0+* 9 ( D " ( * ( !6# (( ! 0/ '& (( " . ! # U ( D . >* ") ) 6D+ ! & " 6 7V + 7(( *(* / D " ( * * + ! # A *(*! =B > D 6D6A + 6 ? (A6 +! "* UD . >* ") ) 6D+ ! & " 6 7V (A6 +! ( * 0*( 0+* *(!*0+* U4 + +6 6N( #A EL ! > 7+ > ( " >LV #(* . (*0! # =4 c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

% 1 D ( * * 7(( *!* + 6 ( > . (*0! (! + #* *'&3 $ / ' )(#) ) A B ( . + " *!* D 6B( !( # ! ' ! " # " +)! ( ( * L+ . #7 7(! + 7(( *(! + #* 7 7 * # ( . )! ( ! >7+ (A6 +! ( ( "+ ( '(.)( # !6# (( ! ! + # ( . ( )& # # B 0 *(* B 0 (# . (*0 (A6 +! ( L+ . #* 7 # ( ( / + &# ! ' ! " B .6 ( * # (A6 +! ( ' B . (*0! A . ( 0+ (! 0+ , B'()!# + B B7 . (*0! ( ( +*(!*0+*

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

!

"

!

"

!

"

&

1

2

2

:

?

/

=

/

?

/

=

f

?

Y

=

=Z?

=, ? 0 +( , J# 1 / ' + L! # ( "* * * */ & A . "* * * */ 2 +6D( ! ' " *"* * A'"+ ! + #

%,

3 % 4 5 (A6 +! ( * D 6 ! " + L! ( # "A ( ( & (+! ! >* ( 7(( *( B ! +6++7 9 )! " 0 + ( ! (* (+ )! *(* C " # B (+ )! #*0 *# B* *( / # H # + (+ )! ( "* * ( #* ! 6 " 6 7 "+ ( / #*0 *# B* *( (+ )! )& # D 6 ! "* B7(7 7 7 0( ! + # ( 7 " # L (+ )! H + ! )! " # / + "+ )! " # (! "* " ( * (A6 +! * D 6 ! "* B7(7 # + D 6 ! "* 6 + ( ! "* (* B7(7 7 7 0( ! + "'&# 6# 0 *# (! 0+ !

" # $ %&'(% ) $ $&'(% * # $ %&$ $&+,-.$-/01 / &'(% ) 2

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

%3 6( B (! " . B7 6D+ !7! 6 + * B7(7 ! "* A ! + # "A ( B 0 *M )! " B)+) ' ( / "* ) " "* * ( + +( # # #6 7(7 6 *#* 4 B # 0( / B "* * ( #* ! (A6 +! "* * B 0 *(* 6(#7 7 7 "' ( B (! . A'"+ ! " A ! !7! D 6 ! "+* + 7 2 # & # " h / g / 1 M ' + L! # ( "* * * M . "* * ( & M ' A . "* * * M L! # ( "* * ( 2 M )! " # ' " *"* M ' ( B6 7+ " *"* 3'* A .1 & "* * ( #* ! B'()!# A ( 0+ ( (A6 +! ( * + ! !* >* +) ) # (A6 +! ( #* 7 " . ! + ! ( " B B / >* (A6 +! ( * * ) " D 6 ! "( * * * "* + ! ") > # 6(70+7 #7 ( * D* " " # # ( ( * "6 7(( *>*( + * # ( 0*( B ( 7 (( #' )0+) )( B ( 6(! "*#* ( 0+ ( (A6 +! ( * >* (A6 +! ( * 6(! ( * " B B ( D 6 ! "( * # # >* (A6 +! ( * ( 0*( 0+* *(!*0+* 7 # ( B7 B'()!# ' > # A ( 0+ (! 0 +)! "* * ( #* ! (A6 +! ( * " # > D6D)( >* (A6 +! ( * ( +*(!*0+* 3'*'& ( / . .( * .( # ( L A # ( ' ( # ( > B ( ( #) )!( # B7 # (( * 7.( * # A ( L A "* * + 6(#7 7 7 "' ( "* * + +( . D ( # 6(70 L 0 B D*#* >* ( "* * ( #* *(! "+ # # + D # ' #) )!) # B 0( * B D A ( > # #) )!( # ' ( # ! ( A' # (( # ( ( 1 D A ( # # " "* * * D * + !" ( ++ "* * 6( B ( (

%-( 0+ %-( ( .( * # B 6( 4,i) (A6 +! "* Q-R & (A , J# (! 0+

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

3'*'* ( / . % ! %

.( * # 6(70+7 7( !6# ( ! 0* (* * * & (+! A (( 0+ B (!

B ( + ) " (+! . .( A (( ( B7# ! + #* 7# ! 0( ! >* 0* *

+ (! 0 # A) )(+)( ' ! 0 6(! L+ ! ( 0* D*(! + #* 7 0( ! .

6(70+7 7(7 B ( ( B B'(A # B 0 # # # L & ' " 6 B'(A B # L

B'() ! # . 6(70+7 7(#7 + "6 D*(! + #* 6 # D*( B7# ! 0( ! . + ! " # B A . ( ! )! " = ( # + 6 " +? *(* ( + ! )! " 7(( *( . 6(70+7 7(7 A . ( ! )! " )& # D 6 ! "* '(.)() 4 L "6 7 *# #) )!( # B 0( .+ L B #) )! . B7 #) )!) 6(! #* * #7 7!# >* A . ( ! )! " # D 6 ! "* '(.)() # L " B7 #) )! (+* # +)! # (( ( B ( + B7# * . # ' # *(*!( * A' B "* * + + + B D #' )0+) )() .( * B7# #* ( * # D #) )!( # ( " (* * =+ "* * + ' ( . ! ? & (* B7 0* A (( 0+ !

%2 B ( +( ) " ( 3'*'3 5 $ (1 ( / . #) )!( # . + # 0 ( " + B '& (( #* B 0 # (* @ #) )! A ( L A # ( A # > 6 #) )!# '& (( 0 # # B) ) # ).) 6(! "* A' ( 0 +( , %J# + # 0 ( B #) )!) A ( ' 0 # A' "*( (+ # (( ' ( # (# (! 0+ = (D #* / %::3? : M ? = ₈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