• Nie Znaleziono Wyników

Aspects of linear and median correlation coefficients matrix

N/A
N/A
Protected

Academic year: 2021

Share "Aspects of linear and median correlation coefficients matrix"

Copied!
21
0
0

Pełen tekst

(1)

/,+& #,(!,%,0&! ##1234#1565# !"#$%&'()!*)&+,'-./%#*'0)*%#++,'12%34)5'1)6!%#+++#

!"#$%&" '( )*+$!, !+- .$-*!+ %',,$)!&*'+

%'$((*%*$+&" .!&,*/

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

09<7:8#=>;;9?:@7>8#=>9AA7=798@#;9=>MM98<9<#A>;#J7I#B:ME?9B#BC>KB#C7IC#;9B7B@:8=9#@>#<7O9;IG 78I# >JB9;O:@7>8BN# &@# 7B# =C:;:=@9;7D9<# JH# M:8H# LF:?7@79B# KC7=C# :;9# :8:?>I7=:?# @># ?789:;# =>;;9?:@7>8# =>9AA7=798@N##

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

(2)

8<;D9X#0:8@:X4#)>J9;@#R:@9;4#Y79BZ:K#Y:I89;#

25[#

>A@98# 78# :8:?HB7B# >A# B>=7:?G9=>8>M7=# EC98>M98:N# "C98# B>M9# <7AA7=F?@79B# K7@C# LF:?7@H# 9O:?F:@7>8# >==F;N# "C9# EC98>M98>8# C:B# J998# =:FB9<# JH# ?>K# O:?F9# >A# ;9A;:=@7>8# >A# :;7@CM9@7=# M9:8# \)>FBB99FK# :8<# +>;9H# 6][^_N# *># 78B@9:<# >A# :;7G @CM9@7=# M9:84# M:;Q9<# :B# :# =?:BB7=:?# =C:;:=@9;7B@7=# >A# 8FMJ9;# E>B7@7>84# M9<7:84# E>B7@7>8:?#=C:;:=@9;7B@7=#>A#8FMJ9;#7B#:EE?79<#:8<#=C:;:=@9;7D9<#JH#C7IC#O:?F9#>A# ;9A;:=@7>8N# -F9# @># @C7B4# @C9# E:7;# `:;7@CM9@7=# M9:84# B@:8<:;<# <9O7:@7>8a# 78# ?789:;# =>;;9?:@7>8# 7B# BFJB@7@F@9<# JH# @C9# E:7;# `M9<7:84# M9<7:8# :JB>?F@9# <9O7:@7>8a# 78# M9<7:8#=>;;9?:@7>8N##

"C9# :7M# >A# @C7B# E:E9;# 7B# @># =>ME:;9# ?789:;# :8<# M9<7:8# =>;;9?:@7>8# =>9AA7G =798@B#78#9ME7;7=:?#M:@9;7:?N#-7AA9;98@#A>;MF?:B#>A#<9@9;M7878I#?789:;#=>;;9?:@7>8# =>9AA7=798@B#C:O9#J998#E;>O7<9<#:8<#@C9#J:B7=#O:?F9B#>A#M9<7:8# :JB>?F@9#<9O7:G @7>8B# >A# >89G<7M98B7>8:?# B:ME?9# :8<# =>M9<7:8# A>;# @K>G# <7M98B7>8:?# B:ME?9# K9;9#<9B=;7J9<N#"C9#?:B@#@K>#:;9#FB9<#A>;#=:?=F?:@78I#M9<7:8#=>;;9?:@7>8#=>9AA7G =798@4#KC7=C#O:?F9B#:;9#<9M>8B@;:@9<#78#@C7B#E:E9;#:B#K9??N## "C9# ;9B9:;=C# M:@9;7:?# =>8B7B@B# >A# 8FMJ9;# <:@:# >A# 6b# B>=7:?G# 9=>8>M7=# <7:G I8>B@7=#O:?F9B#A>;#;F;:?#<7B@;7=@B#:8<#F;J:8G#;F;:?#<7B@;7=@B#78#R><Q:;E:=79#E;>O7G <98=9#A>;#@C9#<:H#>A#26N61N1551# # # **6 ,$"$!,%? .!&$,*!) "C9# ;9B9:;=C# M:@9;7:?# =>8B@7@F@9B# <:@:# A;>M# B@:@7B@7=:?# H9:;J>>Q# 155b# >A# R><Q:;E:=79# E;>O7<98=9# \*@:@7B@7=:?# ,AA7=9# 78# )D9BD>K_N# "C9# <:@:# 78=?F<9# 6bb# ;F;:?# :8<# F;J:8G;F;:?# <7B@;7=@B# >A# R><Q:;E:=Q79# E;>O7<98=9# A>;# @C9# <:H# >A# 26N61N1551#@:Q78I#78@>#=>8B7<9;:@7>8#*D9;DH8:#<7B@;7=@4#KC7=C#K:B#9P=?F<9<#A;>M# c:B79?BQ7#:;9:#78#1552N#"C9#?7B@#>A#6b#O:;7:J?9B#>A#B>=7:?G9=>8>M7=#<7:I8>B@7=#A>;# <7B@;7=@B#7B#I7O98#78#@:J?9#6N## # # ":J?9#6N#-7:I8>B@7=#O:?F9B#>A#F;J:8G#;F;:?#<7B@;7=@B# ':;7:J?9B# -9B=;7E@7>8# *HMJ>?B# d6# d1# d2# db# d3# de# d^# d[# d]# d65# d66# d61# d62# d6b# E>EF?:@7>8#<98B7@H# E>EF?:@7>8#78#E;><F=@7O9#:I9# J7;@C#;:@9#E9;#6555#E9>E?9# M7I;:@7>8#J:?:8=9#E9;#6555#E9>E?9# 9ME?>HM98@#;:@9#\#A:=@F:?#8FMJ9;#>A##@C9#9ME?>H9<_# F89ME?>HM98@#;:@9#\=>ME:;7B>8#>A#@C9#;9I7B@9;9<#F89ME?>H9<#@>#@C9#9ME?>H9<_# :O9;:I9#A?>>;#BF;A:=9#78#M1#E9;#6#78C:J7@:8@# =>ME:;7B>8#>A#A:;MB##>O9;#2#C:#@>#A:;MB#J9?>K#6#C:# ;9?:@7>8#J9@K998#:;:J?9#?:8<#BF;A:=9#@>#2#C:#:8<#:I;7=F?@F;:?#?:8<#>O9;#6#C:## A>;9B@;H# BC>E#8FMJ9;#E9;#6555#78C:J7@:8@B# @>@:?#78=>M9B#E9;#6#78C:J7@:8@#\D?_# 78<7O7<F:?##78=>M9#@>#78=>M9#78#I989;:?# 8FMJ9;#>A#;9I7B@9;9<#8:@7>8:?#9=>8>MH#BFJX9=@B#E9;#655#E9>E?9#78#E;><F=@7O9#:I9# R>EF?:@7>8f#QM1# g# G# G# g# G# M1f#6#78C:J7@:8@# g# g# g# G# DZN#\R>?7BC#D?>@H_# G# g#655#E9>E?9# # *>F;=9h#>K8#9?:J>;:@7>8#>8#@C9#J:B7B#>A#*@:@7B@7=:?#i9:;J>>Q#>A#R><Q:;E:=Q79#R;>O78=94#155bN#

(3)

-:@:# 8FMJ9;# E;9B98@9<# 78# @:J?9# 6# K9;9# 9:;?79;# FB9<# 78# 0:8@:X# :8<# Y:I89;# @C9B7B#\155^_#:8<#@C9H#:;9#:O:7?:J?9#:@#:M:8@:XjKB7DN;D9BD>KNE?# # # ***6 )*+$!, %',,$)!&*'+ %'$((*%*$+& #

+9@# @C9;9# J9# @K>G<7M98B7>8:?# B:ME?9# >A# !G9?9M98@# >JB9;O:@7>8B# A>;# \7,' 8_# O:?F9B4# 9PE;9BB9<# JH# B9@# >A# !GE:7;B# \:6496_4NNN4\:!49!_>;# :# E:7;# >A# @K># !G <7M98B7>8:?# =>?FM8# O9=@>;B# # \@4# 9_N# "C9# B:ME?9# >A# @C9B9# >JB9;O:@7>8B# K7??# J9# 78<7=:@9<# JH# 0 N# "C9# B:ME?9# ?789:;# =>;;9?:@7>8# =>9AA7=798@#!1 # #\0!1_>A#

0

!;# B:ME?9#=:8#J9#78<7=:@9<#78#M:8H#K:HB4#FB78Ih# :_ BFM#>A#BLF:;9B#<9O7:@9<#:8<#BFM#=;>BB#E;><F=@B#<9O7:@9<# # # # <<8 <<7 <78 # ! # \6_# # KC9;9h#

"

"

"

# # # ! # ! 2 2 ! 2 2 2 ! 2 2 : : : : : ! : : <<7 6 1 1 6 6 1 \ _ k k k 4 _ \ @!@ @@ @A@ # A9 9 9 9 !9 9k k k _ \ 6 1 # #

"

! 2 9 9 <<8 4#

"

"

"

"

# # # # # ! ! 2 2 2 2 ! 2 2 ! 2 2 2 ! 2 2 2 : 9 9 : 9 9 : : 9 :9 ! :9 : <78 6 6 6 6 # _ \ _ \ _ _\ \ ## A9 @ 9 @ !9 @k k # k 4# #

:;9# :EE;>E;7:@9?H# @C9# BFMB# >A# <9O7:@7>8# BLF:;9B# >A# :O9;:I9# 7,8' O:?F9B# :8<# @C9# BFM# >A# <9O7:@7>8# E;><F=@B# >A# :O9;:I9# A>;# 7,8# O:?F9B4# KC9;9# M:@;7P# # !# l# *# m# A4# KC9;9:B#A BBkf!N# J_ B:ME?9#O:;7:8=9B#:8<#=>O:;7:8=9B# # # # 9 : :9

3

3

3

#

# \1_# # KC9;9# 4 6 # ! <<7 3: # 4 6 # ! <<8 39 # 6 # ! <78

3:9 # :;9# B:ME?9# O:;7:8=9B# :8<# =>O:;7:8=9# >A#7,'8#O:?F9Bn#

(4)

8<;D9X#0:8@:X4#)>J9;@#R:@9;4#Y79BZ:K#Y:I89;# 265# \=_#8>;M:?7D9<#>JB9;O:@7>8B#>A#7,'8#O:;7:J?9B# # # #

"

# # ! 2 2 2 * $ $ * # 6 _ _\ \ 4# \2_# KC9;9# <<7 : * 2 2 4# <<8 9 $ 2 2 n# # \<_##B@:8<:;<7D9<#B:ME?9#>A#>JB9;O:@7>8#O:;7:J?9B# # # #

"

# ! 2 2 2= > ! # 6 6 6 4# \b_# # KC9;9# : 2 2 3 : : > # 4### 9 2 2 3 9 9 = # N## />;MF?:#\6_#7B#;9I:;<9<#:B#E;7M:?#78#78<7=:@78I#?789:;#=>;;9?:@7>8#=>9AA7=798@4# KC9;9:B#A>;MF?:B#\1_4#\2_#:8<#\b_#:;9#>A#<7AA9;98@#O9;B7>8BN#UH#<9@9;M7878I#=>;G ;9?:@7>8#=>9AA7=798@# # \7_ ##'?'#'\:,'9_##:B#7,'8#O:?F9B4#LF:?7@79B#=:8#J9#:<<9<4## \77_ #'?''#\:,'9_'?'#'\9,':_@#BHMM9@;H#E;>E9;@H4# \777_ #\:',:_#l#6#m#;9A?9P7O7@H#E;>E9;@H4# \7O_ #$ #64##6 4#J9=:FB9# <78 % <<7!<<8 4## \O_ '#\):'A'/4#B9'A'"_#l##\:,'9_#_#m#E;>E9;@H#>A#78O:;7:J7?7@H#>8#:==>F8@#>A#?78G 9:;#@;:8BA>;M:@7>8#>A # 9:=C#O:?F9N#

/>;MF?:# \6_# 7B# ;9=>I87D9<# :B# :# A>;MF?:# >A# I989;:?# =>;;9?:@7>8# =>9AA7=798@4# KC9;9#=98@;:?#M>M98@B#:;9#BFJB@7@F@9<#JH#=98@9;9<#M>M98@B#>A'),'/'=>8B@:8@# # # #

"

"

"

# # # # # ! 2 2 ! 2 2 ! 2 2 2 / 9 ) : / 9 ) : # 6 1 6 1 6 _ \ _ \ _ _\ \ # \3_# # UH#;9E?:=78I#),'/#=>8B@:8@#K7@C#@C9#E>B7@7>8#>A#<7AA9;98@#8FMJ9;#=C:;:=@9;7BG @7=B4#@C98#O:;7>FB#A>;MF?:B#>A#=>;;9?:@7>8#=>9AA7=798@B#:;9#>J@:789<N#&@#7B#:EE?79<# @>#BF=C#=C:;:=@9;7B@7=B#:B#T>I<9B#M9:8#\M9<7:8#>A#:??#:O9;:I9#E:7;B#>A#>JB9;O:G @7>8B_4#M9<7:84#:O9;:I9#=F@B4#LF:8@7?9#78=?F<78I#FEE9;#LF:;@7?9#:8<#?>K9;#LF:;@7?9#

(5)

$@4CDE8 BN#/>;#@K>G<7M98B7>8:?#B:ME?9# %FMJ9;# 6# 1# 2# b# 3# e# ^# [# ]# 65# P# ]# 6b# 62# 6^# 16# 11# 13# 1^# 1]# 2b# H# 21# 2[# b1# b^# be# b]# 35# 36# 3b# e1# # =>;;9?:@7>8#=>9AA7=798@#7B#=>MEF@9<#JH#\3_#A>;MF?:#FB78I#O:;7>FB#),'/C' # *@:@7B@7=B# :# J# !>;;9?:@7>8# ;7@CM9@7=#M9:8B# T><I9B#M9:8B# 09<7:8# +>K9;#LF:;@7?9# $EE9;#LF:;@7?9# 1646# 1643# 1645# 6b4^3# 1e43# b^46# b[# b^43# b245# 354^3# 54]e56# 54]3[e# 54]3[6# 54]be[# 54]36b# #

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h# # d#=C:8I78I#O:?F9B# i#=C:8I78I#O:?F9B# R:7;#>A#>JB9;O:@7>8# !>;;9?:@7>8# R:7;#>A#>JB9;O:@7>8# !>;;9?:@7>8# \b34##e1_# \334##e1_# \^34##e1_# 54]bee# 54]5^b# 54[22]# \2b4##^[_# \2b4##[[_# \2b4##]3_# 54[][e# 54[3b2# 54[1^[# # &8#9O9;H#=:B9#@C9#O:?F9B#>A#>89#LF:?7@H#I>#FE#:8<#@C9#O:?F9B#>A#=>;;9?:@7>8# =>9AA7=798@#I> # <>K8N# # #

*G6 )*+$!, %',,$)!&*'+ %'$((*%*$+& .!&,*/ #

/>;#0!D \@64@14NNN4@!_4#MF?@7<7M98B7>8:?#B:ME?9#!#=>8@:7878I#8#O9=@>;B#>A# >JB9;O:@7>8B#>A#D@<7M98B7>8:?4#?789:;#=>;;9?:@7>8#=>9AA7=798@B#M:@;7P#B:ME?9#:;9# 78<7=:@9<# :B# 78#, \#&E_4# &,' E' l# 64# 14# NNN4' DN# 0:@;7PSB# 9?9M98@B# :;9# 78<7=:@9<# JH

(6)

8<;D9X#0:8@:X4#)>J9;@#R:@9;4#Y79BZ:K#Y:I89;# 261# 4 EE && &E &E 3 3 3 # ! # KC9;9#LF:8@7@79B#78#8FM9;:@>;#:8<#<98>M78:@>;#:;9#9?9M98@B#>A#

O:;7:8=9# :8<# =>O:;7:8=9# B:ME?9# M:@;7P# 6 \ _\ _ \ _4

6 k

"

# # ! 2 &E 2 2 3 ! @ @ @ @ " # :8<# 7B#

D@<7M98B7>8:?#O9=@>;#>A#O:?F9B#>A#:;7@CM9@7=#M9:8BN#3&&43EE4# & &E#9?9M98@B#:;9# <7:I>8:?#>89B#:8<#3 #>F@#>A#<7:I>8:?#"#M:@;7PN#/>;#,#M:@;7P#9?9M98@B#=>C9B7O9#&E

I;:EC#7B#A>;MF?:@9<4#:==>;<78I#@>h#

:_# 9?9M98@B## # 78#&E "&E 6##&E1 # :;9# @;:8BA>;M9<4# B># ?>K# O:?F9B# >A# <7B@:8=9# M9:BF;9#>A#" #:;9#:<9LF:@9#K7@C#C7IC#O:?F9B#>A#=>;;9?:@7>8#=>9AA7=798@B4#&E

J_#M787M:?#O:?F9B#>A#" #:;9#78<7=:@9<#A>;#9O9;H#LF:?7@H4#&E

=_# LF:8@7@H# # 8><9# =>889=@7>8B# >A# @C9# =?>B9B@# " # O:?F9B# :;9# E9;A>;M9<# JH#&E BHB@9M:@7=#<9?9@78I#>A#O:?F9B#@C:@#:;9#:<<9<#@>#@C9#I;:ECN# $@4CDE8 H6#"C9#>A#?789:;#=>;;9?:@7>8#=>9AA7=798@#M:@;7P#K7??#J9#=>8<F=@9<#>8# @C9#J:B7B#>A#9ME7;7=:?#<:@:#:8<#E;9B98@9<#78#=C:E@9;#@K>N#"C9#=>;;9?:@7>8#M:@;7P# A>;#6b#O:;7:J?9B#7B#E;9B98@9<#78#@C9#@:J?9#J9?>Kh# # # d6# d1# d2# db# d3# de# d^# d[# d]# d65# d66# d61# d62# d6b# d6# 64555# # # # # # # # # # # # # # d1# 5416]# 64555# # # # # # # # # # # # # d2# G54512#546]6# 64555# # # # # # # # # # # # db# 541b]# 54515#G54621#64555# # # # # # # # # # # d3# 54165# 54b]5# 54666#G54651#64555 # # # # # # # # # de# 54265# 54b6[# 545bb# 545^2# 54[][ 64555 # # # # # # # # d^# 546b6#G541]e#G546b]#546[e#G542]5G5463b 64555 # # # # # # # d[# 54^33# 541e[#G545]2#54226# 5462[ 546[3 G545^6 64555 # # # # # # d]# 5421b#G54b6^#G54636#545be#G54636G54552 542e2 546b3 64555 # # # # #

d65#G54ee2#54123# 545]3#G5462]#545[e G5465[ G54b5] G542[5G54e2] 64555 # # # #

d66#G5451]#54b]3# 54536#G54112#54b3^ 5421^ G54b6] G54513G54b1e 542b5 64555 # # #

d61#G5421]#54611# 546e1#G546b]#545^5 G545b5 G54152 G54136G542^2 5421e 5465b 64555# # #

d62# 546]3# 543e6# 5465[# 54661# 54b^5 542]6 G5415e 5411] G546[b 545^b 541[2 54b^6# 64555# #

d6b# 545e5# 54ee^# 546b[# 5465]# 542e[ 541]2 G542[3 54153 G54e66 542e2 543]3 541[^# 54365# 64555#

*>F;=9h#,K8#9?:J>;:@7>8N#

"C9#M:@;7P#=>8B@7@F@9B#@C9#J:B9#>A#<7AA9;98@#78@9;E;9@:@7>8B#>A#O:?F9B#>A#?789:;# =>;;9?:@7>8h#

#

\:_# 8:?HD9#>A#=>;;9?:@7>8#=>9AA7=798@B#LF:8@7@Hh#

C7IC# 89I:@7O9# O:?F9B# A>;# d14# d]# \G54b6^_4# # d^4# d65# # \G54b6]_4# # d]4# d65###

(7)

C7IC#E>B7@7O9#O:?F9B#A>;#d14#d6b#\54ee^_4#d64#d[#\54^33_4#d34#de#\54[][_4#

M:P7MFM# ;:8I9# >A# =>;;9?:@7>8# =>9AA7=798@# 54[][# m# \G54e2]_# l# 6432^# J9G @K998#E:7;B#\d]4#d65_##:8<#\d34#de_4#

@C9#C7IC9B@#:JB>?F@9#O:?F9#>A#89I:@7O9#\G_#:8<#E>B7@7O9\o_#=>;;9?:@7>8#=>9AG A7=798@# K7@C# @C97;# ;:8I9B# \)_# :8<# E9;=98@:I9# BC:;9B# 78# M:P7MFM# I:E# # \g_# A>;# B9E:;:@9#O:?F9B#:;9#78#@:J?9#1# # # ":J?9#1N#@C9#C7IC9B@#E>B7@7O9#\o_#:8<#89I:@7O9#\G_#=>;;9?:@7>8B#:8<#@C97;#;:8I9B# ':;7:J?9B# 7F' 7;' 7G' 7H' 7I' 7J' 7K' #d65# #d]# #d]# d66# d^# d^# d66# \G_# G54ee2# G54b6^# G54636# G54112# G542]5# G5463b# G54b6]# d[# d6b# d1# d[# de# d3# d3# \o_# 54^33# 54ee^# 546]6# 54226# 54[][# 54[][# 542e2# )# 64b6[# 645[b# 542b6# 54332# 641[[# 64531# 54^[1#

g# ]54[2# e]4b6# 164[e# 234b3# [14b]# e^42^# 3545[#

':;7:J?9B# 7L' 7M' 7FN' 7FF' 7F;' 7FG' 7FH'

d65# d65# d6# d^# d61# d^# d]#

\G_#

G542[5# G54e2]# G54ee2# G54b1e# G542^2# G5415e# G54e66#

d6# d^# d6b# d6b# d62# d1# d1#

\o_#

54^33# 542e2# 542e2# 543]3# 54b^6# 543e6# 54ee^#

)# 64623# 64551# 6451e# 64516# 54[bb# 54^e[# 641^[#

g# ^14e^# eb415# e34^1# e34b6# 3b45[# b]46e# [64[3#

*>F;=9h#,K8#9?:J>;:@7>8N#

'

@C9# ?>K9B@# ;:8I9B# A>;# =>;;9?:@7>8B# C:O9# @C9# A>??>K78I# LF:?7@79B# d24d]#

\164[e# g_# :8<# db4# d66# \234b3# g_4# :8<# @C9# C7IC9B@h# d6b4# d]# \[64[3# g_4# # d34# d^#

\[14b]#g_##:8<#d64d65######\]54[2#g_4#

8>8# <7M787BC78I# >;<9;9<# >A# =>;;9?:@7>8# =>9AA7=798@B# >A# B9E:;:@9# LF:?7@79B# K7@C# M:;Q9<# ;:8I9# >A# 89I:@7O9# =>;;9?:@7>8B# \I;9H# =>?>;9<# _# :8<# K7@C# :O9;:I9# =C:8I9B#C:B#J998#BC>K8#78#@C9#?7B@h# # ':;7:J?9B#%FMJ9;B#>A#O:;7:J?9B#78#>;<9;#>A#78=;9:B78I#=>;;9?:@7>8#LF:?7@79B O9;:I9#=C:8I9B# 6# 65 61# 66# 2# 6b ^# 62 3# 1# b# e# ]# [# 5461[# 1# ]# ^# b# 61# 2# 6# 65 [# e# 3# 66 62 6b# 5465]# 2# ]# ^# b# [# 6# e# 66 65 62 3# 6b 61 1# 545[]# b# 66 61# 65# 2# 3# 1# ]# e# 6b 62 ^# 6# [# 545]b# 3# ^# ]# b# 61# 65 2# [# 6# 6b 66 62 1# e# 5465^# e# ^# 65# 61# ]# 2# b# [# 6b 6# 66 62 1# 3# 545[]# ^# 66 65# 3# 6b# 1# 62 61 e# 2# [# 6# b# ]# 5465]# [# 65 61# 2# ^# 66 3# ]# e# 6b 62 1# b# 6# 5465e#

(8)

8<;D9X#0:8@:X4#)>J9;@#R:@9;4#Y79BZ:K#Y:I89;# 26b# ]# 65 6b# 66# 1# 61 62 2# 3# e# b# [# 6# ^# 5461e# 65# 6# ]# ^# [# b# e# 62 3# 2# 1# 61 66 6b# 5461[# 66# ]# ^# b# 6# [# 2# 61 62 e# 65 3# 1# 6b# 54665# 61# ]# 6# [# ^# b# e# 3# 66 1# 2# 6b 65 62# 5465e# 62# ^# ]# 65# 2# b# 6# [# 66 e# 3# 61 6b 1# 545]2# 6b# ]# ^# 6# b# 2# [# 61 e# 65 3# 62 66 1# 5461b# *>F;=9h#,K8#9?:J>;:@7>8# #

:O9;:I9# =C:8I9B#>A#=>;;9?:@7>8#=>9AA7=798@B#K9;9#78<7=:@9<#>F@# >A# 9:;?79;# ?7B@4#:B#:O9;:I9#>A#62#:JB>?F@9#78=;9:B9#J9@K998#@K>#:<X:=98@#=>;;9?:@7>8B#78#@C9# ;>K#:8<#C:<#LF:8@7@79B#A;>M#545[]#A>;#de#LF:?7@H#@>#5461[#A>;#d6#:8<#d65#LF:?7@H4# A>;#6e[#\l6b#!61_#78=;9:B9B#I>@#M78#l#5#:8<#M:P#l#54[5]4# XFP@:E>B7@7>8#>A#:??#78=;9:B9B#E;9B98@9<#78#C7B@>I;:M#>A#E>EF?:@7>84#KC9;9# :@:P7B#E;9B98@#FEE9;#?7M7@#>A#=?:BB#;:8I9#\A7IN6_## # # /7IN6N#R>EF?:@7>8#C7B@>I;:M#>A#:<X:=98@#=>;;9?:@7>8B#78=;9:B9B# *>F;=9h#,K8#9?:J>;:@7>8N# # +789:;#=>;;9?:@7>8#I;:EC#>A#d64# d1# LF:?7@H# 78# E:7;B# K7@C# d24# db4# pN4# d6b# \A7IN1_#

(9)

!"#$ !%#& !%#$ %#' %#( ' ) * + & ( , "% "" "$ "' ") -" -$ # /7IN1#?789:;#=>;;9?:@7>8#I;:EC#>A#d64#d1#LF:?7@79B#K7@C#@C9#;9B@#LF:?7@79B# *>F;=9h#,K8#9?:J>;:@7>8N# # \J_#=>;;9?:@7O9#I;:EC#:8:?HB7Bh# "C9#B@;>8I9B@#89I:@7O9#=>;;9?:@7>8#:EE9:;9<#78#d]4#d65#LF:?7@H#\A7IN2_#:8<#@C9# B@;>8I9B@#E>B7@7O9#=>;;9?:@7>8#:EE9:;9<#78#d34#de#LF:?7@H#\A7IN#b_# # # # # # # # # # # # /7IN2#d]#:8<#d65#=>;;9?:@7>8#LF:?7@79BG *>F;=9h#,K8#9?:J>;:@7>8# /7INbN#d3#:8<#d65#=>;;9?:@7>8#LF:?7@79B# *>F;=9h#,K8#9?:J>;:@7>8# #\=_#=?:BB#;>KB#:8<#I;:ECBh# <7B@;7JF@7>8#?789#:8<#E>EF?:@7>8#C7B@>I;:M#\A7IN3_# " $ , "" "$ $) ", ( ' $ % * "% "* $% $*

!%#++' !%#),% !%#'"+ !%#")' %#%'" %#$%) %#'&( %#**" %#&$* .%#&$*

# /7IN3N#R>EF?:@7>8#C7B@>I;:M#>A#?789:;#=>;;9?:@7>8#=>9AA7=798@B# #*>F;=9h#,K8#9?:J>;:@7>8N# %#% %#* "#% "#* $#% $#* '#% $ ) + ( "% "$ ") "+ "( $% $$ % "* '% )* +% &* ,% %#% $%#% )%#% +%#% (%#% "%%#%

(10)

8<;D9X#0:8@:X4#)>J9;@#R:@9;4#Y79BZ:K#Y:I89;# 26e# <7B@;7JF@7>8#?789#K7@C#:E;7>;7#;:8I9#>A#=>8B@:8@#?98I@C#546#A>;#=>;;9?:@7>8# =>9AA7=798@B#>A#<7AA9;98@7:@9<#E:7;B# # 6# ]# ]# # # # # # # # # # # # # G54^# G54e# 65# 65# 6b# # # # # # # # # # # # # ]# ^# 1# ^# # # # G543# G54b# 66# 66# ]# 65# # # # # # # # # # # # 3# ^# [# ]# 6# # # G54b# G542# ^# 6b# 65# 61# 61# # # # # # # # # # # 1# [# b# ^# ^# # # G542# G541# ^# 61# 66# 62# 61# # # # # # # # # # # ]# e# 2# 3# 2# b b 2 e b # # G541# G546# 62# ^# ]# ]# ^# 61# 65# b# 65# 3# # # # # # 2# ^# e# 6# [# 6 e # # G546# 545# [# [# 61# 66# 66# 2# ]# # # # # # # # # 1# 2# b# 2# 6# 3 b 65 3 2 # # 545# 546# b# e# ]# 66# 6b# 61# e# 62# 65# 65# # # # # # 66# 2# b# 2# b# 1 3 6 [ 2 2 e b# 1# 6# 546# 541# 61# 62# 6b# 3# 62# 61# [# ^# ]# 6b# 61# [# ^# 2# 62# [# 6# 6# [# 1# 6 1 66 61 e # # 541# 542# 6b# 3# 1# 62# 65# b# [# 62# 6b# 6b# # # # # # 6# 6# 65# e# b# 65 ^ 65 3 e # # 542# 54b# e# ]# 61# 66# [# 66# ]# 6b# 6b# 62# # # # # # 1# 3# 3# 61# 1# 1 # # 54b# 543# e# 66# 62# 62# 3# 66# # # # # # # # # # 62# 1# 66# # # # # 543# 54e# 6b# 62# 6b# # # # # # # # # # # # # 1# # # # # # # 54e# 54^# 6b# # # # # # # # # # # # # # # 6# # # # # # # 54^# 54[# [# # # # # # # # # # # # # # # 3# # # # # # # 54[# 54]# e# # # # # # # # # # # # # # # *>F;=9h#,K8#9?:J>;:@7>8# ' \<_#J:;#I;:ECB#>A#=>;;9?:@7>8#=>9AA7=798@B#A>;#:#<7B@78IF7BC9<#LF:?7@H#K7@C#@C9# ;9M:7878I#LF:?7@H##>A#C7IC9;#8FMJ9;B#\A7IN#e4^4[4]G#LF:?7@79Bh#d64#d14#d24#db_# #

(11)

%#$$ %#$* %#$"%#'" %#") %#&* %#'$ !%#'' %#$% %#%+ !%#++ !%#%' !%#%$ !%#( !%#+ !%#) !%#$ %#% %#$ %#) %#+ %#( -$ -' -) -* -+ -& -( -, -"% -"" -"$ -"' -") %#", %#%$ %#), %#)$ !%#'% %#$& !%#)$ %#$' %#), %#"$ %#*+ %#+& !%#* !%#$* % %#$* %#* %#&* -' -) -* -+ -& -( -, -"% -"" -"$ -"' -") # /7IN#eN#d6#LF:?7@H#:8<#@C9#;9M:7878I# *>F;=9h#,K8#9?:J>;:@7>8# /7IN#^N#d1#LF:?7@H#:8<#@C9#;9M:7878I# *>F;=9h#,K8#9?:J>;:@7>8# # !%#"' %#"" %#%) !%#"* !%#%, !%#"* %#%, %#%* %#"+ %#"" %#"* !%#$ !%#"* !%#" !%#%* % %#%* %#" %#"* %#$ -) -* -+ -& -( -, -"% -"" -"$ -"' -") !%#"% %#%& %#", %#'' %#%* !%#") !%#$$ !%#"* %#"" %#"" !%#' !%#$ !%#" % %#" %#$ %#' %#) -* -+ -& -( -, -"% -"" -"$ -"' -") # /7IN#[N#d2#LF:?7@H#:8<#@C9#;9M:7878I# #####*>F;=9h#,K8#9?:J>;:@7>8# /7IN#]N#db#LF:?7@H#:8<#@C9#;9M:7878I# *>F;=9h#,K8#9?:J>;:@7>8# # \9_#<7:I>8:?#9?9M98@B#>A#78O9;B9#M:@;7P#@>#=>;;9?:@7>8#M:@;7P# # d6# d1# d2# db# d3# de# d^# d[# d]# d65# d66# d61# d62# d6b#

b4[33# 14e[b# 646b5# 643^[#654][1 ]4551 64]6[ 246b3 14ee1 243[e 146]^ 14656# 14[6b# 24bb2#

# \A_#=>C9B7O9#I;:EC#\A7IN65_# # # # 61# # # # 3# # # 54b^6# # # # 54[][# # # 62# # 66# # e# # # 543e6# # 543]3# # G5463b# 2# 546]6# 1# 54ee^# 6b# G542[3# ^# # # # # G54e66# # # # # # # ]# # # # # # # G54e2]# # # # # # # 65# # # # # # # G54ee2# # # b# 54226# [# 54^33# 6# # # ' /7IN65N#!>C9B7O9#I;:EC#>A#?789:;#=>;;9?:@7>8#=>9AA7=798@B# *>F;=9h#,K8#9?:J>;:@7>8#

(12)

8<;D9X#0:8@:X4#)>J9;@#R:@9;4#Y79BZ:K#Y:I89;# 26[# \I_#J78:;H#M:@;7P#\@K>G#9?9M98@B_#:8<#@9;8:;H#M:@;7P#\@C;99G#9?9M98@B_# ;9E?:=78I#@9;8:;H#=>;;9?:@7>8#M:@;7P#K7@C#G64546#9?9M98@B#A>;#@C;99#<7B@78G IF7BC9<#;:8I9B#>A#?789:;#=>;;9?:@7>8#O:?F9B4#:<9LF:@9?H#G6#A>;#=>;;9?:@7>8#>A#qG64' )O#;:8I94#5#A>;#P),/O#;:8I9#:8<#6#A>;#P/,6_#;:8I94#KC9;9#)?'G5414'Jl#541' ' # 6# 1# 2# b# 3# e# ^# [# ]# 65# 66# 61# 62# 1# 6# # # # # # # # # # # # # 2# 5# 5# # # # # # # # # # # # b# 6# 5# 5# # # # # # # # # # # 3# 6# 6# 5# 5# # # # # # # # # # e# 6# 6# 5# 5# 6# # # # # # # # # ^# 5# G6# 5# 5# G6# 5# # # # # # # # [# 6# 6# 5# 6# 5# 5# 5# # # # # # # ]# 6# G6# 5# 5# 5# 5# 6# 5# # # # # # 65# G6# 6# 5# 5# 5# 5# G6# G6# G6# # # # # 66# 5# 6# 5# G6# 6# 6# G6# 5# G6# 6# # # # 61# G6# 5# 5# 5# 5# 5# G6# G6# G6# 6# 5# # # 62# 5# 6# 5# 5# 6# 6# G6# 6# 5# 5# 6# 6# # 6b# 5# 6# 5# 5# 6# 6# G6# 6# G6# 6# 6# 6# 6# ' <.>#B%C'Q5!'%R)/.#)*2.!' ' >@C9;#E;>E>B7@7>8B#78#=;9:@78I#@9;8:;H#M:@;7P#:;9hh#

! G6#A>;# #64# #3#__#;:8I94#5#A>;# ##3#4#'3#_:8<#6#A>;# # '3#46 4#KC9;9# #

3

# 4 #:;9#:;7@CM9@7=#M9:8#:8<#B@:8<:;<#<9O7:@7>8#>A#=>;;9?:@7>8#=>9AA7=798@B4# ! G6#A>;# #64(% ## ()"#__# ;:8I94# 5# A>;# (%##()"#4(%#'()"#_

#:8<# F# A>;# (% '# ()"#46 4# KC9;9#(% 4# ()"## :;9# M9<7:8# :8<# M9<7:8# :JB>?F@9# <9O7:G @7>8#>A#=>;;9?:@7>8#=>9AA7=798@BN# # # *G6 .$-*!+#%',,$)!&*'+ %'$((*%*$+& #

"C9# ?789:;# =>;;9?:@7>8# =>9AA7=798@# J9?>8IB# @># =?:BB7=:?# B:ME?9# >A# @K>G <7M98B7>8:?# 8FMJ9;# =C:;:=@9;7B@7=BN# &@B# :?@9;8:@7O9# 7B# M9<7:8# =>;;9?:@7>8# =>9AA7G =798@#J9?>8I78I#@>#E>B7@7>8:?#B:ME?9#>A#@K>G<7M98B7>8:?#8FMJ9;#=C:;:=@9;7B@7=BN# &@# 7B# <9@9;M789<# JH# FB9# >A# M9<7:8N# &8# @C7B# =:B9# B:ME?9# O:;7:J7?7@H# >A# E>B7@7>8:?# =C:;:=@9;7B@7=# 7B# 78@;><F=9<4# Q8>K8# :B# M9<7:8# :JB>?F@9# <9O7:@7>8# :8<# 78<7=:@9<# JH#0:<#\M9<7:8#:JB>?F@9#<9O7:@7>8_N#/>;#B:ME?9#>A#>89G<7M98B7>8:?## a 4NNN4 4 ` 6 1 6 ! ! : : : 0 7Bh# # # # S# \e_#

(13)

&@#7B#8>@7=9<#A;>M#A>;MF?:#\e_#@C:@#@C9H#:;9#<9@9;M789<#:B#M9<7:8#A;>M#:JB>G ?F@9#<9O7:@7>8#A;>M#M9<7:8N#&@#7B#:8#9LF7O:?98@#>A#B@:8<:;<#<9O7:@7>8#J978I#=?:BG B7=:?#=C:;:=@9;7B@7=#>A#O:;7:J7?7@HN#0:<\P_#:B#:#B:ME?9#AF8=@7>8#0 #AF?A7?B#=>8<7G!6 @7>8Bh# \:_ # #A>;#:8H#)#=>8B@:8@4# \J_ 4#A>;#:8H#),'/#=>8B@:8@B4# \=_ #A>;#d##>A#BHMM9@G ;7=:?#<7BE9;B7>84#

\<_ 4# >JB9;O:@7>8# >A# <9O7:@7>8# A;>M# :O9;:I9# B:ME?9# >A#BHMM9@;7=:?#<7BE9;B7>84#

\9_ # \/:?Q# 6]]^_4# KC98# @C9# B:ME?9# =>M9B# A;>M#

E>EF?:@7>8# >A# 8>;M:?# <7BE9;B7>8# 4# JF@# # 7B# ;9O9;B9# <7B@;7JF@7>8# >A# <7BE9;B7>8#<7B@;7JF@7>8#T\54#6_4#

!:B9#\=_#:8<#\<_#:;9#7??FB@;:@9<#78#@C9#9P:ME?9N# #!'?'K#B:ME?9#7B#I7O98#A>;# >JB9;O:@7>8B#>;<9;9<#78=;9:B78I?Hh#1,'I,'M,'F;,'FI,'FM,';;N#(%"S'?'F;#7B#M9<7:8#78# B:ME?9N# # -9O7:@7>8B# >A# >JB9;O:@7>8B# :;9# @C9# B:M9# :;>F8<# M9<7:84# B>#

(%" :

:

(%"# 2 L#2 # # A>;# 2' ?' F,' ;' ,G# KC:@# M9:8B# @C:@# :# I7O98# B:ME?9# C:B#

BHMM9@;7=:?# <7BE9;B7>8N# r:2 #(%"r# :JB>?F@9# <9O7:@7>8# 7B# =:?=F?:@9<# :8<# 9LF:?Bh#FN,'K,'G,'N,'G,'K,'FNN#"C9H#=>8B@7@F@9#@C9#>;<9;9<#B:ME?9#h#N,'G',G,'K,'K,'FN,'

FN#:8<#()"'?'KS'+9@SB#8>@7=9#@C:@#A>;#E;7M:?#B:ME?9#K9#C:O9#UF'?'I#:8<#UG'?'FM# @C:@# M9:8B# #(%" #UF K:8<#UG #(%" KN# &8# =>8<7@7>8# \<_# 7@# 7B# 8>@7=9<# @C:@#@C;>FIC#:8:?HD78I#:;7@CM9@7=# M9:8# =>O9;B#K7@C# M9<7:84#B>#K9#C:O9#<9O7:G @7>8#h#G654#G^4#G2454#24^4#654#KC9;9#LF:8@7?9#@C;99#7B#9LF:?B#K':8<#=>O9;B#K7@C#0:<N# $@4CDE8 I6# #!'?'K#B:ME?9#7B#I7O98#A>;#>JB9;O:@7>8B#>;<9;9<#78=;9:B78I?Hh# 14#3#4#]4#614#634#6]4#11N#(%"?F;#7B#M9<7:8#78#B:ME?9N##-9O7:@7>8B#>A#>JB9;O:@7>8B# :;9#@C9#B:M9#:;>F8<#M9<7:84#B># #A>;#2'l#64#1#42#KC:@# M9:8B# @C:@# :# I7O98# B:ME?9# C:B# BHMM9@;7=:?# <7BE9;B7>8N 4# :JB>?F@9# <9O7:@7>8# 7B# =:?=F?:@9<# :8<# 9LF:?Bh# 654# ^4# 24# 54# 24# ^4# 65N# "C9H# =>8B@7@F@9# @C9# >;G <9;9<# B:ME?9# h# 54# 24# 24# ^4# ^4# 654# 65# :8<# ()"' ?' KN# +9@SB# 8>@7=9# @C:@# A>;# E;7M:?# B:ME?9# K9# C:O9# UF' ?' 3# :8<# UG' ?# 6]# # @C:@# M9:8B# # :8<# N#&8#=>8<7@7>8#\<_#7@#7B#8>@7=9<#@C:@#@C;>FIC#:8:?HD78I#:;7@CM9@7=# M9:8# =>O9;B# K7@C# M9<7:84# B># K9# C:O9# <9O7:@7>8h# @FN,' @K,' @G,N,' G,K,' FN4# KC9;9# LF:8@7?9#@C;99#7B#9LF:?B'K#:8<#=>O9;B#K7@C#()"N#

&8# A>;MF?:# \1_# <98>M78:@>;# K7??# J9# ;9E?:=9<# JH# 0:<\P_# K7@C# 0:<\H_N# />;# 8>M78:@>;#7B#=>8=9;89<#B@:@7B@7=#=:??9<#=>M9<7:8#>A#0!1#B:ME?9#7B#@:Q984#KC:@#7B# K;7@@98#<>K8#:B#!>09<N#&@#7B#=>8B@7@F@9<#:B#:#A>;MF?:#\/:?Q#6]]^4#6]][n#Y:I89;# 6]][#9@N#:?N_h#

(14)

8<;D9X#0:8@:X4#)>J9;@#R:@9;4#Y79BZ:K#Y:I89;# 215# N# # \^_# />;#!>09<#B@:@7B@7=B#@C9#=>8<7@7>8B#:;9h# \:_ # 4' R;>>AN# #l# 4# K7@C# ; ; : (%" : (%"\ _ t \ _s 4###KCH#:'u#5n# \J_ 4# \=_ V.(%"\):'A'/,'B9'A'"_'?')B'V.(%"\:',9_4# \<_ 4# >F@# >A# KC7=C# 7,8' O:?F9B#:;9#78<9E98<98@#B># 4# \9_ 4#7A# #B:ME?9#=>M9B#A;>M#E>EF?:G @7>8#>A#@K>G<7M98B7>8:?#8>;M:?#<7BE9;B7>8#\/:?Q#6]]^_N#

!>8<7@7>8B# >A# \J_G\9_# 7B# =:?=F?:@9<# B7M7?:;?H# @># E;>>A# 78# \:_N# "C9# E>B7@7>8:?# 9LF7O:?98@#A>;#=?:BB7=:?#?789:;#=>;;9?:@7>8#=>9AA7=798@#7B#M9<7:8#=>;;9?:@7>8#=>9AG A7=798@#\/:?Q#6]]^4#6]][4#:8<#Y:I89;#6]][#9@#:?N_h# # # # _ \ _ \ _ 4 \ _ 4 \ _ 4 \ 9 ()" : ()" 9 : V.(%" 9 : V.#(%" 9 : #( ! N# \[_# # &8#A>;MF?:#\[#_#KC98#M9<7:8#=>;;9?:@7>8#7B#BC>K84#>8?H#E>B7@7>8:?#B@:@7B@7=B# :;9#FB9<4#@>#J9#M>;9#E;9=7B9<#>A#M9<7:8#A>;#<9O7:@7>8#>JB9;O:@7>8#78#B:ME?9#>A# M9<7:8N## "C9#=>8<7@7>8B#>A#B@:@7B@7=B#\[_#:;9#@C9#A>??>K78Ih# \:_ #('\:,'):'A'/_#l#326!\)_4KC9;9#326!'\)_#M9:8B#AF8=@7>8#>A#B7I8##A>;#O:;7G :J?9#)4# \J_ #('\:,')9'A'/_'?'326!\)_!'#('\:,'9_,# \=_ #(\:,'9_'?'N4#KC9;9#7#:8<#8#O:?F9B##:;9#78<9E98<98@4# \<_ #(\):'A'/,'B9'A'"_'?'326!\)_'!326!\/_!#(\:,''9_S# &8# =:B9# KC98# 0!1

#B:ME?9# =>M9B# A;>M# @K># <7M98B7>8:?# 8>;M:?# <7BE9;B7>8# K7@C# =>;;9?:@7>8# =>9AA7=798@#W4# @C98# B@:@7B@7=B# #(# :==9E@B# (# >A#@F# LF:?7@H# KC98#

4 6 #

( #D9;>4#KC98#( 5#:8<#64#KC98( 6#\/:?Q#6]][_N#&@#<>9B#8>@#89=9BB:;H# M9:8#@C:@#A>;#:8H#@K>G<7M98B7>8:?#B:ME?9B#>A##('LF:?7@79B#:;9#78#;:8I9 #64##6N#

$@4CDE8 J6 0>8@9# !:;?># 9PE9;7M98@# K:B# ?9<# =>8=9;878I# B:ME?9B# @:Q98# A;>M#>89G?789#<7BE9;B7>8#>A#I989;:?#E>EF?:@7>8#A>;#;:8I9#\54G6_N#&8#@C7B#=:B9#@C9# I989;:@>;#>A#;:8<>M#8FMJ9;B#>A#(d!(+#K:B#FB9<N#!'?'65#:8<#15#B:ME?9B#K9;9#

(15)

B:ME?9B# :;9# E;9B98@9<# 78# =>;;9?:@7O9# I;:EC4# KC9;9# @C9# PG:P7B# 78<7=:@9<# LF:?7@79B# >A#?789:;#=>;;9?:@7>8#=>9AA7=798@B4#:8<#@C9#9G:P7BG#M9<7:8#\A7IN66_ # /7IN66N#!>;;9?:@7O9#I;:EC#>A#?789:;#:8<#M9<7:8#=>;;9?:@7>8#=>9AA7=798@B## *>F;=9h#,K8#9?:J>;:@7>8N# # # /7IF;9#66#BC>KB#@C:@#LF:?7@79B#>A#?789:;#=>;;9?:@7>8#=>9AA7=798@B#:;9#78#;:8I9# \G64#6_4#78#M9<7:8#=>;;9?:@7>8#@C9H#:;9#>F@#>A#@C7B#;:8I9#:8<#@C9;9#:;9#[#89I:@7O9# :8<#^#E>B7@7O9#=>;;9?:@7>8#=>9AA7=798@Bh# # m642b1# m6426e# m64113# m646[1# m64626# m64665# m645e3# m6456]#

##6455^# ##64536# ##645e[# ##645[b# ##646b[# ##646e6# ##646^e# #

#

UH# ?9:<78I# @C9# B7MF?:@7>8# A>;#!' ?' 15# B:ME?9B# >A# >89G?789# <7BE9;B7>8# 9O9;H#

M9<7:8#=>;;9?:@7>8B#:;9#78#;:8I9# #64##6N#

UH# 78<7=:@78I# @C9# B7MF?:@7>8# A>;#!?' ;N# B:ME?9# >A# 8>;M:?# <7BE9;B7>8# >A# %##

\54#6_4#(d!(+##v-:@:# 8:?HD9w##K:B#?9<#K7@C#8>;M:?#;:8<>M#8FMJ9;B#I989;:G @>;S#C9?E#:8<#@K>#=>;;9?:@7>8#C7B@>I;:MB#K9;9#M:<9#\A7IN61#:8<#62_N#!>;;9?:@7>8# =>9AA7=798@B#78#A7IF;9B#614#62#:;9#78=?F<9<#78#;:8I9#\G64#6_4##JF@#?789:;#=>;;9?:@7>8# ;:8I9#7B#J7II9;N#T7B@>I;:M#78#A7IF;9#62#BC>KB#@C9#AF8=@7>8#>A#<98B7@H#>A#8>;M:?# <7BE9;B7>84#78#A7IN#62##+:E?:=9S#<7BE9;B7>8#\/7BD#6]e^4#:8<#Y:I89;#155^_N# #

(16)

8<;D9X#0:8@:X4#)>J9;@#R:@9;4#Y79BZ:K#Y:I89;# 211# # /7IN#61N#T7B@>I;:M#>A#B7MF?:@7>8#>A#?789:;#=>;;9?:@7>8## *>F;=9h#,K8#9?:J>;:@7>8N# # # /7IN#62N#T7B@>I;:M#>A#B7MF?:@7>8#>A#M9<7:8#=>;;9?:@7>8### *>F;=9h#,K8#9?:J>;:@7>8N# # # x989;:??H#A>;#J7I#B:ME?9B#:8<#BHMM9@;7=#<7BE9;B7>8#7@#7B#9PE9=@9<#@C:@#M9G <7:8#=>;;9?:@7>8B#:;9#78#;:8I9# #F4''F N# G6 .$-*!+ %',,$)!&*'+ .!&,*/ "C9#9LF7O:?98@#>A#?789:;#=>;;9?:@7>8#=>9AA7=798@#M:@;7P#7B#M9<7:8#=>;;9?:@7>8# =>9AA7=798@# M:@;7PN# )MN# 09<7:8# =>;;9?:@7>8# LF:?7@79B# >A#7&,' 7E# # E:7;B# <9@9;M789B# :B#A>??>KBh#

:_#JH# <9@9;M7878I#(%"&,' (%"E# :8<# M9<7:8# :JB>?F@9# <9O7:@7>8' ()"&,' ()"E4,' KC9;9#()"&,'()"E4,'()" (%"\r:2#(%"r_4#

(17)

J_#JH#9B@:J?7BC#LF:?7@H79B#>A#<9O7:@7>8B#A;>M#7& #(%"&4##7E #(%"E4# =_#JH#MF?@7E?H78I#\7&#(%"\7&_!\7E#(%"\7E__4#

<_#M9<7:8# 7B# <9@9;M789<# >A# I7O98# E;><F=@B# @C:@# ?9:<B# @># M9<7:8# =>O:;7:8=9# _a

_\ `\

_ 4

\7& 7E (%" 7& (%"& 7E (%"E

V.(%" # # 4# 9_#M:@;7P# 9?9M98@B# )M# :;9# B9@# JH# M9<7:8# =>O:;7:8=9# LF>@798@# :8<# M9<7:8# :JB>?F@9#<9O7:@7>8#LF>@798@h# E & E 2 E & ()" ()" 7 7 V.=(%" 7 7 V.#(%" ! _ 4 \ _ 4 \ N#

$@4CDE8 K6# />;# 6b# <9B=;7J9<# O:;7:J?9B4# ?>K# @;7:8IF?:;# =>;;9?:@7>8# =>9AA7G =798@#M9<7:8#M:@;7P#7Bh# # # d6# d1# d2# db# d3# de# d^# d[# d]# d65# d66# d61# d62# d6b# d6# 64555# # # # # # # # # # # # # # d1# 54166# 64555# # # # # # # # # # # # # d2# 54566# 54563# 64555# # # # # # # # # # # # db# 545b3# 5451b# G54511# 64555# # # # # # # # # # # d3# 54662# 546e[# 545]]# 5452e# 64555 # # # # # # # # #

de# 5453e# 546][# 545b5# 545e6# 54[e3 64555 # # # # # # # #

d^# 54553# G54651# G54115# 5461e# G546]e G545[1 64555 # # # # # # # d[# 54^3[# 5425]# G5451b# 54116# 5463b 545b2 G5456^ 64555 # # # # # # d]# 545]3# G5462b# 54555# G5452[# G545e6 G5451e 545^1 54551 64555 # # # # # d65# G54^52# 54513# 54555# G545^2# 545e[ G54533 G546]5 G5415b G542]1 64555 # # # # d66# G5456b# 5462[# 545b3# G545]1# 54166 5465e G5411] 545b5 G5466[ 545[2 64555 # # # d61# G5461[# G5452]# 545]6# G545b1# 545]] 54535 G545b6 G5465e 54562 545]e 5455] 64555# # #

d62# 546b^# 5436e# G54565# 546eb# 542b2 5425e G5452e 541be 5456[ G5451e 545^2 545b6# 64555# #

d6b# 546]5# 54355# 54555# 546]^# 54263 541b1 G545]b 54235 G5425^ 5452b 54256 G5451[# 542bb# 64555# *>F;=9h#,K8#9?:J>;:@7>8N# # # "C9#A>??>K78I#:8:?HB9B#BC>K#@C:@#?789:;#=>;;9?:@7>8#=>9AA7=798@#M:@;7P#=:8#J9# ;9E9:@9<N##U9=:FB9#>A#@C97;#9P@98B7O989BB#@C9H#:;9#8>@#E;9B98@9<#C9;9N#"C9#:==9BB# 7B# ?7M7@9<# >8?H# @># =>ME:;7B>8# >A# J>@C# =>;;9?:@7>8# =>9AA7=798@# M:@;7P9BN# !>;;9?:G @7>8#M9<7:8#C7B@>I;:M#BC>KB#?9A@G#B7<9#:BHMM9@;H#\/7IN#6b_N#

(18)

8<;D9X#0:8@:X4#)>J9;@#R:@9;4#Y79BZ:K#Y:I89;# 21b# " $ , "" "$ $) ", ( ' $ % * "% "* $% $* !%#++ !%#), !%#'$ !%#") %#%' %#$% %#'( %#** %#&$ . %#&$ # /7IN6bN#T7B@>I;:M#>A#M9<7:8#=>;;9?:@7>8#=>9AA7=798@#8FMJ9;# *>F;=9h#,K8#9?:J>;:@7>8N# #

R>EF?:@7>8# C7B@>I;:M# <>9B# 8>@# <7AA9;# A;>M# ?789:;# =>;;9?:@7>8# =>9AA7=798@# E>EF?:@7>8#C7B@>I;:M#J>@C#78#=98@;:?#E:;@#:B#K9??#:B#:@#@C9#9<I9N#09<7:8#=>;;9?:G @7>8B# <7AA9;# A;>M# ?789:;# =>;;9?:@7>8B4# @C>FIC# <7AA9;98=9# LF:?7@79B# :;9# 8>@# B># J7I4# B>M9@7M9B#@C9H#C:O9#<7AA9;98@#B7I8B4#KC:@#7B#E;9B98@9<#J9?>KN\/7I#63_# # !%#( !%#+ !%#) !%#$ % %#$ %#) %#+ %#( "

" ( "* $$ $, '+ )' *% *& +) &" &( (*

/01 2 345 /01 6785 # /7IN63N#!>ME:;7B>8#>A#?789:;#:8<#M9<7:8#=>;;9?:@7>8#=>9AA7=798@B# *>F;=9h#,K8#9?:J>;:@7>8N# # &8#I989;:?#M9<7:8#=>;;9?:@7>8#=>9AA7=798@B#:;9#BM:??9;#@C:8#?789:;#=>;;9?:@7>8# =>9AA7=798@B4# :8<# B7I8B# O:;7:8=9# 7B# BC>K8# 78' 6b# =:B9BN# />;# :8:?HD78I# <9O7:@7>8#

LF:8@7@79B# J9@K998# @C9# M98@7>89<# =>9AA7=798@B4# :JB>?F@9# <7AA9;98=9# LF:8@7@79B# K9;9#<9@9;M789<4#KC7=C#:;9#>;I:87D9<#78#78=;9:B78I#K:H4#:8<#@C9#J7II9B@#65#>A# @C9M#:;9#BC>K8#J9?>K#

(19)

# !>;;9?:@7>8# R:7;#O:?F9# M9<7:8# ?789:;# *7I8# -7AA9;98=9B# d6b# d^# m5N5]b6# m5N2[b3# 6# 5N1]5b# d]# d^# 5N5^12# 5N2e1[# 6# 5N1]53# d6b# d66# 5N2565# 5N3]33# 6# 5N1]b3# d6b# d]# m5N25^b# m5Ne665# 6# 5N252e# d66# d]# m5N66[6# m5Nb13^# 6# 5N25^e# d3# d1# 5N6e[5# 5Nb]53# 6# 5N2113# d6b# d65# 5N52b2# 5N2e1^# 6# 5N21[b# d66# d1# 5N62[5# 5Nb]be# 6# 5N23e3# d61# d]# 5N561]# m5N2^2b# 5# 5N2[e2# d62# d61# m5N51^[# 5Nb^5]# 5# 5Nb][^# # &8#=>?FM8#vB7I8w#?#M9:8B#=>8A>;M7@H#>A#M9<7:8#:8<#?789:;#=>;;9?:@7>8#B7I8B4# KC9;9:B#5#M9:8B4#@C97;#>EE>B7@9N#"C9;9#7B#:#C7IC#<7AA9;98=9#78#=>;;9?:@7>8#=>9AA7G =798@# LF:8@7@79B# A>;# \d614# d62_4# KC:@# 7B# 9PE?:789<# 78# =>;;9?:@7O9# I;:EC# A7IN# 6eN#

+789:;#=>;;9?:@7>8#BF;A:=9#7B#8>@7=9<4#KC:@#E;>O>Q9B#@K>#B7<9#<7O9;I78I#>JB9;O:G @7>8B# 78# :==>;<:8=9# K7@C# LF:8@7@H# 78=;9:B9# >A# J>@C# @C9B9# LF:?7@79BN# "C9H# I;9:@?H# 78A?F98=9#:O9;:I9#LF:8@7@H4#:8<#78#@C7B#K:H#@C9H#:;9#BC>K8#:B#:#M><9?#A>;#?789:;# =>;;9?:@7>8# =>9AA7=798@N# &A# @C9B9# @K># E>78@B# :;9# BQ7EE9<4# @C9;9# 7B# ?:=Q# 78# =>;;9?:G @7>8# J9@K998# =>8B7<9;9<# LF:?7@79B# KC:@# ?9:<B# @># O9;H# ?>K# M9<7:8# =>;;9?:@7>8# LF:?7@H#89:;#D9;>N#

*7M7?:;# B7@F:@7>8# :EE9:;B# 78# =:B9# >A# P]4# P65# BC>K8# 78# A7IN# 6^N# "K># B@;>8I# M:@@9;B# >A# <7O9;I78I# >JB9;O:@7>8# :EE9:;# :8<# <9A>;M# @C9# :8:?HD9<# <9E98<98=HN# 09<7:8# =>;;9?:@7>8# =:?=F?:@9<# >8# @C9# J:B7B# >A# M9<7:8# 7B# ;9B7B@:8@# @># <7O9;I78I# >JB9;O:@7>8B#:8<#@C9#78A?F98=9#>A#FEE9;#B@:@9#>A#:8:?HD9<#B9@4#C:O78I#62]#>JB9;G O:@7>8B#=:FB9#@C:@#@C9#B:ME?9B#<>#8>@#BC>K#=>;;9?:@7O9#;9?:@7>84#B>#E>B7@7O9#M9G <7:8#=>;;9?:@7>8#=>9AA7=798@#7B#O9;H#?>KN# # # /7I#N#6eN#!>;;9?:@7O9#I;:EC#A>;#d61#7#d62#O:?F9B# *>F;=9h#,K8#9?:J>;:@7>8N#

(20)

8<;D9X#0:8@:X4#)>J9;@#R:@9;4#Y79BZ:K#Y:I89;# 21e# "%%% "*%% $%%% $*%% '%%% % $% )% +% (% "%% /7 /7IN6^N#=>;;9?:@7O9#I;:EC#A>;#d]4#d65#O:?F9B# *>F;=9h#,K8#9?:J>;:@7>8N# # #

"C9# 9P:ME?9B# =>8=9;878I# =>;;9?:@7>8B# J9@K998# LF:?7@79B# E;9B98@# @C9# =:;9AF?# FB:I9#>A#?789:;#=>;;9?:@7>8#=>9AA7=798@BN#"C9;9#BC>F?<#J9#E;9?7M78:;H#;9B9:;=C#>A# <7O9;I78I#>JB9;O:@7>8BN#*7M7?:;#9AA9=@B#>A#<7O9;I78I#>JB9;O:@7>8B#=:8#J9#8>@7=9<# KC98#MF?@7<7M98B7>8:?#;9I;9BB7O9#9LF:@7>8B#:;9#9B@7M:@9<N#"C9#M9<7:8#=>;;9?:G @7>8BS#I>><#E>78@#7B#@C97;#;9B7B@:8=9#@>#<7O9;I78I#>JB9;O:@7>8B4#J9=:FB9#@C9#E>78@# >A# <7BE9;B7>8# >A# M9<7:8# LF:?7@H# 7B# FB9<N# &@# 7B# E>B7@7>8:?# 9LF7O:?98@# >A# =?:BB7=:?# ?789:;# =>;;9?:@7>8# =>9AA7=798@# KC7=C# =:?=F?:@7>8# 7B# J:B9<# >8# M9:84# >A# O9;H# ?>K# E>78@#>A#<7BE9;B7>8#LF:?7@HN#

-7:I>8:?#9?9M98@B#>A#78O9;B9#M:@;7P#:8<#M9<7:8#=>;;9?:@7O9#M:@;7P#:;9#E;9G B98@9<#J9?>Kh#

#

6# 1# 2# b# 3# e# ^# [# ]# 65# 66# 61# 62# 6b#

114]]6# 64]^6# 645^]# 6435^# ^4e65# e42^[ 641]] 6542[1 146]^ 614e[2 6413e 64532# 64e11# 14521#

# "C9H#<>#8>@#<7AA9;4#@C>FIC#@C9H#:;9#C7IC9;#A>;#d64#d[4#d654#E>78@78I#:@#C7IC# <9E98<98=H#J9@K998#@C9B9#LF:?7@79B L*L)*'M,!#?N /:?Q#0N#\6]]^_h#Q!'( X')!"'B.Y%"2)!S' 88N#&8B@N#*@F<7:#0:@CN#b]4#e63mebbN# /:?Q#0N#\6]][_h#' 'T.*%'.!'*Z%'V.Y%"2)!'[.#'\R2D*2B)R'X23*#2/>*2.!N#c>F;8:?#>A#0F?@7O:;7:@9# 8:G ?HB7B#e^4#25em26^N# /7BD#0N#\6]e^_h#-)BZ>!%E'D#)5".D."./2%]3*5)'2'3*)*93*9E)'Y)*%Y)*9B$!)S'RY%4##Y:;BD:K:N# 0:8@:X# N4#Y:I89;#YN#\155^_h#V.YD)#)*2=%')!)R9323'.['!>Y/%#'BZ)#)B*%#23*2B3'.['3%R%B*%"'3.B2)R@

%B.!.Y2B'BZ)#)B*%#23*2B3'.['B.YY>!%3'.['D."E)#D)BE2%'D#.=2!B%S' !" #$%&'()*&" "&*# +,-.&(%*&*4#/>?7:#,9=>8>M7=:#15e4#bb3mbe6N#

(21)

Y:I89;#YN#\155^_h'X23*#2/>*2.!'.['R2!%)#'B.Y/2!)*2.!'*Z%'3)YDR%'Y%)!')!"'*Z%'3)YDR%'Y%"2)!S' !" #$%&'()*&" "&*#+,-.&(%*&*4#/>?7:#,9=>8>M7=:#16e4#1]6m251N#

Y:I89;# YN4# UZ:y=D:Q# RN4# +7;:# cN# \6]][_h# 0.#^5!)!2%' !)' Y)*%#2)R%' %YD2#9B$!9Y' BZ)#)E*%#93*9E' R2B$/.59BZ'.D)#*9BZ'!)'_#%"!2%&')#9*Y%*9B$!%&'2'Y%"2)!2%S'+7B@H#U7>M9@;H=D89#d+'4#655m653N# #

#

!"#$%&'()!*)&,'-./%#*'0)*%#,'12%34)5'1)6!%## #

!"#$7&N *+&$,#,$&!%NA+$ .!%*$,ON P"#QR%ON++*7QP 7',$)!%A* )*+*'P$A * .$-*!+'P$A

0:=79;D#KBEWZ=DH887QWK#Q>;9?:=X7 ?787>K9X#><I;HK:#E><B@:K>Kz#;>?{#K#J:<:87F#D:?9y8>|=7# FQZ:<F# =9=C# K# K79?>KHM7:;>K9X# :8:?7D79# B@:@HB@H=D89XN# R>DK:?:# >8:# 8:# >Q;9|?9879# =9=C# M>=8># BQ>;9?>K:8H=C#K# >E:;=7F# ># K:;@>|=7# <7:I>8:?89# X9X# M:=79;DH# ><K;>@89X4#:# @:Qy9# 8:# 78@9;E;9@:=X{# DM7988H=C#E;DH#KHQ>;DHB@:87F#B@:@HB@HQ#?7=DJ>KH=C#7#KHQ;9BWK#DJF<>K:8H=C#8:#X9X#9?9M98@:=CN## ?@9;8:@HKz#KBE>M87:89X#M:=79;DH#X9B@#M:=79;D#Q>;9?:=X7#M9<7:8>K9XN#c9B@#>8:#E;>E>DH=Xz4# K# E;DHE:<QF# I<H# 879Q@W;9# D# 87=C# KHQ:DFXz# KHB@{E>K:879# >JB9;K:=X7# ><B@:Xz=H=C4# =># =D{B@># M:# M79XB=9# K# :8:?7D79# DX:K7BQ# BE>Z9=D8>GI>BE><:;=DH=CN# R>KB@:Xz# KWK=D:B# @;F<8>|=7# D# KZ:|=7Kz# >=98z# E>K7zD:}# =9=CN# c9B@# @># E>K><>K:89# 87BQz# K:;@>|=7z# D:Z:M:87:# |;9<879X# :;H@M9@H=D89XN# -?:@9I># K# M79XB=9# |;9<879X# :;H@M9@H=D89X# X:Q># Q?:BH=D89X# =C:;:Q@9;HB@HQ7# ?7=DJ>K9X# E>Z>y987:4# B@>BFX9#B7{#E>DH=HX8z#=C:;:Q@9;HB@HQ{#?7=DJ>Kz#m#M9<7:8{4#Q@W;:#D#Q>?97#M:#J:;<D>#KHB>Qz#K:;@>G |=7z#D:Z:M:87:N## !9?9M#E;:=H#X9B@#E>;WK8:879#KBEWZ=DH887QWK#Q>;9?:=X7#?787>K9X#7#M9<7:8>K9X#8:#M:@9;7:?9# 9ME7;H=D8HMN# R><:8># ;Wy89# KD>;H# 8:# KHD8:=D:879# KBEWZ=DH887Q:# Q>;9?:=X7# ?787>K9X# >;:D# >Q;9G |?>8># E><B@:K>K9# KZ:B8>|=7# M9<7:8>K9I># ><=CH?987:# J9DKDI?{<89I># K# E;DHE:<QF# E;WJH# X9<G 8>KHM7:;>K9X# 7# Q>;M9<7:8# <?:# E;WJH# <KFKHM7:;>K9XN# "9# <K79# >B@:@879# =C:;:Q@9;HB@HQ7# KHQ>G ;DHB@FX9#B7{#E;DH#>J?7=D:87F#KBEWZ=DH887Q:#Q>;9?:=X7#M9<7:8>K9X4#Q@W;9I>#KZ:B8>|=7#@:Qy9#D:E;9G D98@>K:8>#K#E;:=HN#

0:@9;7:Z#J:<:K=DH#B@:8>K7z#<:89#?7=DJ>K9#6b#=9=C#BE>Z9=D8>GI>BE><:;=DH=C#<?:#IM78#K79XG BQ7=C#7#M79XBQ>GK79XBQ7=C#K>X9KW<D@K:#E><Q:;E:=Q79I>#K9<ZFI#B@:8F#8:#<D79}#26N61N1551#;N#

Cytaty

Powiązane dokumenty

Literatuuropdracht/scriptie, Rapport TT.1171, Sectie Transporttechniek en Logistieke Techniek.. Het overslagproces is stap voor

The stresses due to the quasi static ship response will be calculated, after separation, by the so called direct method which calculates the structural response after the ”rigid

We have presented a dedicated algorithm for the nonnegative factorization of a correlation matrix, as it appears in an application from financial engineering. The algorithm is based

Związki kultury i bezpieczeństwa, a zwłaszcza wpływy kultury na bezpieczeństwo, są tak stare, jak stare są cywilizacje ludzkie i relacje występujące między

titration protocol developed in real time directly mimics the protocol identified by the optimal protocol found by the optimal control analysis shown in ( Fig 3 ). These results

Depending on the application type, two different approaches have been implemented to achieve frequency independent lens radiation: A coherently fed connected leaky slot array

Opcja taka pozoruje wystę- powanie na analizowanym obszarze pułapek z zamknięciami na jego brzegach, a wyniki symulacji przy jej zastosowaniu potwierdzają możliwość

W języku słoweńskim wskazanie na właściwy desygnat wymaga dookreślenia: „[…] spoj- rzałem na zegarek” (s. Dwie różne postawy wpisane są w oba języki. W języku