• Aucun résultat trouvé

Robust Location based Partial Correlation

N/A
N/A
Protected

Academic year: 2021

Partager "Robust Location based Partial Correlation"

Copied!
23
0
0

Texte intégral

(1)

HAL Id: inria-00073503

https://hal.inria.fr/inria-00073503

Submitted on 24 May 2006

HAL is a multi-disciplinary open access archive for the deposit and dissemination of sci- entific research documents, whether they are pub- lished or not. The documents may come from teaching and research institutions in France or abroad, or from public or private research centers.

L’archive ouverte pluridisciplinaire HAL, est destinée au dépôt et à la diffusion de documents scientifiques de niveau recherche, publiés ou non, émanant des établissements d’enseignement et de recherche français ou étrangers, des laboratoires publics ou privés.

Robust Location based Partial Correlation

Zhong-Dan Lan, Roger Mohr

To cite this version:

Zhong-Dan Lan, Roger Mohr. Robust Location based Partial Correlation. [Research Report] RR-3186, INRIA. 1997. �inria-00073503�

(2)

ISSN 0249-6399

a p p o r t

d e r e c h e r c h e

')(+*,-.0/1(2435.67(98 *:3;-<>= [email protected]#CEDF(+AA<GCH3I.67(98

JKLNMONPRQ;STMUV5WXSNMYZ>L[O]\_^a`cb;daZ

fe;gihkj7l

mNn!M\porqst]tvu

Bw"Bg

(3)
(4)

JKLNMONPRQ;STMUV5WXSNMYZ>L[O]\_^a`cb;daZ

*,+-

.0/1.2436587:9.<;>=@?<9ACBD7

+

BD/1/1.FEG/H=@?

+

AC7I.@J

AK/[email protected].0.0M0J?0BD7I7=@AKMMQ=@7I?0.0M

R

;QBTS.<9UWV"X5

Y

=[ZIZ$B@;9NI.\;Q.0?

+

.<;Q?

+

.]7^_2_`baDcd3fehgI7.i:Jj`bkDkhl43 `bkZ#[email protected]

monqp0rTsTtIuDrhv *"+

.xw_AKMg=@yz?0B@;Q;Q.0M{Z$BD7INI.07I?0.|ZI;QB@}yC.0/~ACM=H/H=bSB@;\AKMMgI.|AK7?0BD/Zg9.<;w€ACMACBD7$,‚ƒB@;Q;Q.0yK=[9ACBD7„ACM=

?0BD/1/HBD7|9B_BDyh…†B@;z9

+

ACM$ZI;>B@}yC.0/‡zU„BDM{9q?0y†=@MMAC?ˆ=@yD?0B@;;>.0yK=[9ACBD7|/1.<9

+

B:NIMz…‰=@ACyD7.ˆ=[;j9

+

.NIAKM{Z#=[;QAŠ9Œ‹,NIACMQ?0BD79AC7_gIAŠ9AK.0M0J

Ž + AC?

+

B_?0?0g;"=[99

+

.,}$BDgI7N=[;QAC.0MBD…jB@}€S.0?<9M05879

+

ACMZ#=[Z$.<;ˆJ=|€‘@’F“•”–‘D—z˜>™@’F’{šˆ—›‘D“•”–™@œ9.0?

+

7AC:g.ACMZI;>[email protected]

MBDyCwh.P9

+

ACMjZI;>B@}yC.0/‡

Y

B@}gIM9qyCB_?ˆ=[9ACBD7/1.<9

+

B_NIMž=[;Q.PgM.0N9BZ$.<;Q…‰B@;Q/Ÿ9

+

ACMzZ=[;9AK=@y_?0B@;;Q.0yK=[9ACBD7j‚ƒBD/1Z#=[;QACMBD7M

=[;Q./H=@NI.

Ž

AC9

+

B@9

+

.<;"9.0?

+

7IAC_gI.0M,[email protected] €Z$.<;QAC/1.07:9Q=@y;Q.0MgyŠ9Mƒw@=@yKACN=[9.\9

+

.=[ZZI;QBh=@?

+ 

¡d¢£¤¥¦ sT§qphv

w_AKMACBD7$J/H=[9?

+

AC7IL€J?0B@;Q;Q.0yK=[9ACBD7$J;>B@}gIM{97I.0MQM0JIyCB_?ˆ=[9ACBD7$JZ#=[;9A†=@y$B:?0?0yCgMACBD7

¨C©ª

«Œ¬G­ˆ®

ª

«ƒ¯j°Š¬²±–³0´

µ¶T·¹¸$º»>¼–½"º¾F¸z¸•¿[ÀTÀD»F¼•Á²Â{Ã,ĈůÇqȞÉDÊTˆÇÌÈz˕ÍʈˉÇÌÎÏо>Ñ[ÃÒÓQÔ

PÕD֛×DØ

Ù"ÚDÙÛGÙFÜ{ÝDÙ>ÛÞÜ{ÝDÙ

c

Ý#ßà

Õ

ÙQá )â›ã

Ù>ä

l[åbåDæDç<è

Ù

Õ@é

كÚDÙ â†ê

ÛGà ã Ù

æig7j7g_gbë "pžì "#!îí

Û

çbÕ

ÜQÙ<ï

âØã Õ íg7g ëbñ|ò lflihåbóëbë,ô>ØâQØ ãhÖ íg7g ëˆñò l lih"åbó\åTó

(5)

¢ p ¢ v

=[ZZ#=[;QAC.0/1.07:9|.07:9{;Q.HNI.0g WAC/[email protected]{9gI7.?0y>O.HNI.7IBD/4}I;Q.0g WZI;>B@}y

-

.0/1.0M|NI.Z$.<;Q?0.<Z9ACBD7$Jz.07

Z#=[;Q9AC?0gIyCAC.<;"?0.0yKgIAjNI.4yK=Z$.<;Q?0.<ZI9ACBD7dM{9:O.<;_O.0BDM?0B@ZAC_gI.@

=1?0B@;;€O.0yK=[9AKBD7„.0M{9yK=MBDyKg9ACBD7yK=ZyCgIM?0BD/1/ gI7O.0/1.07:9

=@NIB@Z9:O.0.@

=?0B@;;_O.0yK=[9ACBD7'?0y†=@MMAC_gI. ?0BD/1/1.x‚"‚=oNI.0MxNIA ?0gIyŠ9:O.0.0M\ZI;

-

.0MxNI.0MxNIAKM?0BD79AK7:gIAC9:O.0Mx_gIAžM. ZI;€O.FE

M.07:9.07:9

-

=dyK=„yCAC/HAŠ9.1NI.0MB@}€S.<9MB:?0?0gIyC9Q=@79M0x=@7IM?0.;>=[ZIZ$B@;90J7IBDgMZI;>[email protected]?

+

7IAC_gI.H}#=[ZI9ACM_O.0.

˜>™@’>’š0—‘D“•”–™@œ€‘@’F“•”²š0—‰—Šš"Z$BDg;,;_O.0MBDgIN;Q.?0.|ZI;QB@}#y

-

.0/1.@BDgIM,gI9ACyCACMBD7My†=‡—›™b˜Q‘D—¹”0‘D“•”–™@œ ’{™ !<“Gš"Z$BDg;9{;>BDgwh.<;yK=

Q™@œIœšZ#=[;9AC.\NI.0M…‰.07".<9{;Q.0M

-

=?0B@;;€O.0yK.<;ˆ#BDgIM"=0whBD7IM,?0BD/Z#=[;€O.|7IB@9{;>./ .<9O

+

B:NI.|=ˆwh.0?|yC.0M/ .<9O

+

B_NI.0M"M9Q=@7IN=[;QNIM

.<9,yK.0M"/ O.<9

+

B_NI.0M,7IBD7Z#=[;>=@/ .<9{;QAC_gI.0M0.0M.F _ZƒOO .<;>AC/1.07:9Q=[9ACBD7IM"[email protected]9yK=/ .<9O

+

B_NI.@

rTp ¤ u% ¢ v

w_AKMACBD7$JI=[ZIZ#=[;>AC.0/1.07:90JI?0B@;;_O.0yK=[9ACBD7$J;QB@}gIM{9.0MQM.@JyCB_?ˆ=@yCACMQ=[9AKBD7$JB:?0?0gIyC9Q=[9ACBD7‡Z#=[;9AK.0yCyC.

(6)

& )

rTs ¦ §quDr¦

%‰tr ¢ § ¥¦ s

Š` ‚B@;;Q.0yK=[9ACBD7=@7NAC/H=@LD.\9{;>=@7M…†B@;>/1M||x||x||x|x|||x|x|||x|x||x

 Y

=@7‡=@7IN?0.07IMgM9{;>=@7IM…‰B@;Q/ |x||x||x||x|x|||x|x|||x|x||x i

2 Y

B@}gIM{9;>.0L@;Q.0MMACBD7o}[email protected]‡Z#=[;9A†=@yj?0B@;;Q.0yK=[9AKBD7 ||x|x|||x|x|||x|x||x c

m t %£ p‰p ¦ v%¦ uhtr¦ "! ¢:¥$#¦ r %

nqp0r ¢ p0r tr¦

¦& %¦ uhtIr¦ t

§(§'†p sTp¦ (

€Š` )PM{9AC/H=[9AKBD7‡BD…ÌyKB:?ˆ=[9ACBD7„=@7IN‡NIACM{Z$.<;QMQACBD7H||x||x|x|||x|x|||x|x||x a

€

*

BD/1.xNI.,+7IAC9ACBD7IM=@[email protected] I=@/ZyK. |x||x||x|x|||x|x|||x|x||x a

€2 UdX-)Ÿx||x||x||x||x||x||x||x|x|||x|x|||x|x||x k

€. /ZIZyKAC?ˆ=[9ACBD7oBD…UX-) .0M{9AK/H=[9B@; ||x||x||x|x|||x|x|||x|x||x `D`

0 nqp0r %¦ uhtr¦ nztIp ¢ § # t#sˆr‰t %Pu ¦ sTs ¢ %‰tr¦ &

i:Š` /7=@yŠ‹€MACMƒBD…ž?0B@;;Q.0y†=[9ACBD7d=@7INyKB:?ˆ=[9ACBD7Ёx||x||x|x|||x|x|||x|x||x `D`

i:

\.ˆ=@yCAK7IL Ž AŠ9 + 9 +

.|Z#=[;9AK=@y$B_?0?0yCgIMAKBD7oZI;QB@}yC.0/]x||x|x|||x|x|||x|x||x `D`

i:2 R

;QB_?0.0NIg;Q.\BD…ÌZ#=[;9AK=@y$?0B@;Q;Q.0yK=[9ACBD7 ||x||x||x|x|||x|x|||x|x||x `

i:. UW=@AC7‡Z$BDAC7:9?0BD7IM{9{;>=@AK79x||x||x||x||x|x|||x|x|||x|x||x `

i:¹i )PM{9AC/H=[9AK7IL?0B@;;Q.0yK=[9ACBD7}.<9

Ž

.0.07d9

Ž

BHAC/ =@LD.

Ž

AC7INB

Ž

MH|x|||x|x|||x|x||x `b2

1 243 s ¢ rbt %Ps ¢ p %KrTp 5

c_Š` ‚BD7IM{9{;>=@AC7:9MgIM.0N x||x||x||x||x||x|x|||x|x|||x|x||x `

c_

*

9Q=[9ACM{9AC?ˆ=@y$;>.0MgIyŠ9M x||x||x||x||x||x|x|||x|x|||x|x||x `Ti

%

u% zp¦ t § zr Ìs ¢„¥ ¦ s %

(7)

!|1Ì $

*"+

.ƒw_ACMQg=@y?0B@;;Q.0M{Z$BD7IN.07I?0.ƒZI;QB@}yK.0/ACM=x/H=bSB@;)9Q=@M:AC7?0BD/1Zg9.<;w€ACMACBD7¹`D`J

J:c–J_=@MPAŠ9gI7IN.<;QyCAC.0MÌ/1B@9ACBD7

=@7IN M9.<;Q.0B /H=[9?

+

AC7IL€\AŠwh.07 9Ž B'AC/ [email protected]…"9

+

.‡M>=@/1.oM?0.07I.@J=WZA .0yPAC7 BD7I.‡AK/H=@LD.‡?0B@;;Q.0M{Z$BD7INM49B'=

ZAŠ €.0yÌAC7W9

+

.B@9

+

.<;|AC…9

+

.<‹W=[;Q. ZI;QBTS.0?<9ACBD7IM\BD…)9

+

.MQ=@/1.Z

+

‹_MQAC?ˆ=@yqMQ?0.07I..0yC.0/1.07:9058…9

+

.<‹W=[;>.9.0/Z$B@;>=@yCyŠ‹

?0BD7IMQ.0?0g9AŠwh.@JI9

+

.\?0B@;;>.0M{Z$BD7INI.07I?0.NI.<9.<;Q/1AK7I.0Mƒ/1B@9ACBD7$58…j9

+

.<‹o=[;Q.\M{Z#=[9AK=@yKyŠ‹HM.<Z#=[;F=[9.0No}g9ƒMAC/ gIyŠ[email protected]ˆJ

9 +

.?0B@;;Q.0M{Z$BD7INI.07?0.xNI.<9.<;Q/1AC7.0MM{9.<;Q.0B1NIAKM{Z#=[;QAŠ9Œ‹D

*,+

.|gIM.BD…Ì?0B@;Q;Q.0yK=[9ACBD7W=@M=1MQAC/1ACyK=[;>AŠ9G‹H/H.ˆ=@Mg;Q.x}$.<9 Ž .0.07„9 Ž B MQACLD7=@yCMACM Ž .0yKy _7B Ž 7$P5Œ9ACM,?0BD/1/HBD7IyŠ‹

gIMQ.0NAC74M9.<;Q.0B\w_AKMACBD7…†B@;9

+

.Pw€ACMg#=@y:?0B@;;>.0M{Z$BD7INI.07I?0.ZI;QB@}#yC.0/[email protected] _9.07IMQAŠwh.ƒ?0BD/Z#=[;QACMQBD7IM

+

=0wh.}$.0.07/H=@NI.

.<wD=@yCg=[9AC7LNIA.<;Q.079"?0B@;Q;Q.0yK=[9ACBD7?<;>AŠ9.<;QAK=¹`–

/MAC7INIAK?ˆ=[9.0N AC7i_Jl –JB_?0?0yCgIMQACBD7'Zy†=0‹€M =@7 AC/Z$B@;9Q=@7:9;>gIyC.1AC7 M{9.<;Q.0BÐ/H=[9?

+

AC7IL€„5Þ7!l–J5879ACyKyC.gIM.0M

;>BDgI7IN1‚ƒBD7:9{;QBDy

R

BDAC79M#"$‚

R&%

9Bx?0BD7IM9{;QgI?<9ž9

+

.ƒ}$.0M{9žNIACM{Z#=[;>AŠ9G‹|Z=[9 + 

*,+

ACMÌ/1.<9

+

B_NLDAŠwh.0Mž9

+

.ƒ}$.0M{9Ì;Q.0MgIyŠ9M

AC…'|‚

R

=[;Q.Pwh.<;‹4?0yKBDM.)9B9

+

.ƒB_?0?0yCgIMAKBD7}$BDgI7IN#=[;QAC.0Mz=@Mž9

+

.0MQ.ƒ=[;>.)9

+

.;Q.0LDAKBD7IMqAK7

Ž + AC?

+

=@yCy_?0yK=@MMAC?ˆ=@y€/1.<9

+

B:NIM

…•=@ACy–

(

.Ѕ‰.0.0y,9

+

=[9BD7IyC‹ 9 +

.dgIM.„BD…\;QB@}gIM9 /1.<9

+

B_NIM ?ˆ=@7(Bbwh.<;Q?0BD/1.W9

+

.W/H=[9?

+

AC7IL'Z;QB@}yC.0/1M19

+

=[9.<wh.<;Q‹

/1.<9

+

B:N.07?0BDgI79.<;>M=[9"9

+

.B:?0?0yCgNIAC7IL?0BD7:9BDg;QM0P5Þ7)k*–J= _‘@’<“•”•‘h—̘>™@’>’š0—‘D“•”–™@œ‡/1.<9

+

B_NACM"N.0M?<;QAŠ}$.0N$J_}#[email protected]

BD7 ’8™ !F“P’{š$D’š F”•™DœIP5Þ9ZI;QBbw_AKNI.0M"LDB_B:N/ =[9?

+

.0M=[9B_?0?0yCgIMACBD7o?0BD7:9BDg;QM0

587Ð9

+

ACM\Z=[Z.<;bJz=@7IB@9

+

.<;|Z#=[;Q9AK=@yž?0B@;;Q.0yK=[9ACBD7 /1.<9

+

B_N ACMxNI.<wh.0yCB@Z$.0N$J$}#[email protected] BD7 ’8™ !F“—›™b˜Q‘D“•”–™@œI15Þ9xgIM.0M

=H/1AC7IAC/ gI/ whBDyCg/1.|.0M{9AC/ =[9B@;+"²UdX ) %

J=@7IN„ACM,=@yCMQB1?ˆ[email protected]

+

.UdX ) ?0B@;;Q.0y†=[9ACBD7$5Œ9,?ˆ=@7„}$.x9{;Q.ˆ=[9.0NÐ=@M=

;QB@}#gIM{9A+?ˆ=[9AKBD7‡BD…q9

+ . \‚,‚ ?0B@;;Q.0yK=[9AKBD7,".<;QBHU„.ˆ=@7W‚ƒ;QBDMM,‚ƒB@;;>.0yK=[9ACBD7

%

JIAC79

+

=[9,M.07IMQ.xAŠ9"ACMƒ9

+ . \‚"‚

BD7d9

+

.-™ˆ™|Z#=[;Q9M"BD…Ì9

+

.|MACLD7#=@yCM0

*,+

ACMƒZ#=[Z$.<;"ACM"B@;>Lh=@7IA/.0.0Nd=@M…†BDyCyKB Ž M0)=@…†9.<;=@7dAC79{;>B:NIg?<9ACBD7o9B;Q.0yK=[9.0N Ž B@; J Ž .|LDAŠwh.=M

+

B@;9,=@7=@yŠ‹€MACM

BD…ž?0yK=@MMQAC?ˆ=@y x‚"‚(?0B@;;Q.0yK=[9AKBD7…K;>BD/ 9 +

.xyCB_?ˆ=[9ACBD7‡w€AC. Ž Z$BDAC7:90

*"+

.07‡MBD/1.…†gI7N=@/1.07:9Q=@y$yCB:?ˆ=[9AKBD77IB@9ACBD7IM

=[;Q.NIAKM?0gIMM.0NjJ#…‰BDyCyCB Ž .0NW}:‹W=H;>B@}gIM{9\yCB_?ˆ=[9ACBD7W}#[email protected]?0B@;;Q.0yK=[9ACBD7jJ Ž + AC?

+

ACMx=@yCMB?ˆ[email protected]ÐUdX )Ÿ?0B@;Q;Q.0yK=[9ACBD7$

/ƒ9x9

+

..07INjJMQBD/1..F _Z$.<;QAC/H.079Q=@yq;Q.0MgIyC9M=[;Q.M + B Ž

7$J$AC7?0yCgINIAC7L?0BD/Z#=[;QACMQBD7IM

Ž

AŠ9 + 9 Ž

B‡?0yK=@MMAC?ˆ=@yž/1.<9

+

B:NIM

x‚"‚ =@7IN * *

1" $.<;QBUd.ˆ=@7

*

gI/ BD…

*

_g=[;Q.0N NA.<;>.07I?0.0M

%

J$=[}A +

M;>=@7W=@7NW?0.07MgIM2¹`bc–Jz=@7N

=@7 M

/1.<9

+

B:N Y * *

|‚3"

Y

B@}gIM{9

*&*

Ž AŠ9

+

‚ƒ.07:9.<;"Z$BDAC7:9"?0BD7IM{9{;>=@AC7:9

% k–

4 )% 65 !7

5879

+

ACMž;>.<ZB@;Q90J Ž . Ž ACyCy_NI.0M?<;QAC}.= ’{™ !<“/H=[9?

+

AC7IL|=@yCLDB@;>AŠ9

+

/‡

*"+

.<;Q."=[;>."=@yCMBxB@9

+

.<;QM)Z#=[Z$.<;QMBD71/H=[9?

+

AC7IL

ZI;>B@}yC.0/ AK7 Ž + AK?

+

MBD/1.4’8™ !F“/1.<9

+

B_NIM=[;>.gIMQ.0N$98IB@;.F =@/Z#yC.@J_AK7H9

+

.,Z#=[Z$.<;BD…zVxNIB@}$..=@7IN;:BDg9

+

.0/4‹

¹`b2*–Jh=<š F“•”>=1‘D“²™@’jACMqgIM.0Nx9B?0BD/Zg9.<;Ì9

+

.B@Z9AC?ˆ=@yE?B

Ž

Jh=@7INAC7@¹`bc*:=@7IN;2*–Jh=\œ#™@œA†_‘@’{‘*=Hš0“•’F”–˜9{;>=@7IMQ…†B@;Q/

ACM,gIM.0No}$.0…†B@;>.\9

+

.|?0B@;;Q.0y†=[9ACBD7$587Bk*–J= _‘D’F“•”–‘D—ž˜Q™@’F’{šˆ—›‘h“•”•™@œ‡/1.<9

+

B:NAKMNI.0M?<;QAŠ}$.0N$

CED$F G@HJIKIKLNM$O'PQ$HRSORUTVQ$WXOZYJL,PIKORU[ \]HJIWX[

*"+

.|w€ACMg=@yj?0B@;Q;Q.0M{Z$BD7INI.07I?0.4BD…ž9Ž BHwh.0?<9B@;>MxACM,gIMQg=@yCyŠ‹NI.,+7I.0Nd}:‹?0B@;;>.0yK=[9ACBD7$

*"+

.<;Q.4=[;Q.4/H=@7:‹dNIA.<;Q.07:9

wh.<;QMQACBD7IMBD…$9

+

ACM^"–M.0.,9 + . *

=[}yC.`AC7<¹`…‰B@;ƒAC7IM{9Q=@7I?0.

%

) _Z$.<;QAK/1.079Q=@y?0BD/Z#=[;QACMQBD7IM=[;>.,;Q.<Z$B@;9.0N AC7_¹``=@7IN

–

//1BD7IL4.F €AKM{9AC7IL|/H.<9

+

B:NM0J

Ž . +

=ˆwh.?

+

[email protected].<;QB /1.ˆ=@7H7IB@;>/H=@yCA/.0.0N ?<;QBDMM)?0B@;Q;Q.0yK=[9ACBD7_"x‚"‚

%

}$.0?ˆ=@gIM.

BD…žAŠ9M"LDB_B_N.F _Z$.<;QAK/1.079Q=@yZ$.<;Q…‰B@;Q/H=@7?0. Ž AŠ9

+

;Q.0M{Z$.0?<9"BD…ÌwD=[;‹_AK7ILyCACL

+

9AC7IL?0BD7INIAŠ9AKBD7IM0

(8)

"

%

" "

%

"

% %

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

Ž

AC9

+

"012

%

J

"340562

% 9 +

.NIACM{Z=[;QAŠ9G‹DJ

7

"

%8:9<;>=?

#+ ! #&%(,

;

'@ ! #+%-'A'B#+ * #&%(,/.%-,

;

'@ * #+%-,/.%('B'

C @

"•9

+

.?0Bbw@=[;>AK=@7I?0.}$.<9Ž .0.07

"

%

=@7IND

"EF

% % J !

G 9 ;=?

#+"!#&%(,

;

'H@ "!#+%-'A'

*

C @

"•9

+

.M{9Q=@7IN=[;QNÐNI.FE

w€AK=[9ACBD7 BD…("

% % J

)*

IG 9<;>=?

#+ * #&%(,/.J%(,

;

'@ * #+%-,/.%('B'

*

C @

"•9

+

.HM9Q=@7IN=[;QN NI.<w_A†=[9ACBD7'BD…("IK4

% % J

L

"M5

%ONKP IQ

"M1

%SR TVU

M

UW

=@7N

TYX U

UWX[Z

J `"

%

=@7IN *"

% 9 +

.H/1.ˆ=@7

L@;>=ˆ‹yC.<[email protected]"BD…Ì9

+

.\9

Ž B AC/H=@LD.

Ž

AC7INIB

Ž

M( "

%

=@7N\"Y

%

=@7IN\]

"

(`

% " X ` %

ACM9 + .

Ž

AK7INIB

Ž

NAC/1.07IMAKBD7$

*,+

. * * ?0B@;;>.0yK=[9ACBD7…‰gI7I?<9ACBD7

+

=@M,=@yCMB}$.0.07gIMQ.0N0

_^^a`

"bY

%

! #&%('H@c* #+%-,/.%-'

Ž AC9

+

"

T

% " L %d

"e L %fT

"eK4I L %

J=@7IN ! #&%('H@c * #+%-,/.%-' 9 +

.HM{9Q=@7IN#=[;QN NI.<w€AK=[9ACBD7 BD…

"

%aT

"Y

% 

B@9AC?0.9

+

=[9

Ž

AŠ9

+ * * J Ž

.|/HAC7IAC/1A.0.,9

+

.?0B@;;Q.0yK=[9ACBD7d…†gI7?<9ACBD7

Ž + ACyK.

Ž

AC9

+

\‚,‚J

Ž

./H=T €AK/1A/.0.\AŠ90

/yŠ9.<;Q7#=[9AŠwh.,=[ZIZI;>Bh=@?

+

.0M

+

=0wh."}$.0.07ZI;>[email protected]}#[email protected]{;F=@7IM…‰B@;Q/1.0Nwh.<;QMAKBD7IMBD…9

+

.B@;QACLDAC7#=@y_MQACLD7=@y–'/

?0BD/1/HBD74M{9Q=@7N=[;QN|9{;F=@7IM…‰B@;Q/H=[9ACBD7|AKMj9 + .

=[ZyK=@?0AK=@74BD…_9

+

.)AC/ =@LD.@

*"+

ACM

+

=@Mž=MAC/1AKyK=[;j. .0?<9Ì9B,7B@;Q/H=@yCA/.0AK7IL

9 +

.AC/H=@LD.=@M"AK7o9

+ . * * /1.<9

+

B:N$

/yCyƒBD…9

+

.0M.‡/1.<9

+

B_NIM=[;Q.owh.<;‹ M.07IMQAŠ9AŠwh.9B BDg9yCAC.<;>M0J.@L€ M{9{;QBD7IL 7IBDAKM. B@;H9

+

.ZI;Q.0M.07I?0.‡BD…,Z#=[;9AK=@y

B_?0?0yCgIMAKBD7IM0Ì5Þ7 B@;QNI.<;)9B;Q.0NIgI?0.MgI?

+ . .0?<9M0JMBD/1.=@gI9

+

B@;QM)yKAC/1AŠ99

+

.AC7 ?g.07I?0.BD…9

+

.,7_gI/1.<;QAK?ˆ=@yw@[email protected]}_‹

BD7IyC‹9Q=€AC7ILHAC79B =@?0?0BDgI799

+

.MQACLD7BD…Ì9 + .

=[ZyK=@?0AK=@7 ¹`Tl_Jj`

–JB@;,9

+

.|B@;>AC.079Q=[9AKBD7„BD…Ì9

+

.|L@;[email protected]:9 ¹`Ti*–5Þ7

9 +

.0MQ.4?ˆ[email protected]ˆJ$9

+

.Z$.<;9gI;}#=[9ACBD7IM,BD…9

+

.?0B@;Q;Q.0yK=[9ACBD7 =[;Q. AC7dNAŠ;Q.0?<9,;F=[9ACBH9B 9 + . MA/.0.4BD…9

+

.4Z.<;Q9g;}$.0Nd=[;Q.ˆ=_

/MAC/1AKyK=[;AKNI.ˆ= ACM.F _Z#yCBDAŠ9.0N‡AC79

+

.\;>=@7 =@7IN‡?0.07IMQgIMƒ9{;>=@7IM…‰B@;Q/ ¹`bc*$Z;Q.0M.07:9.0NAC7oM.0?<9ACBD7   *

.0?<9ACBD7 2

ZI;>.0M.079M=@7IB@9

+

.<;,AKNI.ˆ= 9BZ$.<;Q…‰B@;Q/ _‘@’<“•”•‘h—̘>™@’>’š0—‘D“•”–™@œ=@…K9.<;

+

=0w€AC7IL;>.ŒS{.0?<9.0Nd9

+

.H™ˆ˜>˜ˆ— F”•™Dœ Z#=[;Q9+k–

CED C g<OR8h OZRUTji LNRU[lkU[ PIKOR[\]HJI W

$=[}#A

+

¹`bc*

+

=@MzNI.<wh.0yCB@Z$.0N=@7=[ZIZ;QBh=@?

+ 9 +

=[9j;Q.0yCAK.0M$BD7yCB_?ˆ=@y@9{;>=@7IM…‰B@;Q/1Mj}#[email protected]|BD7Hœ#™@œA†_‘@’{‘*=Hš0“•’F”•˜ž/H.ˆ=@Mg;Q.0M0J

NI.0MQACLD7I.0N„9B 9BDyK.<;>=[9. Z#=[;9AK=@yÌB:?0?0yKgIMACBD7$J

Ž + AK?

+W+

.?ˆ[email protected]‘h˜b“•”•™@œ‘D—” BD7€E²Z#=[;>=@/H.<9{;QAC?M{9Q=[9ACM{9AK?0M ¹`oÌACM

NIAKM{9AC7ILDgIAKM

+

.0N}_‹19

+

.\gIM.BD…zB@;>NI.<;QAC7IL4AC7I…‰B@;Q/H=[9ACBD7o=@/1BD7ILN=[9Q=_J€;>=[9

+

.<;9

+

=@79

+

.\N=[9Q=4w@[email protected]

+

.0/1M.0yŠwh.0M0

* Ž B„yCB:?ˆ=@yP7IBD7€E²Z#=[;F=@/1.<9{;QAC?H9{;>=@7IM…‰B@;Q/1M Ž .<;Q. AC7:9{;QB:NgI?0.0N$

*"+

.’{‘@œ pW“•’8‘@œ Am0™@’ = ACM4=d7IBD7E²Z#=[;>=@/1.<9{;QAK?

/1.ˆ=@MQg;Q.BD…yKB:?ˆ=@yqAC79.07MAŠ9G‹DJ Ž + ACyK.\9

+

.M.0?0BD7N„BD7I.@J#9

+ . ˜Fš<œ !4“•’8‘Dœ Am0™@’ = JjAKM=17BD7€E²Z#=[;>=@/1.<9{;>AC?|MgI/H/H=[;‹

BD…žyCB_?ˆ=@yjM{Z#=[9A†=@y$M{9{;QgI?<9g;>.@

.<9Oq }$.=WZAŠ €.0y–Ja'"Hq

%

AŠ9MAC7:9.07IMAŠ9Œ‹DJ=@7IN

"Hq

% 9 +

.‡M.<9BD…"ZAŠ €.0yCMAC7 AŠ9M7I.0AKL

+

}$B@;

+

B_B_N$ /yCy7IBD7€E

Z#=[;F=@/1.<9{;QAC?9{;>=@7IMQ…†B@;Q/HM4NI.<Z$.07IN BD7 9 +

.o?0BD/Z#=[;>ACMBD7 BD…- "Hq

%

=@7IN 9 + . AK79.07IMQAŠ9G‹ BD…,9

+

.ZA .0yCM AC7

"Hq

% 

\.,+7I.sr "Hq-Jqut

%

9BÐ}$.`‡AC…( "Hqvt

%nw

"Hq

%

=@7NxoWB@9

+

.<; Ž ACM.@ BD7€E²Z#=[;>=@/1.<9{;>AC?oyCB:?ˆ=@yP9{;>=@7IMQ…†B@;Q/HM N.<Z.07N

MBDyK.0yŠ‹BD79

+

.|M.<9,BD…qZA .0y$?0BD/Z#=[;>ACMBD7IM0J

Ž + AC?

+

AKMƒ9

+

.|M.<9"BD…žB@;QNI.<;>.0N‡Z#=@AŠ;QM0

y z

{/|

=}

#{ '

"Hq

t

r "Hq~Jq t% %€

(9)

*,+

.o’8‘Dœ p9{;>=@7IM…‰B@;Q/ ACM|N.,+7I.0N'=@M|9

+

.7:gI/4}$.<;|BD…ZA .0yCM\AC7Ð9

+

.1yCB_?ˆ=@yž;Q.0LDACBD7 Ž +

BDM.1AK79.07IMQAŠ9G‹WACM|yC.0MM

9 +

=@79

+

.|AC7:9.07IMAŠ9Œ‹BD…q9

+

.|?0.07:9.<;,Z#A €.0y² 8B@;Q/H=@yCyŠ‹DJ9

+

.\;>=@79{;>=@7IM…‰B@;Q/ "Hq

%

ACM

"Hq

%

A"

Q q t N

"Hq

%SR

"Hq

t

%(w

'"Hq

%€Z %€

8B@;,9

+

.\;>=@7 H9{;>=@7IMQ…†B@;Q/J-"?0B@;;Q.0yK=[9AKBD7 "–/1AC7IAC/HA/.ˆ=[9ACBD7oBD…z9

+

.xMgI/ BD…ž=[}MBDyCg[email protected]…ÌNIA.<;Q.07I?0.0M

%

BD…z9

+

.9{;>=@7IM…‰B@;Q/1.0N‡AC/ [email protected] B@;>NI.<;9B ZI;Q.0M.<;wh.x= ;Q.0MZBD7M."9

+

=[9"N.<Z.07NIMPyKAC7I.ˆ=[;QyŠ‹BD7o9

+

.\7_gI/4}.<;

BD…žBDg9yCAK.<;QM0

*,+

.4˜Fš<œ 9{;F=@7IM…‰B@;Q/ "Hq

%

ACM=/H=[ZIZAK7IL|…†;QBD/ 9 +

.yCB_?ˆ[email protected]

+

}B@;

+

B:B_N1BD…j=ZA .0y q 9B=|}AC9)M{9{;QAC7L

;Q.<Z;Q.0M.07:9AC7IL9

+

.4M.<9,BD…7I.0AKL

+

}$B@;QAC7L4Z#A €.0yKM

Ž +

BDM.AC79.07MAŠ9G‹‡ACM,AC79.<;>ACB@;"9B19

+

=[9BD…

.<9

"Hq

%f

q

`

Ž +

.<;Q.ACMƒ9

+

.xUdAK7hB Ž M _A$Mg/ =@7N

`

ACM=M.<9"BD…qNIACM{Zy†=@?0.0/1.079MˆJ=@7N‡yC.<[email protected]?0BD7I?ˆ=[9.07=[9AKBD7$

*"+

.

?0.07IMQgIM9{;>=@7IMQ…†B@;Q/ ?ˆ=@79

+

.07‡}$.\M{Z$.0?0A+.0N=@M 0

"Hq

%

=

r "Hq-JqKSJK

%S

R A .0yCMƒBD…j?0.07IMgIM9{;>=@7M…†B@;>/1.0NoAC/[email protected]"=[;Q.\?0BD/Z#=[;>.0N…‰B@;"MAC/HACyK=[;QAŠ9Œ‹gIMAC7IL9

+

.=@/1/HAC7IL NIACM{9Q=@7I?0. "•9 + .

7_gI/4}.<;BD…Ì}AŠ9M"9

+

=[9NIA.<;

%

}$.<9 Ž .0.07„9

+

.|9 Ž B }AŠ9"M9{;QAC7ILDM0

*"+

.4=@yCLDB@;QAŠ9

+

/~?0BD/Zg9.0M9

+

.4?0B@;;Q.0M{Z$BD7INI.07?0.

}_‹‡/1AC7IAC/HA/.0AC7ILx9

+

.=@/H/1AC7ILNIAKM{9Q=@7I?0.|=@…†9.<;=[ZIZyŠ‹€AC7IL 9 +

.x?0.07MgIM9{;>=@7M…†B@;>/‡

CED g<H fk[ PIKLNYJIKLN[*[*QHR!UOZ[LNT#"OZIPKQOM_i HJIKIKLNM$O'PQ$HR

‚ƒBD7MACNI.<;9

+

.o9

Ž B Ž AC7INIB

Ž

MBD…^8žACLDg;>.Ð`D

*,+

.<‹ /H=[9?

+

.F ?0.<ZI9H…‰B@;9

+

.‡gZE²;>ACL

+

9?0B@;Q7.<;QM0

( . Ž

=@799B

;Q.0?0Bbwh.<;9

+

ACMx?0B@;;QgIZI9.0N Z#=[;90

( . =@MMg/1.9

+

=[9yKB:?ˆ=@yCyC‹d9

+

.1MQACLD7=@yB@}$.<‹_M4=@7 = H7I.19{;>=@7IM…‰B@;Q/H=[9ACBD7 …†;QBD/

BD7I.AC/[email protected]

+

.xB@9

+

.<;+"–M.0. 8ÌAKLDg;Q.

% 0

*"%$4&

% ('

`"%$f405&52

%

*) ,+

Ž +

.<;Q. "30162

%

ACMƒ9

+

.|NIACM{Z=[;QAŠ9G‹BD…Ì9

+

.\Z$BDAC79-"012

%

J-$

0 M1&

2u

=@7IN.$

N Q 0 T SS

0 Z

&

N

Q 2

TX SS

25 XjZ

J

o`=@7IN X

o`=[;Q.9 + . Ž

ACN9

+

=@7IN 9 + . + .0ACL

+

9ÌBD…9

+

.)9.0/Z#yK=[9.

Ž

AC7INIB

Ž

;>.0M{Z$.0?<9AŠwh.0yŠ‹

=@7IN.+ACM,= |=@gIMMAK=@7dAC/H=@LD.|7IBDAKM.@

8žACLDgI;Q.`0V\?0?0yCgMACBD7$

.0…K90 0JI;QAKL

+

90

*

gI?

+

=@7„= H7I.x;Q.0y†=[9ACBD7‡ACM9{;Qg.xAC7o9 + . Ž

AK7INIB

Ž

.F ?0.<ZI9…‰B@;"9

+ . ™ˆ˜Q˜b— š|Z#=[;Q9M0

/ MAK/ZyC.<;/1B_NI.0y

Ž

BDgIyCN=@yCyCB

Ž

SgIM{9,=M

+

AC…K9AC7‡AK79.07IMQAŠ9G‹DJIA–.@)9

+

.xM?ˆ=@yC.|…•=@?<9B@;

'

ACMM.<9"9B‡`0

"%$4&

%8

"%$>Y05&542

%

*) ,+



58…P9

+

.?0.079.<; BD…)9 + . Ž

AK7INIB

Ž Ž AC9

+

?0B:B@;QNAC7=[9.0M "052

%

ACMœ#™h“B:?0?0yCgNI.0N$Jz=@7 =@NINAŠ9ACBD7=@yÌ?0BD7IM{9{;>=@AK79|?ˆ=@7

}$.M{9Q=[9.0N$J Ž + AC?

+ Ž ACyCyq}.?ˆ[email protected]Ð9

+

.0/b˜>š0œ“Gš<’\_™D”†œ“\˜Q™Dœ F“•’{‘@”‰œ“21d}$.0yCB Ž 5Þ9SgIM{9xM{9Q=[9.0M|9

+

=[9x9

+

.?0.079.<; BD…

9 + . Ž AC7INIB Ž +

=@M9B1M>=[9ACM…†‹ 9 +

.\Z;Q.<w_AKBDgIM"= H7I.|B@;,9{;>=@7IMyK=[9AKBD7=@y$?0BD7IM{9{;>=@AK790

(10)

I2

I1 50

100 150 200 250

50 100 150 200 250

8žACLDg;>.

0/ 7I.;Q.0yK=[9AKBD71}$.<9

Ž

.0.07 ƒ=@7INO[J:9

+

.,M/ =@yCyI?0AŠ;Q?0yK.0M;Q.<ZI;>.0M.079BDg9yCAC.<;>M0JA–.*0ÌZ#=@AŠ;QMPBD…L@;Q.<‹1yC.<wh.0yCM

BD…ÌZA .0yCMƒ/1ACMQ/H=[9?

+

.0Nj

"012

% '

"0 Y052d42

%

,)U"²= 7I.|?ˆ=@M.

% J

"012

%

"0 Y052v42

%

,)U"•9{;F=@7IMyK=[9ACBD7d?ˆ=@M.

%7

*,+

.PB_?0?0yCgIN.0N4Z=[;9M=[;Q.ƒ…†BDgI7N4gIMQAC7IL|’{™ <“²‘D“•”<“•”•˜ \=0w€AC7IL…†BDg7IN9

+

.0M.x™ˆ˜Q˜b— šZ#=[;9MˆJ@?0B@;Q;Q.0yK=[9ACBD7

ACM4;Q.0M{9{;>AC?<9.0N'9B„9

+ . ;Q.0/H=@AC7IAK7ILoZ#=[;9M BD…ƒ9

+ . 9 Ž B Ž AK7INIB Ž M0

( . ?ˆ=@yKy)9

+

AKM|9.0?

+

7IAC_gI._‘D’F“•”–‘D—˜Q™@’F’š0—‘D“•”•™DœI

587Ѕ‰=@?<9_‘@’<“•”–‘D—)˜Q™D’>’š0—‘D“•”–™@œ„ACMx= M{Z$.0?0AK=@yÌ?ˆ[email protected]…

š<”*_“Gš W˜Q™@’F’{šˆ—›‘h“•”•™@œJÌ=@M

Ž . yK.ˆ=0wh. "M5

% ` "–AC7IyKAC.<;

%

B@;

"M1

%

o "–BDg9yCAC.<;>M

% 

8B@; .F I=@/ZyC.@JqNI.,+7IAC7L

` % "L %

" L %T

"IK L %

Jž=@7IN

` %

9

#;

' #; '

9

#

; ' Jz9

+ .

Ž

.0ACL

+

9.0N * * ?ˆ=@7d}.x.F €ZI;Q.0MQM.0Nd=@M"…‰BDyCyCB

Ž

M0

^8^ `

" 64

%f

9 ;>=?

"` % "L

%aT ` % % " L %

9 ;=?

" L

%aT

` 

"%4Q & & %| $495 >

*"+

.x…†gI7?<9ACBD7 x‚"‚ BD…q9 Ž BO]

T

NIAK/1.07IMACBD7#=@y#yCAKM{9M(

"0

%)C

=@7N

"2

%)C

JACMNI.,+#7I.0Nd=@M0

9 C

# "!H@#%-'A#%$&!3@'#

( '

C @

) 9 C

#% "!3@ %('#

*

C @ 9 C

#%$&!3@ #

( '*

C @

Ž + AC?

+

?ˆ=@7(=@yKMB }$..F €ZI;Q.0MQM.0N(=@M9

+

.„;>=@NIAKB'BD…x9

+

.W?0BˆwD=[;QAK=@7I?0.

" &

%

}$.<9 Ž .0.07 =@7IN* =@7N 9 + .

LD.0BD/1.<9{;>AC?ˆ=@yz/1.ˆ=@7„BD…z9

+

.0AŠ;"wD=[;QAK=@7I?0.0M

=@7IN

$ 

58…

Ž

.?<;Q.ˆ=[9.1=oyCAKM{9BD…)9

Ž

B[EGNIAC/1.07MACBD7=@yÌZ$BDAC7:9M_q

"Hq

% C

" "0

2

%,+% C

J$9

+

.07 AŠ9Mx?0.07:9.<;ACM\LDAŠwh.07

}_‹.-q

"/- 0- % + "

921

!43 ! "!

C

951

!43 !

$&!

C % +

JIAŠ9M,NIACM{Z$.<;QMAKBD7 AC7o9.<;>/1M"BD…Ì9

+

.x?0BˆwD=[;QAK=@7?0./H=[9{;QAŠ oACMLDACwh.07}_‹ 0

9 C

"Hq

T -q %

"Hq

T -q

%,+

] T `

76

"012

%

7

"052

%

$ 8

(11)

Ž AC9

+ G

951

!3 !

# "!@

#

%-'

*

C @ J $ G

921

!43 !

#%$&!@

#

( '*

C @ J

"012

%u 921

!43 !

#% "!@

#

%-'A#$&!H@

#

( '

C @

JÌ=@7IN

<d

" &

%

#

$7'

!*

!H!

*H*

J Ž + .<;>.

ACMƒ9

+

.|.0yK.0/1.079BD…

AC7o9 + .

+

;QB Ž =@7N‡9 + .

+

?0BDyCgI/17j

(

.xMQ.0.,9

+

=[9ƒ9

+ . x‚"‚ …†gI7?<9ACBD7HBD…

"0

%

=@7IN

"2

%

?ˆ=@7o}$.,?0BD/ZgI9.0N…†;QBD/]9

+

.NIACM{Z$.<;QMAKBD71BD…

q

"Hq

%8

"0

2

%,+



*,+

ACMƒZI;QB_?0.0NIg;>.AKM"?0BD/Z$BDM.0NBD…q9

+

;Q.0.|M9.<ZM0

`D ))M{9AK/H=[9ACBD7‡BD…Ì9

+

.xN=[9Q=?0.07:9.<;ˆ

 ))M{9AK/H=[9ACBD7‡BD…Ì9

+

.x?0BˆwD=[;QAK=@7?0./H=[9{;QAŠ 

2_ ))M{9AK/H=[9ACBD7ÐBD…9

+

.?0B@;Q;Q.0yK=[9ACBD7 ?0B_. H?0AC.07:9x}:‹W?0BD/Zg9AK7ILH9

+

.;>=[9ACBoBD…)9

+

.49 Ž Bw@=[;QA†=[}yC. ?0BˆwD=[;QAK=@7I?0.

=@7INo9

+

.|LD.0BD/H.<9{;QAC?ˆ=@yz/H.ˆ=@7BD…Ì9

+

.0AŠ;wD=[;QAK=@7I?0.0M0

587„9

+

.|Z#=[;Q9AK=@yzB_?0?0yCgIMAKBD7d?ˆ=@M.@J9

+

.<;Q. =[;Q. MBD/1.BDgI9yCAC.<;QM0

*,+

..0M{9AK/H=[9ACBD7dBD…9

+

.?0.07:9.<;|=@7INd9

+

.?0BˆwD=TE

;QA†=@7I?0.|/H=[9{;QAŠ ‡M

+

BDgIyCN‡}$.x;>B@}gIM{9,MQB19

+

=[99

+

..0M{9AK/H=[9ACBD7dBD…Ì9

+

.4?0B@;;Q.0yK=[9AKBD7d?0B_. H?0AC.07:9ACM,;Q.0yCAK=[}#yC.@)5879 + .

7I.F €9,M.0?<9AKBD7$J

Ž

.|NIACM?0gMM9

+

.x;QB@}gM{9.0M{9AC/H=[9ACBD7dBD…ÌyKB:?ˆ=[9ACBD7„=@7IN‡NIACM{Z$.<;QMQACBD7$

Q %Q| Q"1Q )!

587 9 +

ACMM.0?<9AKBD7$J Ž .AC7:9{;QB_NIgI?0.9

+

.‡7IB@9AKBD7 BD…= yKB:?ˆ=[9ACBD7 .0M9AC/H=[9B@;ˆJƒ?0BD7IMACN.<;ZI;QB@Z$.<;9AC.0M1=@M9{;F=@7IMyK=[9ACBD7

AC7:wD=[;QAK=@7I?0.@J#Z.<;>/4g9Q=[9AKBD7dAC7:w@=[;>AK=@7I?0.=@7INÐ= H7I.4AC7:w@=[;QA†=@7I?0.@J=@7IN„NIACM?0gMM9

+ . 7IB@9ACBD7„BD…ž}I;Q.ˆ=€NIB Ž 7„Z$BDAC7:90

/ƒ9o9

+

.„.07IN$J

Ž

.dAC7:9{;QB_NIgI?0.„MBD/1.„;QB@}gIM{9 .0M{9AC/H=[9B@;QMˆJ=@7IN LDAŠwh.„/HB@;Q.„N.<9Q=@ACyCMBD…|UX-)"J

Ž + AC?

+

ACMo= H7I.

AC7:wD=[;QAK=@7:90

*"+

ACMo.0M{9AC/ =[9B@;„ACM=[ZIZ#yCAC.0N(9B NI.0NIg?0.'= ?0B@;;Q.0yK=[9AKBD7Ÿ…†g7I?<9ACBD7$J Ž + AC?

+

ACMo;QB@}gM{9o9B Z#=[;9AK=@y

B_?0?0yCgIMAKBD7IM "–M.0?<9ACBD7Ði

% 

D$F [ PKQ$WXO'PKQHR!H\+MH i O'PKQHR ORT TUQ$[ "#LAI [*QHER

(

.‡NIAKM?0gIMM9

+

.o.0M{9AC/H=[9ACBD7 BD…9

+ . /?0.07:9.<; 1 BD…,=WM.<9BD…Z$BDAC7:9M0J Ž +

.<;Q.=@yKy)wD=[;QAK=[}yK.0M =[;Q.9{;Q.ˆ=[9.0N AK7 9 + .

MQ=@/H.

Ž

=ˆ‹D

(

.=[;>.=@yCMBAC7:9.<;Q.0M{9.0N„AC79

+

.|N=[9Q=1NIACM{Z$.<;QMAKBD7=[;QBDg7INo9

+

.x?0.07:9.<;ˆJ

Ž + AC?

+

ACM.F €ZI;Q.0MQM.0N‡}_‹ 9 + .

?0Bbw@=[;QA†=@7I?0./H=[9{;>A oBD…q9

+

ACMMQ.<9,BD…ÌZBDAK79M0

*

gZIZ$BDM.9

+

=[9 Ž . +

=ˆwh.=M.<9,BD…žN=[9Q= 0

Q 3

SS

3 C Z

Q "3

3

)l

SS

3

% +

SS

"3 C 3 C l

SS

3 C % + Z

BD… ]EGNIAC/1.07MACBD7=@y$Z$BDAC7:9M0

( . +

=ˆwh.9B.0M{9AC/H=[9. AŠ9M?0.079.<;bJ$=@7N„=@yCMBAŠ9MNIACM{Z$.<;QMAKBD7=[;QBDgI7INd9

+

.4?0.07:9.<;ˆJ

.F €ZI;Q.0MMQ.0N‡}:‹‡=?0Bbw@=[;QA†=@7I?0./H=[9{;>A  

U„B@;Q.x.F I=@?<9yŠ‹DJ Ž .x=[;Q.\yCB:B €AC7IL …‰B@;=@7‡.0M9AC/H=[9B@;HJ€MQgI?

+ 9 +

=[9

¢ 3 T "

%

…†BDyCyKB Ž M=

+

‹_Z$B@9

+

.0MA/.0.0N

NIAKM{9{;QAŠ}gI9ACBD7=@7N

+

=@M"MQBD/1.|gIM.0…‰gIyZI;>B@Z.<;Q9AC.0M058…qMQBD/1.|BDg9yCAK.<;QM"=@/1BD7ILH9 + . ¢

NB7IB@9"Z$.<;9g;}‡9

+

.x;Q.0MgIyC90J

9 +

..0M{9AC/H=[9B@;ACMMQ=@ACNo9BH}. ’{™ !<“•

DC HWXL TL&RUQPKQHER[ ORT OR L9OW "UM$L

(

.AC79{;>B:NIg?0.MQBD/1.ZI;QB@Z$.<;9AK.0MBD…#;>B@}gIM{9.0M{9AK/H=[9B@;QM0J_AC7I?0yCgINAC7IL"9

+

.7IB@9ACBD7IMBD…AC7:wD=[;QAK=@7I?0."=@7IN1}I;Q.ˆ=€NIB Ž 7

Z$BDAC7:90

Références

Documents relatifs

To test whether the vesicular pool of Atat1 promotes the acetyl- ation of -tubulin in MTs, we isolated subcellular fractions from newborn mouse cortices and then assessed

Néanmoins, la dualité des acides (Lewis et Bronsted) est un système dispendieux, dont le recyclage est une opération complexe et par conséquent difficilement applicable à

Cette mutation familiale du gène MME est une substitution d’une base guanine par une base adenine sur le chromosome 3q25.2, ce qui induit un remplacement d’un acide aminé cystéine

En ouvrant cette page avec Netscape composer, vous verrez que le cadre prévu pour accueillir le panoramique a une taille déterminée, choisie par les concepteurs des hyperpaysages

Chaque séance durera deux heures, mais dans la seconde, seule la première heure sera consacrée à l'expérimentation décrite ici ; durant la seconde, les élèves travailleront sur

A time-varying respiratory elastance model is developed with a negative elastic component (E demand ), to describe the driving pressure generated during a patient initiated

The aim of this study was to assess, in three experimental fields representative of the various topoclimatological zones of Luxembourg, the impact of timing of fungicide

Attention to a relation ontology [...] refocuses security discourses to better reflect and appreciate three forms of interconnection that are not sufficiently attended to