Algorithmics and Applications of Tree and Graph Searching

Algorithmics and Applications of Tree and Graph
Searching
Dennis Shasha
Jason T. L. Wang
Rosalba Giugno
Courant Institute
New York University
Computer Science Dept.
New Jersey Inst. Tech.
Math & Computer Science
University of Catania
[email protected]
[email protected]
[email protected]
ABSTRACT
! #"$%&')(*,+-./'
0 1234%562-
0 34%,78 129-:$9;<-=+ 0 >3-:?
-
:$ 0 @
/A 0 + 0 +BC-
BDE?1F
')
9;
G
0
"
HI3-?=JK 0 -
?BL
G 0 +
GMJC1F-
7ON:$!3
PQR 0 SG:$& 00 129 0 0 D
3-TU"$% V
0 K"$% 0 &
GW"$%9W-
B$(;+ 0 X
W9
:$Y1F
,%Z993-- 0 -?
O-
[
/ 0 '\
! 0 -?
] 0 (G5%'
0 127X8 - 99;L+:$!%L(; 0 F3 0 12 G2993- 0 -?
B
-:-
2?12^129G 0 P?+CI
&";7
1.
_K/ 0 ')INTRODUCTION
?
0 -?
. 0 (^% 0
12U3--
VI 0 `^#abB,c>(dB
0 &"e4 0 -W
f 0 + 0 +e,+12
0 ^J 0 O123
0 2 0 0 V
e9728 F 0 .123-
.!QR 0 -
3-+G^ad3Lg hijBGN 0 +Gk^a5g hlijB;
G.mK
;k^aYg4nHo,BpnqHijBJrI124'
0 + 0 +M 0 B?`KkD+%2g4nsHijB$`^#at'uk^aeg hvijB,`^wS 0 .g oxHi
G
`^Na>g y$oijBJr&`z#a{ 0 B
Gg v,sHiJ| 0 + 0 +2,+12
0 7
8 2G:$M(;
f:$3b9?9;O99?zJrM*,+%-
0 Vg lB;qBGv$}Bv$sB;shB;olHiS
=JrD*+%-
P9Vg xBhBpnyB
xqBUv?yBUv$oBCo}BCo,nij7~L=993-- 0 -
FH:$F`z#a 0 B
0 >3-? 0 12#G:$O993- 0 -?
0 <-
0 4€GO 0 (G
Iz 0 PH^
G 0 +334%F9
0 .(,% 0 z‚+I9,%'
3-?
,%ƒU
G=9W‚+#I12?3-+3„HK 0 (Gƒ!7
…\
#N 0 -?
xV&^9
0 12 0 -: 0 -
W*,+%†/1293-&?
0 G+:$%.3- 0 12IJ|D9,-
0 V*+-7IN 0 -?
hO-(;F3-? 0 12FJr=H!
>-
A97N 0 -?
<v
?
3+ 0 z9G9;!C
G.+? 0 KH:?
+ JrIJ|+ 0 +^ ";7
2. SEARCHING IN TREES
2.1
‡+ 0 bApproximate
"$% MH!-
Containment
^1F 0 !ˆ LQueries
$-
0 *,+
B
"?% 0 M-
=1F 0 0 W9G 00 D$-
0 +
G!3-%-
0 0 7M8 WJ|?3-3-I-
0 &.!/1293-^?12VJr?1 0 P3- 0 '
! 0 +7
c>"e+99; 0 >-
Y9 0 (%fmM7 N;7p_^N‰
0 W……N,'uqq?ll?hv$s
G……N'\q?ql?ly?h?y7
University
University
TA
Lecturer
Prof
TA
Lecturer
Prof
DB
OS
AI
IR
DM
DB
(a)
(b)
University
Lecturer
Prof
DM
DB
(c)
ŠC‹„Œ;pŽHYG‘F’u“;”†•–’u—b”W˜.™[š›ŽHœ?F’ž”PŸ¡ tpŽ¢5›ŽH;
˜=£†pŽH¢Yg-nsHij7&‰ˆ+Wn$j$ƒ G‚(;ƒX 0 &M`^#a 0 U!'
-(-
#+
:? 0 z1F-
0 -
{-
>=`z#aA 0 (G7=¤&?
'
0 I*+%=g lij¥b¦L§|¨G©Vªr«¬I­¨§|®¬!¯°§rª‚§)¬!°Iªr«±ªd«±®¬D±M²¬³ª‚­¯¬!¯
ª\¬±$³«§|¨,´2±P©$±ª)±PµM§|¨§r¨´F¶|·K¸=¹W³º­¯°¬z±¨;©Mªr«±ªp«±®¬z±C»¯º¼¬!°½
°!º¯2ª\¬±$³«§|¨,´f±©$±ª)±$¾±°¬e¶|·D¿b¹³º­¯°¬!7.8 -V*,+%{+3O(;
/9f(,%{ 0 †9G 00 dBpzI
O-
>‰ˆ-?+n$‚ƒ!728 0 9 00 V-S
0 -
V-
0 0 &-
M‰ˆ-?+Kn$‚(;ƒd
GV
0 L+
:? 0 %V-
P‰ˆ-+Dn?‚(;ƒt&?+3W(;L 0 +
VX
†
!
0 0 z*,+%,7
Ÿ=£†ÀŸÁ£†pŽH¢Ag y$x,BGlyBGl$oHij7LÂCkDm^ÂUK
(Ãu 0 ')-
0 0 123&:$39;Y 0 ~LI
5mD
:? 0 %eJ|†+99; 0 -
(+3-" 0 %9;X+† 0 B? 0 B,(?B$ 0 ?7b¤&
B?J|L/1†'
93-?B 0 LJ‚12-34% 0 -
P‰ˆ+Ixj$ƒ&g l?yHij7bÄL!M
b9
0 #9;
E(Ãu 0 7eÄbYF 0 GWJr 0 23 0 -?
-9ÆÅ
-3WJÇ^
GWK9G 0 V
0 0 0 GdJ| 0 L3 0 9fÅ
G
0 JÇ7F_DÆ
0 2*,+%{+99; 0 f(,% 0 Åu3 0 Çf9; 0 2-
5ÂCkDm^ÂÈg l?yHij¥#¦L§r¨;©O±²|²L¨Gº©,¬!°{¶»¬!¯°!º¨°)¹
É «ºE±¯¬e±¨;³¬!°ª)º¯°Oºu¼#ÊK²¬Ë5±¨;©E±?² °!ºE©,¬!°!³!¬!¨G©$±¨ª‚°>º¼.¸f±¯!Ì7
8 -z*,+%+3(;P/9(% 0 P9G 00 dBt^I
-
e‰ˆ+†x‚(;ƒ!7z8 P
eÅ Ç.-
0 0 M9 00 {-zF:?H4'
(3-3-
0 A?
tÍ 0 f‚Î^adÏz¤Uƒ=g q?hBDn}yijB I5 ?+3E(;
-
0 0 0 0 {‚1F 0 .I 0 ;ƒK29 0 JL
DJL= 0 0 K 0 z 0 7X…u
2+L/1293-?B 0 I
L-
0 IJ|12-34% 0 1F 0 F(,% 0 DÎDadÏV¤ÐÅ Ç.‚?B~&-3-3d
GFÂK1=ƒS +3.(;
0 +
.C
0 0 ^*+%,7
8 z9-
2*,+!Cz12^! 0 - 0 -7
John
Mary
Mary
Jack
Rene
Bill
Joe
Lisa
*
Jeff
Adam
Kirk
Helen
Alex
Alex
Jose
(a)
(b)
ŠI‹rŒGpŽH
 t‘e’u“;”FŸ)“f‹r¢@›ŽH;Y’u—X”FŸ tpŽH¢@›ŽH2‹„›
“šF
8 Å *,+&*,% +%zÇ?7f+3z8 (;.&!/ 9(G.WS
Y 0 (;2L9G9 00 !
dB 0 Y12P
0
0
0
-
3 0 OjF-
<ÂKkDmDÂ^ƒV=Fe 0 J 0 j2
`KkD+%ƒ!7
Äb 0 M+3{(;.º¯©,¬!¯¬©M
I 0 Wz12?
-(3--
W-V-?
-€
0 jV-
0 P`^#aA 0 123rƒC
+3(;P­¨;º¯©,¬!¯¬©WC-
0 H% 0 7
8 b*,+!ˆXJ 0 V
DI 0 0 VÅu9
0 ')-3ÇB
Å
0 '\
G
0 ÇBpeÅu9 0 Ç=3 0 -?
-9Y12?
0 D
CJ 0 0 7
8 P*,+-K
{(;W/9{(,%{³º¨ª)±§|¨µ2¬!¨ªX1F9'
9-
7S8 0 B
L"dI 0 0 L*,+% 0 L99;B
299/-1F 0 34%Y99;BL-
Ee 0 0 ?
7 D?B 0 Å99H/-1F 0 -
Ç2-K12+#(% 0 W
+1P(;UJb9G 0 -
0 M*+% 0 0 0 .
0 99;^-
0 M 0 0 g lvi)BXW(%{122 0 W- 0 †J|+
0 -
=g xxBbxhBbxHvB
l$s,B;qyBpn}vBpn}?oHij7
8 .*,+% 0 F1F%O?
0 -
©$º¨ ªV³±¯¬!°VPI-3H
g o?xi)7L8 ^HK€/†3-
0 .
dÍ 0 H^j‰SatÏV¤&ƒ!BXÅ ÇB
0 G 0 1F%K1F 0 VI-
?3-&
L
Gz:(3-L3-
0 W
dÍ 0
HM‚ÎDadÏV¤&ƒ!BbÅ Çg lvi)7
cOFG3-3&!J| 0 0 -M3„†JK*,+!P#±!»$»¯ºË§|µ†±ª\¬#³º¨G½
ª)±§|¨µ2¬!¨ªLjÂK¤Uƒ *,+-7
…\
O
3‚BX#*,+% 0 21F%{?
0 -
O+
0 Bd'
12H:3$JIV ?+3W
0 HQR 0 ! 0 0 *,+%,7dÂC12'
&B$N-:? 0 :?B?
Gz33-?+Ig lB$qHi:$39;V3-? 0 12
JrC12-
-12-T-
PP*,+% 0 ?B(; 0 -
0 z(
z
.-
0 9
&J-
0 0 %z?
0 -
0 7X8 -S3-? 0 12SL+Jr+3
JrV*,+%9 0 -12-T 0 -
0 V-TPJ&2*,+% 0 WHQR 0 0 z62-
%=J 0 z9 00 .1F 0 -
7
2.2
#
,%ÂCPath-Only
¤@*,+!I^Searches
!
FI 0
. 9G 0 U?
34%{g vBdnlBGohHi)B
7 7X¨;©{ªr«¬#©,¬!°!³¬!¨;©$±¨ª‚°º¼P¸f±¯Ì É «ºe§|°=±f³«§‚²-©eº¼º«¨7
N-
F9G 0 W29
0 YM 0 -
BX/- 0 {3-? 0 12
G 0 ,3-D+KÂK9.J|K 0 -
2H!-
FW993--(3-
0 z9,-
0 I*,+-I‚Vg4n}BGn?nB;nHxB$vniJ| D:-Kƒ!7
`K…NN{g yvip-IP`^#ae-
/-
P
G=*,+%-
M% 0 1 0 K+99; 0 +3X9 0 W/9-?
7X…u
WP`^#a 0 ?B$!
IL,„ 0 †I 0 F^9G4LJR-
0 ?!&
(3--
0 I 0 !'
12-
G 0 PJR
0 '\
0 3 0 -
-9&12?
K
7
Äb
V-
0 0 VC-
G/#
0 † 0 D:3-+V
G
0 V,+12
0&0 PI-# 0 (;3
7 ‰+ 0 B3-3t9GH
0 '\-3
?CD 0 =
.
/R7bwS,-
FM*,+%F
- 0 IJ
0 2Jr?3-3-HI-
O 0 9¥nHƒW129;? 0 =*,+!%O-
0 9GH
0 '
-3F? 0 '\
G
0 9 0 R)xƒXJrU!.*,+%
??Bp+ 0 P
/ 0 €
G 0 †9;
G-
#W
0 0 0 Vjh$ƒWJr=O*,+%Y9G 0 <:-
O"
!z3-
0 { ƒ
jtn # #Gxƒ!BI3-, 0 e 0 O
#9G4ejRn?BIx?ƒ†9;?
-
0 0 K
0 '\
0 J 0 C*,+%P9G 0 F
GF 0 12-
I 0 PtnF-M
5
0 PJDx.(,%O+-
0 F94PJI-
0 !'
?!I, 0 .I 0 Rn^
G=G$x G{‚v,ƒL1P(
0 K+3 0 0 { 0 12-
†I 0 0 !=-M#1F 0 0 0 F*,+%O9 0 t7
ÂD 0 -?
3 0 !
*,+U
#(;DJr?+
G-
Og o,BpnhHij7
2.3
c
Extension
/ 0 G-
29G 0 to')?Trees
34%H!-
0 0 W-
BR?
G 0 D?1P(-
b9G 0 V1F 0 !ˆ-
0 0 L1F 0 7tc>&!(;
?+W3-? 0 1#Bˆ3-3-&%(')+*,.-BtJ|W9,-
ÂC¤[*,+!z?
0 CK
#-3-3+ 0 0 -?
t7
/%('0)1*,$0
0
0 f€ 0
9?B 0 † 0 (G†(+3
9GB 0 †3- 0 1 !, 0 ' 0 '\3-HJ 9 0 JL:$!% 0 0 M-
0 =2+6†/#%
0 (Pg yyij7b…u
0 C
G29?B 0 K
')3-
DH!F9G
-
I- 0 V*,+% 0 3 2 -I?-:$
dB 0 V3- 0 1 ?129
2ÐI 0 {f 0 0 5 4È-
0 M 0 (G5 6 3-3-I-
#=4J„'
J|!
7 478$9:9PBRj7 ?7W 0 12? 0 478$9:9Ð9 0 D
2 H†3-3- 4 5 0 e?
; 4 0 f(;e1F 0 !t7
0 e(;#(
0 -&
c
129GH
7 2[I 0 4<B %('0)1*,$- 0 "$U:?%F, 0 ' 0 ')3-J
9G 0 Y-
2È
O€G
z, 0 †J 0 G 0 9G 0 Y-
4Á(,%>-
-
0 V+6P/%# 0 (G?7WjÂKKF+ 0 Qf?9 0 -12T 0 -?
tB 0 3- 0 1Á 0 ?9PH!
"
4 4JI12 0 =
478$9:9 9G 0 WJ
2¡#12--
eJr>
1 47 ƒ N+99;? 0 "
?Y, 0 ' 0 ')3-J
9G 0 2-@
2†7A…\Jze
AB
4 - 0 ., 0 Jz3C3 ?59G 0 B
0 0 K+( 0 D 47E;, 0 . 0 A1F 0 !F 2ZI 0 .- 0 ^}B
9H:#
F(3-
?KG:$ 0 W12V3(;3S-
0 0 M 0 W*,+% 0 ?7=‚…)J 0 †H†-(3--
?z:-
0 P12M3(;3‚B
0 >9;? 0 ')9,-
{
O:$4Jr% 0 21F 0 !t7#8 0 !
*,+
I-3-3U
:$!M12-M1F 0 d7 ƒ…)J AA- 0 †, 0 CJ ?GnF9G 0 B
47EU1F 0 H 2 I 0 E- 0 {n
G=
4 99/-1F 0 34%
0 0 -
I 2I 0 .- 0 Vn?7X…)J 0 C-(3-
P -
0 K*,+%
4B 0 0 : 2[1M+ 0 (;K9!:$F
M9+ 0 0 -:$K1F 0 =I 0 J
0 UL12?
0 9 0 b-K
21M+ 0 (;U"$M?-
0b0 U12?
0 K9 0 L-L
4ȁ‚+-
0 I9;? 0 U
+1M(;bJ
0 D3H:?KJ 0 D9G 0 IJ
4BJrC/1293ƒ!7
2.3.1
8 A Suffix
Y3-?Array
1 Based
"
Algorithm
&A9G7ȅ\
2
M%(')+*,.-
2.3.2
…\J 0 *,+Techniques
% 0 for
0 Queries
-
2?
dwith
Í 0 Don’t
B Cares
"2-
0 z 0 9¥
G9 0 0 -?
/2È-
0 f?
0 5+( 0 MG:
f
O?
tÍ 0
F1 0 I2-
6KF J 0 ?D
dÍ 0 HKJ„D+( 0 bI 0 . 0 0
|J 0 0 0 U1F?Bp0 !0 !P12+
(W 0 I+ 0 0 +! 00 G%0 (;?3-1P?
( -
0 0 0 .U1F 0 12 2 (G2?
0 C1F 0 -
z1F
0 -bJ 0 K?
tÍ 0 H7
Z
…\
#?
3jBJ|^†*,+% 0 32[I 0 #?
tÍ 0 BG†
2 0 0 4 - 0 ^, 0 Jb†+( 0 0 G 0 1F 0 !2 4JL3-3
J 0 DJr?3-3-I
F?3R¥
n7I8 M9GH 0 0 -
fJF2 ?
0 -
-
0 W, 0 J 2ȁ‚3-3
0 G 0I0 D, 0 9 0 0 -?
#J 2Wƒ&1F 0 4 0 p7
x,7C¤&?
0 X9G 0 zJ„?1 0 S, 0
J +( 0 L-
32
0 7bN+99; 0 G 0 1F 0 4 0 9;?-(34%M1F
,%
7S8 &9G 0 zJr?1 0 3- 0 ?
&+V
-;
4B,% $B, 0 U99; 0 % 0 G 0L0 I
G-
z9G 0 Jr1 ! 0 " e1F 0 !V|I 0 f99?9 0 M+( 0 0 + 0 -?
J|Å Ç2
GAÅ Ç,ƒ 0 z9 0 .J„?1 #U0 7
8d:$? 0 0 0 f, 0 {J2+( 0 e+
H34%,B 0 1F 0 !-
W+U+- 0 -I3-"? 0 KJ|?3-3-I-
¥L4J 2[- 0 P1F 0 !
0 F 0 0 L 4¡ 0 pB 0 0 2?
34%e3-:
0 1F 0 VJU
+( 0 WJ 2Æ, 0 { 0 # W
0 0 M
G
0 $J p7
c@
=V- 0 M 478$9:9-U3-3- =-
=1F 0 !-
VW*+% 0 2 I 0 Ee 0 0 ?BLJr2<?
tÍ 0 ')H'jJr.+( 0 J 2 E J
2†CB %('0)1*,$-{€
G23-3C+( 0 †Jz 0 0 0 G 0 #I 0 - 0 3 478$9:9[J 2 E 7b8 z?3-+
†9,K-
:$3:?I 0 0 J
I 0 ! 0 ^?3-+ 0 VCMI3z-C-
G=I 0 -
- 0 478$9:9[J 0 ^
0 4V*,+!% 0 3 2†7
2.3.3
8 †(;Filtering
:?MH!e9,^
f(;W+-
0 3-34%{129H:$#(,%
+ -
MW-
0 *+ 0 0 &"U&J|33-II?
0 K
?
'
I-39; 0 -?
JP 0 Y
G*,+% 0 7Ф&129+ 0 {
G
0 O3-3^-
G-:+3^
{3(;3-#
G33D9G
0 ')-3@3(;3
94P-
>5 0 0 =-
0 {#G 0 (3-?Bb, 0 O!
9
0 ')-3=94UI 0 0 K 0 JS 0 0 0 0 0 -
0 9
0 ')-3†9G47X_KH<+99;?KV*+% 0 2Z-&:?
2I 0 { 0 -
A 0 #3-3-H&<-
5H!
FB 478$9:9P758ˆ"? 0 1M+3 0 - 0 JI3(;3-WJ„?1 2 Gf†I-Y 0 0 VG:$†
+9;')1P+3 0 - 0 J 0 ?^9;(34%=I 0 J 478$9:9 12-
P3(;37
8p"$ 0 &1M+3 0 - 0 JG9G
0 ')-3z9G4SJr1 2
MLI-!
0 0 H:?^M+9;')1P+3 0 - 0 J 0 ?K9GH
0 '\-3F9G4B
$
Z9;?-(34%I 0 478$9:9 12--
59G47 8 -#+- 0 -
3-12-
G 0 ^43-:
0^0 KJr1 0 -?
f 0^0 M(;-
'
-
=J&FO
G#%3„z2 0 J&
G„ 0 0 0 F3-,?"
Jr7
2.3.4
8 UImplementation
2
Gz€G3 0 -
z3-? 0
12RÃu+ 0 -(;PHU?3-3-'
0 -:$3-%J| 0 = %&
')((*+')( %#|I?M
G12M-D123-34%
9 0 FJr?1 ÂK9eg4n}hipJrK99/-1F 0 D 0 -
†-
GON K9<g s,niLJ|W 0 + 0 +†9;ƒ!72cO†G:$P1293-12
0 %&')((*')( %.-
Y`z#a<>
?-
?Bˆ3-3->`z#a@kD+%e(,%
ÄS/1293F‚`^#a<k^~&Ä&ƒ!BGI-! 0 "?^
e!/1293-V`z#a>Jr'
12
0 j*,+% 0 HƒC
G€
G 0 V`^#ad^-
e2`z#a5 0 (G
0 0 99/-1F 0 34%E
0 -
0 #*+% 0 ?7‰F/1293-?B
0 e*+%<
‰ˆ-+fh5- 0 Y€G
GA3-3 0 {`^#a],+12
0 -(-
12H:D-
I-! ,C?(; 0 ,KJ|e- 0 P- 0 B
~b?PwX 00 -X
M 0 B,
0 &12H:-S&1F?b-
2¤ 34Jr
B
mW7 NR7 ÂW7ˆNHI
O
0 P€?+FH{‚?+
0 !3-,!",I-?BX 0 0 -
J„?1 +99;!D3-J 0 ƒ 0 V1F
12
+tB 0 M*,+%
†I-
GzB 0 !/1293-U`z#afj*+%ƒp-93„%,P:„z^!?J 0 …Äe(IB
M1F 0 -
M`z#aO
0 -
-
0 z*,+!%-93%,.: 0 ^…Ä
(IB 0 {*+% 0 {-93%,<:Y‡$: 0 {È9'
93- 0 BS
G 0 21F 0 -
`z#a 0 F-93%,f:#‡?H: 0 993- 0 7U8 z1F 0 =9; 0 -?
K-
0 z1F 0 -
P`z#a
0 VHz-?3- 0 #
.1F"?=I 0 P(+3-3- 0 7
‰ˆ-?+>vAHI{
993- 0 -?
J %&')((*')( % 0 A-
9,%3-?
0 - 0 C1F-
0 -
.-
^H:?HtÍ C8d~&Â^NÄZg l}ijB
-(3-PJ„?1 00 9t¥ # #HUUz7 (GH„7 G:R7 + # 0 (?7
8 W€G+WI 0 We
?Í z*,+%-
F-
0 J‚#‚-
0 =3-J 0 I-
Kƒ!BUe*,+% 0 O‚-
0 F 0 B 0 9EI-
GKƒ
f= 0 0 .‚-
0 M-? 0 Bd(; 00 ?1 I-
GKƒ!7M…u
0 W€G'
+B 0 †*+% 0 †1F 0 ! 0 † 0 0 †I 0 > 0 F}B
Å Çe1F 0 eÅ.%9;Çf
ÆÅ Ç{1F 0 P9G 0 YJ 0 0 0 ?7Ð8 -#*,+%A€
G=33 0 {9,%3?
0 - 0 -
8d~ Â^NÄ 0 G 0 ?
0 0 V*,+% 0 ?7
2.4 Related Approaches
2.4.1
DQR1F
zApproximate
G/.MÍ Ï^?
3-Embedding
3g v?qijB?
G^3 0 Queries
,K12z
G0,K1F"'
-
g lnijBI
GE¤&?3-5¬!ªM±?²21g xliK9
0 53-? 0 12†J|
€G
-
0 U,+
bJRKI-3'jJ„K†*,+% 0 2[-
#
. 0 0 M47C‚…\
0 ?B 0 K!
12
K(3-
?b1F 00 7 ƒV~& 0 52
GH4ÆUM
G 0 ,+
IJ 2]-
4 Jr 0 0 ?z+( 0 UJ 4 0 G 0 (;D( 0 †Jr1 2 (,%F 00 !-
W
+( 0 0 0 K3-:$
J 2†7V8 -^9 00 ')1F 0 -
29?(3-1 -z3-"
HI
e 0 ¬Ë$±$³ªIº¯©,¬!¯¬©=ª‚¯¬¬†¬!µ2¾¬©$©§r¨´^9(3-1 g l?hHi)7
c3- 0 XJrb`z#a.
M 0 + 0 +M,+12
0 SURB
-
0 0 -
*,+-W2J 0 >(e?
>+
0 Bˆ(;!'
+-
>-
0 # 0 O12- 0 0 1F 00 0 0 #+7
8 G 0 -RI%D`KkD+%,B!J|p/1293B+99; 0 t+
z*+-7
N3--C
._^+1F
{g l?hid/ 0 0 ^!/ 0 1M(;
9(3-1Æ
GP 0 +- 0 V±!»$»G¯ºË§|µ†±ª\¬z¬!µ2¾¬©$©§|¨,´VjÂKÄ&ƒp9?('
3-1 Jrz+
0 7M¤&?
BRJ|V!/1293-?B 0 P*,+%R¥
¦L§|¨G©P±?²|²¾ºº 3° É «º°¬z¬©§|ª)º¯C§|° ºH«¨#±¨;©Vªr«±ªb³º¨ª)±§|¨±M³«±!»;½
ª\¬!¯ É §|ªr«fªr«¬†ª‚§|ªj²5¬ 4K7¸ 61d‰ˆ-?+=s.I 0 2*,+% 0 2
G
{ 0 0 F
YI 0 =*,+!% 0 F
Y(;=99/-1F 0 34%
1M(;t7 K?B &{3-3- O1F 0 !
> 0 0 0 >G:$
2(; 0 Af9
0 ')!-3„59G4F
0 #*+% 0 BU9'
: 0 0 '\
G
0 3 0 9A29:$E-
0 W 0 0 ?7D‰ˆ-?+Ps†I 0 -¥ 0 V1F 0 -
F 0 0 G#[Å\_^12ÇY
0 0 .12-
>Jr1 0 f*,+% 0 ?7
8 - 0 %9;2JI1P(;-
.M3-{"
I
Y=ª‚¯¬¬.§r¨;³² ­°§jº¨{
!€G
e-
@g s?o,BbslBXsqBXy}ijBˆI!7 !z-39;3„-
Y
GO#
-3„
& 0 9?(3-1 0 f(;._^wS')?1293 0 ?758 ÂDÄ]*,+!
1293-12
0 0 zÂC¤*,+-C-(;=-
{N 0 {x7-n7
8 F
0 -?
YJ.Åu99/1F 0 -?
Ç
5(;†J|+ 0 M?
3--T
(,%W
0 +-
VK? 0 J|+
0 -?
0 G 0 &D3-HA? 0X0 z1†'
(;-
L-
2I-2
?
I 34%2z1F33
+1P(;XJt
"-99;R7IN3--^
G_D+1F
Og lhiS9
0 #3-? 0 12
0 † 0 -:$W
G
".{+3 0 K+-
0 -C? 0 J|+
0 -?
t7
8 -&3- 0 1 -L(†
2%
G12- 91212-
z
P9'
0 F*,+% 0 L 2 -
Y#(; 00 ?1 +9fJ‚-?
d7‰W!
8D<J 22B!21M(;-
CJ 0 I*,+%V+( 0 29 , 0 0 8z-L?129+ 0 MJ„?1 0 I1P(;-
?XJ 0 I*,+%P+( 0 , 0 = 0L0 I!3†
b:J 87XÂK12
0 C:3-†1M(;
?
CJ 2 9 -
5 0 #+( 0 4/;,B 0 F3- 0 1Á?
3-%O1F-
0 -
0 M?
PI 0 0 M12-
-1F3ˆ? 0 7 ,C9; 0 -
0 †(;:?P 0 9
J|U!=1F 0 -
W 0 V
C<J 8z%3„UV 0 Jˆ1M(;
?
J 29?7#Â 0W0 2
GfJ 0 F3-? 0 1#B 0 21M(;-
?VJ 2
C 0 †(%M-
-
V 0 G†9
0 0 0 I+7X8 ŠI‹rŒ;pŽHt‘VŸ<t“ r{ ddŽH¢5“@œ“Žž EŽHœ r›œ
A“ p‹r
tž$ fR›p“›“—ˆ“œf‹@˜.™ š[£V
ŠI‹rŒ;pŽHp‘VŸAt“ „ ddŽH¢5“@œ“Žž EŽHœ r›œF‹ A›
d{œ›Žˆž?›pŽH—ˆ“œœ“Žž(
<pŒG‹ p" Ž ŽHPŸ W
Book
Book
Chapter
Chapter
Editor
Editor
Title
John
Name
Title
Author Title
John
XML
Mary
XML
(a)
(b)
Chapter
OLAP
Author
Jack
ŠI‹rŒGpŽHt‘zÀ GŽ pŽH<‹ pž |ˆœ‹
U“{ tpŽ¢O›ŽH‹ 5“d“›“›ŽH;F’u“;”VŸ tpŽH¢>›ŽH;2’u—b”
K“ŽH› U“{˜=™[š p“›“{›ŽHR
?1293-/ 0 %†J 0 ^3 0 1 -U/9;
0 3 0 ?+ 0 ^3'
0 1 1F%2+
1M+=J| 0 D9;
G-
P?
0 z 0 7
2.4.2
.D
0 !Selectivity
*,+UJ| €G3 Estimation
0 -
0 ?+
0 J| 0 I- 0 V+K3- 0 :,'
0 %2 0 -1F 0 -?
t7S…u
g yqid K+?=
GPc1 -(;Kad3jÍ ? 0 ')(GM*,+%^9 0 -12-TBHI-W1F-
0 -
p 0 0 - 0 X(;?+ 0
+(9 0 VJI3
0 ?RBˆ
Gf+V 0M0 J|W3- 0 : 0 %O'
0 -1F 0 .JW3
#9 0 *,+-7 !^-
G
]¬!ªF±?2² 1 g yniV'
!(;{-12-3 0 !
*,+UJr^9,-
.*,+%. 0 -
D
'
0 -
-
WI3B‚7 ?7b 0 -1F 0 -
0 D
+1M(;bJˆ 0 -
?U-
=
0 (G 0 G 0 ?
0 -
f=-:$
f*+% 0 -
FI 0 eI-37
. 0 U3-:
0 ".
(;^Jr?+
.-
>g xyBRsxBRsHvBGq?qij7
¤&
Y¬!ª ±?2² 1Cg xsHid?
3--T 0 ^3- 0 -: 0 %= 0 -1F 0 -?
.9('
3-1J|ˆ+
0 7SN9;4€3-34%,B?-:$
VC 0 0 4Z
G
I-3H'jJr *,+% 0 2†BI- 0 b+ 0 d3-3-V 0 I-B
47
0 %. 0 -1F 0 0 0 0 3ˆ
+1M(;UJ 0 IF1F 0 !IJ 2 -"
8 e+ 0 F9
0 J„*,+
%A-
J|1F 0 -?
(;+ 0 1F3-3
0 I-?Bt3-3- 0 I-?3- 0 Bd-
4 +-
.23 0 e+(9G 0 0 )¤UN8Iƒ!7bwX,-
>e*,+%O?
- 0 †J 0 FJ|33-I-
f 0 9¥
nƒI9V!#, 0 ' 0 ')3JL9G 0 "
2Æ-
0 F† 0 JX+(9G 0 0 0 G:$z1F 0 !I
¤UND8 S)xƒ JrD 0 I-2
0 G 0 -K
(
!#
?B
K33d+(9G 0 I?( 0 -
-
>nƒ 0 G 0 H
, 0 { 0C0 V12z
W
0 G 0 9 0 ?+? 0 z(
!
?BK
GA3-3^@+( 0 {-
G+E(,% 0 +(9G 0 =
*,+% 0 I3- 0 U
G@jh$ƒV 0 -1F 0 0 F
+1M(;WJC1F 0 MJ
2 (,%{9--
0 ?? 0 W+
0 0 -1F 0 zJ| 0 0 I-3 0 M('
0 -
O-
@)xƒ^(GO?
Y
O-
G9;
2+129 0 -?
>(;?+ 0
0 {,+
.JW+(9G 0 BC
@+-
Y9?((-3-- 0 -O 0 4'
1F 0 -?
{J|1M+37V‰^f9 0 {J&3-
0 ASBR€G
-
=3-3S 0 +(9 0 0 0 G:$U1F 0 !S-
F¤UN8 0 "? † A ƒ 0 -12?7ˆ8 +
0 0 -122?1293!/ 0 %f J 0 23-? 0 1 - † ƒDI >-
0 z- 0 J 2Æ
G - 0 ^
+1M(;UJˆ3H:?KJ 2†7
3.
 SEARCHING
95 0 (G=
Y(;IN
F:GRAPHS
! YP 0 !†#-
3-f‚3Hƒ
3(;3->9@‚?7 7pUUKƒzP?3-3- 0 -
EJI3(;3-O9
‚7 7b!12-3 123-+3-ƒ!7Y~L% 3$¬!Ì´¯±!»«E°¬±¯³«§|¨´.&.Jr
0 9>W+(9>1F 0 !-
-
O 0 #97.8 21†'
93-/ 0 %FJ 0 P‚+(;ƒu9' 0 ')9F1F 0 -
W9(3-1 G=
:- JU 0 >3-? 0 12zI 0 O9; 0 0 3L993-- 0 -?
0 "?%9V-
K-
P 0 (XH +W
MN 0 -?
Mh7 h7
ÂC3 0 ?+?5‚+(Gƒu9' 0 '\9e1F 0 !-
F3- 0 12^
e(;
+>J|†"$%9Y-
B&6†-
%>?
„ 0 -
†+'
00 e+fJP
/-
0 „*,+ 0 5+ 0 f
9K
0 0 -12U1293-/ 0 %M9;3-34%2-
23D 0 (7
8 U"$%9M29(3-1]-
2^ 0 (U
- 0 bJ 0 (-V 0 9SÃu+ 0 IJ|C"$% 0 ^H!-
7
n7
I¬©­³¬zªr«¬z°¬±¯³«°j»±$³¬W¾ÌIL² ª\¬!¯§|¨´7L‰CP 0 (^J
9K V€G
0 V12 0 3:?
0 9 ;J|^2
?3-'
9V 0 (X b
0 4Jr% 0 S12? 0 3-:
0 +(97
c>C
€G
D+34J 0 V€G3 0 -
0 *+&(2
0 0 + 0 +YJ 0 >3(;3-[9E‚9G 0 BW+(9ƒ!7
N-
I3,"
WJr&+(92 0 + 0 +&- *,+ 0 C-6†+3 0 B
12? 0 3-? 0 12 , 0 W3, 0 ^9 0 LJd
K3(;37
x,7C¦pº¯µP­²-±ª\¬ ­¬!¯Ì†§|¨ª)ºW°§rµD»;²¬K°ª‚¯­³ª‚­¯¬!°7&8 K"$%9
E(;F:?
E4 0 34%Y† 0 JC
†
G>?M
0 >-
0 ! 0 -?
]JFA 0 J†9G 0 7Á‰+ 0 12
0 #*,+%Y
A
0 -
EI-3H{|9
0 -
e
L9G 0 ƒ 0 V3-3-H<J| 12U
!37b8 L 0 9
1F3-3-%E+ 0 {*+%E9 0 Y>3-3 0 -?
J
1F3-3d9 0 7
h7C¸f±ª)³«7&# 0 -
M-U-1293-12
0 M 0 U(,% 0 0 -?
3
‚+(;ƒu9' 0 ')9#1F 0 !-
0 *+BGD(,%.?1†'
(-
-
0 C 0 Jˆ9 0 0 G 0 +3 0 J„?1 9,-
0 9G 0 ./9-
C
0 z*,+% 0 ?+? 0 z 0 (?7
N:$3d% 0 12UJ|^*,+%-
2
G-
/-
29{ 0 (G
G:$D(;
#-1293-12
0 A(; 0 F?
34')9+9;?Fg h?}BGv$yHiS
G
993-- 0 -
')9;4€G.g v?vBdssBdohij7z8 W+
G34%-
0 !
*,+
V-(;-
0 ^
!/ 0 0 -?
d7
3.1
¤&,?"Y¬!Keygraph
ªC±?²21Wg h?}Bth$sibSearching
993-
{-12in9HGraph
:$12
0 Databases
J 0 V
/ 0
9V1F 0 -
U12 0 Pj3-? 0 1ƒt!(;^(%D_D-3-?
g oqHi(V?
P
W
/ 0 9P1F 0 !
D3-? 0 1[99;?
-
Og xn!i 0 W€G
F-12-3I9; 0 0 -:$K+(9U-
#W
?3-')9
0 (?7K8 +B 0 4K12 0 KHM9-1F-34%#JX-
0 0 J|
0 0 4A 0 9(;:??7]8 4% 0 1#BCNm^~&ÏDm^ÄUB&=(;
993-- 0 A:?%
Jr+(9#-
Z9 0 -
0 (BC-1Ff 0 (GB^¤&-
{G 0 0 (GB
¤ ÂKÏ 4+ 0 0 {
GYJ 0 UH#?+?75‰+ 0 !12
=/ 0 FJˆNm^~LÏ^m^Ä@|cO(;Nm^~&Ï^mDÄ<g y?lHirƒ&G&(;
=9'
93-- 0 P%9; 0 !/ 0 0 7
D+ 0 -
†g v$yi99;?MD?
39+9;? (Ãu 0 ')-
0 † 0 123R
GF*,+!%23
+G?† K9Ï^~UƒbJ|U9. 0 (G7
_D-
E9[H>3e9
0 -
A 0 ‚?(à 0 ƒ
=?KH^3C3--
"-
0 &P
7 K9Ïz~<?
0 -
3 0 = 0 P:?3S9 0 K-
0 W 0 (G?7VwS 0 {3
.-
G/-
† 0 P 0 + 0 +z‚?7 7~L' 0 ?BaˆNÏzƒ&z+ 0 -
G/5
B&9 0 2
E+(9†-
0 9< 0 (G?7
K9*,+-=H9;4€G<+-
O?+3H.!/9-?
G
0 !%1F%@ 0 - 0#0 OH!9G 0 AE+(9J 0 I3-9d@
7 K9Ïz~ 9H:†9<A9; 0 -?
0 z€G
0 C 0 0 9G 0 &(; 0 0 V
0 z€G
†+('
9VJ„?1¡ 0 H 0 -
PI 0 -
Y#- 0 †
?7=8 -1293-12
0 0 .-C(G.
7
Ïz%3- 0 g ssHiU-M#% 0 1Á+ 0 # 0 -:?=+( 0 + 0 +V-
0 (WJI123+3-zI!=>12?3-+3-2V9
0 (,%<>9d7ZÏz%3- 0 +F€
9-
0 -
0 >€
GE3:?
0
9dJr1 U 0 (GC‚ 0 9†nƒ!7SÄbz92‚J 0 b 0 (Hƒ
-I, 0 I 0 V€/')-TK( 0 :$ 0 3-3- 0 K€
?!'
9-
0 J 0 K9d7 D-:$
W9
MB 0 €G
?9-
0 ( 0 U
0 -
0 XJ|3-3I-
KU%R¥ˆ33 0 L9 0 ˆ-
5J3-
0 MT!D
G
+9 0 CU3--12 0 3-
0 Wb?129+ 0 HV9G 0 z-d+zˆU
0 V?129+ 0 C^
?1 +1M(; ,
G 0 C( 0 9
0 0 -?
=J
0 -=
+1P(;!.-.? 0 0 #€
9-
0 7 8 €G
?9-
0
9
0 V 0 + 0 +3XJ| 0 +WJ 0 29d7=8 2-123H 0 %
J 0 29D-K?129+ 0 (,%.?129-
0 4K€
?!9-
0 7
N12S-123H 0 %z12+d?¥ 0 b8ˆ
G12 0 C¤&,62
0  0 +1M(;†J^( 0 2-
E?1212
<-:E(,% 0 0 0 3I
+1P(;!1ƒ 0 WÄX+3-
{- 0 =‚?12 0 -W- 0 H1ƒ t
0 W8 :$!'
",%E12-3 0 % A+ 0 >12+ 0 #-123H 0 %AJW>*,+%
9OI 0 O+(9OJC# 0 .9t7=8 2H!>9
-^€G3 0 e(,%{?129-
0 P€
9-
0 J 0 2*,+%9
I 0 0 ^€
9-
0 JS!9#-
0 V 0 (?7 kD+!
A-
3-+.I-37@‰F12 0 *,+-B 0 .1F 0 -
e-
-1293-12
0 W+-
V993- 0 -?
F9;4€G 0 *+7 KH&:$
*,+-.-
3-+G-
OI-3„1F%5*,+4/G+ 0 -:$9
0 :$!3-7
D31F
tBSc1 g vviI
G>33-?+#g o?oiU99;?Y#%'
0 1#B3-3-Wad?B 0 I 0 b
z*+%DI12 0 + 0 +^ 0 (G
|I-!#-C123-.KP3V, 0 #3(;3-4 0 .9 .g4n?BGl?lBRq$xiˆJ|z†+:?%ƒ!7 atV+IJ|+D"-
IJX-
G-
0 .3- 0 |?+3„H!ƒK9G 0 {/9-?
eH!
7V‰z!
?V3(;3 -
0 z9dB;†:3-+z
/e‚ÎK
/ƒ&-C+ 0 - /f3-3 0 †
0 0 G:$M-
12
#?z3(;3OI 0 GEI 0 0 ?12-:?3-+ 0 G 0 0 -Jr%A?12
G 0 -?
t7[Â
0 !/ 0 -
G/<j8 /ƒ^-M+fJrP3-3&
VI 0 Y
?12-
'
3(;3-?I
G=I 0 . 0 2 0 12-^:?3-+ ?
0 -
-
†9;'
-€2 7# 3-
"f-
/<jad-
G/ƒD-
G!/ 0 †
VI 0 + 0 ?-
')3„(;3-V7XÂY9G 0 W-
/2jwX-
G/ ,Ïz 0 D+Hƒ
-
/K3-3 0 z
CG(3-WJ„?1 0 ^, 0K0 ?+{†3'
(;359 0 t7YÄbE9 0 5*,+!% 0 G 0 0 H 0 2 0M0 F, 0 +
0 PÏz 0 D+„?7MÂK3-3S 0 z9 0 f*+-^+ 0 M 0 0 -
/L
2I= 0 %M€G
G2V 0 Jd
0 U
0 0 :$! 0 V9 0 =9+
WU%9G 0 0 G 0 F
0 1F 0 !
0 P*,+%#9 0 d7z~&+ 0 M 0 D-
G!/^M+
3- 0 -:$?B
0 WW9; 0 0 3-34%1F
%.12V
G„ 0 0 G
1F 0 -
9 0 7
-3-E
N+-+ g ohHiz99;?@Y 0 O 0 + 0 +BI3-3-8&'
-
/RB 0 U-
G/^12- 0 + 0 +D 0 (GL
0 G 0 Hb!'
(3-PJ„?1 :?3S+3V9 0 e/9-?
7†Â 8&')-
G!/{^
?
'u 0 12-
- 0 -b+ 0 ?1F 0 DIL 0 0 d9
0 |?+?34%ƒ
0 F*,+-:?3-
F3†9+>(% 0 ,K(
'uN 00 3'
0 1 5I? 0 0 -?
29;
G 0 f2(; 0 (Ãu 0 F-
0 ?#37~L%Y3H/-
0 0 12-
1Á'
*,+-12
0 -129;?e?
>Ïz 0 D+„BS8&'\-
/e
>(;†
'
0 + 0 G# 0 {12V62-
0 34%,7C8 %1F%.9
0 12262-
0 Ïz 0 D+2
f(; 0 0 -122
Ge9G?7#‰W/'
1293- 0 P+ 0 D9; 0 0 G 0 -
OF9{JKnHs}}.
B
0 V8&')
/=-Tz-znh J 0 DTWJ 0 z9 0 (G?7
*' '.%.* *+')( %,BC9
0 A-
0 / 0 0 -?
tBD-.>
G'
(WÂC¤f3 0 1ZJ|p€G
G-
V±?²|² 0 b,+
ˆJK*,+%
9#-
#† 0 (zJS97L 0 JS-
0 0 -
P?+3
9 0 =/9-
I-I+2(,% 0 D*,+%F9t+7 *' '.%.* *')( %
+z:(3M3-
0 f9 0 P 0 G 0 1F%?
0 f%3-ƒ 0 =-
'
/ 0 F 0 (G?¥ 0 -M3-3-I†62-
0 €G3 0 -
{(,%O4 0 34%
3 0 -
0 †12? 0 3:?
0 +(9zJ 0 †12 0 3-:
0
97
8p(3-PnD+121FHT 0 KJ| 0 +UJˆ:$3R"$!% 0 D
GF"$%'
9-
0 *+2J| 0 e
A9 0 (B
9; 0 -:$34%,7
3.2 GraphGrep: A Variable Length Path In‰V-3-3+dex
0 0 Approach
-?
Y9+9;^ PJr,+V
O+
4 0 f9z
I-!WXC
0 G:$L3(;3-7X8 0 „*,+ˆ?
3-T 0 4 0 P9XI 0 P3„(;3-†?7*' '.%.* *+')( %K+12 0 G 0
0 z
IJ 0 V 0 M9IG:$^
#
0 4€ 0 -?
+1P(;
§‚©?½)¨Gº©,¬ƒz
O.3(;3K²-±?¾!¬²4½j¨;º©$¬ƒ!7†c>2€G
†
<§j©?½-»±ªr«.J
3-
0 ; A 0 V(;Cz3- 0 <J A#')
XI 0 .
2K(; 0 F
,%
0 .?
+ 0 -:$P
7†Â ²-±$¾¬²4½»±ªr«.JU3-
0 AE-V=3- 0 J
A{3(;3-')
7&‰I!/1293-?B-
#‰ˆ-+zyj$ƒ!Bd)¤KB ÂDƒ&-KW3(;3
9 0 tBG
GfjhB-nHƒU 0 ^')9G 0 9;?
-
0 P 0 7
8 = 0 2(GF129;?
0 zJ *' '$%.* *')( %,¥=nHƒ^(+-3„
D
B 0
3 C
1
B 0
B 2
3
C
C 4
E
B
2 B A 4
A 1
5
6
(b)
(a)
A 1
B
2
C
3
(c)
ŠI‹rŒ;pŽHt‘ Ÿ p“›“—ˆ“Gœ ž t›“‹ ˆ‹ dŒ ŒŽ“ ˆœ? ’u“R”
ŽH“ @’u—b” Ž“ ’ž” ŽH“ ? pr“—X rœ
ž?“ A—Xfœ›Ž‹pŒ;œ
I“ŽH—S‹r›Ž“ŽH¢ rpŒG›
b
0 b-
G/ 0 I9
0p0 L 0 (G J9Xˆ 0 ˆJG9 0  0 -z 0 9f-M?
†?
3-%e
Hƒ!B&)x?ƒK€3 0 ! 0 † 0 (2(
?
0 z+(12 00 #*,+%.
0 z-
G/ 0 †+ 0 zH!
9G?B&
@jh$ƒW9;!J|1 / 0 1F 0 -
7{c>.-+ 0 129;?
0 U-
0 +
d7
3.2.1
‰2EIndex
9AConstruction
GYJ|F<
?BL
=€G
G533I9 0 0 G 0
0 0 0^0 -^
2
GG:$M3-
0 f #‚-
3-†
HƒK+9 0 O‚1F33‚BS7 7v$ƒ^?
0 0 :?3+  ƒ!7Fc>†+ 0 12 J|b3-39S-
0 & 0 (G ?7X ~&+U:$39 0 1F%P?
0 -
0 I12C3(;3G*,+
?B? I+9 0 I')9 0 ,„ 0 EI 0 0 =12=3(;34')9G 0 E-
E{ 0 758 EÅu9 0 '
9
0 0 -?
ÇfJ^9E- 0 . 0 JK3(;34')9G 0 †-
0 9tBIz3(;34'\9 0 #IP 0 JS')9G 0 ^‚V‰ˆ'
+zoj$ƒƒ!7b8 ^"$% J 0 KG 0 (3-z 0 D:3-+UJ
0 V3(;3S9G 0 7^Äb[
0 -
0 W
+1P(;CJb')9 0 ,„ 0 OI 0 >="$%5‚GO:3-+ƒK-
O!f9d7Mc>MI-3-3
Jr 0 0 0 (3-I 0 &€G
?9
0 J 0 U 0 (z‚
‰ˆ-?+Do‚(;ƒƒ!7ˆad 0 4 (; 0 U
+1P(;ˆJR9b-
2z 0 (G
47at 0 A
(; 0 .
+1P(;PJz
F
G 0 #1FH/-'
1P+1 :3-
†jHƒ J 0 ^
U-
† 0 P9dB9;'
0 -:$34%,7X8 D 0 z1293-/ 0 %2Jˆ(+-3-
0 D-
/= G
0 L9G 0 W9
0 0 -
MJ| 0 & 0 (G U †   A ƒƒ!B
I! 0 ^1212%F 0 - †  A ƒƒ!7
A={(1)} AB={(1, 0), (1,2)} AC ={(1, 3)} ACBA={…}
ABCA={(1 ,0 ,3 ,1),(1, 2, 3, 1)} CB={(3,0),(3,2)} C={(3)}
CBAB={((3, 0, 1 ,2),(3 ,2 ,1 ,0)} B={(0),(2)} BA={(0,1),(2,1)}
BAB={(0,1,2), (2,1,0)} ABC ={(1, 3, 0), (1,3,2)} ACB={…}
ABCB={…} BC={…} BAC={…} BCB={…} CBA={…}
BABC={…}CBAC={…} CABC={…} CAB={(3,1,0), (3,1,2)}
BACB={…}BCBA={…}BCAB={…} BCA={…} CA={(3,1)}
Key
g1
g2
g3
h(CA)
1
0
1
2
2
0
(a)
(b)
……
h(ABCB)
ŠI‹rŒ;pŽHR‘’u“;” H
p ˆ “›
ŽHpŽœR›“›‹ D›
pfŒGŽH“ ‹ YŠI‹rŒ;dŽ p’u“;”C2‹r›
v†’u—b” p pŒGŽ ˆŽ‹ R› &›
d
p“›“—ˆ“œeœ †‹ pŒ r¢ p“ŽH›
CŽ 2œ?
3.2.2
8 F*,+Filtering
%e9>-the
V9GDatabase
0 #(+-3„f 0
z€
?!9-
0 ‚G
0 Jb9G 0 ƒ!7Ic>z€G3 0 0 W 0 (M(%.129G-
0 z€G
'
?!9-
0 J 0 F*,+%I 0 0 †€
?!9-
0 J 0 2 0 (G?7
N % 0 1
ÂK993-- 0 -
Âb8d0K9
D
3
`K…NN
`z#a
Ïz%3- 0
?3-+3
K9Ïz~
D
3
K9 K9
D
3
at
N 12- 0 + 0 +'
Ï^ 0 Nm^~LÏ^m^Ä
D
3
8&'\-
/ N 12- 0 + 0 +'
Ï^ 0 zÏ 0 (G
3
#
,%.8d
#
,%.8d
#
,
% K9
.D
3
K9
#
,
% K9
.D
0
,C, 0 '
K9
.D
3
K9
.D
0
,C, 0 '
K9
wS 0 ')…u
/-
‰ˆ-3 0 !'\+ 0
‰ 1
at
0 … 0 1 N+(')… 0 1
ÄX:$%.adJ
‰+3-3
L _D
ÄX:$%=_D
n
L &
ÄX:$%=_D wS12 0 L _D
N?12K_D wS12 0 L &
ÄX:$%=_D wS12 0 L &
,C, 0
‰+3-3
_D
&
ÄX:$%=_D
n
_K
_K
_D
_D
,C, 0
‰+3-3
_D
&
N?12K_D Î&H„(3-
c-3' #
0 -
&
Lw ¤
&
Lw ¤
&
ÂKÏ
& ?BwLL¤ 'u8
&
wL¤
& wL¤L'\8
_D
& wL¤L'\8
“— reG‘ ˆ“Ž‹|œ U›Ž.“ 5ŒGŽH“ Eœ“Žž(
ˆ‹ pŒfœ¢pœ› fœ?^ŠI‹r›Ž Gp›2‹|œ ˆ‹d‹ p<‹t› !› ’ 7
p›
pŽ†“YR›‹rŽH
›Ž GŽYŒŽ“ ž?“ ЗXŽH ; )Ž ž pœ‹ pŽH“›‹
K
p e“›ž(
ˆ‹ pŒZ“ZŒG‹;Ð tpŽH¢S”“ dp— › ’ 7
p›
pŽ
ŽH r “R› GŽH›‹
ˆœ {œ rž?› ›ŽHœ5“ ŒGŽH“ ˆœ<“Ž[‹ pt›‹ S —t¢ ›
p r›Ž‹ pŒ œ›Sœ”H[ ˆœ[ŸL GŽ“
Ÿ |‹rž?“›‹ /=b d R› f“›ž p‹ pŒ“ „Œ
GŽ‹r›
’u;-ŒpK›“G‹ GŽH GŽ5
rž$ rœ” GŽ K“›
& —S‹ p“›‹
<’u;-Œp
‹ t›Žœž?›‹ dŒ ˆ“› ˆœ” I“ GŽ“ K“›
{—S‹p“›‹ f“›ž ˆ‹pŒA“ rŒ
GŽ‹r›
K
ˆ‹|ž(
ZŽH dp‹rŽHœ=›ŽH GŽŒGŽH“ ŽH“ ;Žœ“ ˆ: .‹ &ŽHt›Pœ¢pœ› fœ7
p“; ˆ‹LŽH R›P ˆŽHœœ‹; WŽFˆœ‹ pŒ=†‹ ˆž?“Ž ˆœ?
Â<9dB$JrLI-!† 0 3 0 I:3-+U-
2 0 b€
9-
0 b3-
0 0 U9;
G
V:?3+I
0 €G
?9
0 J 0 K*,+%,B
-&-PI
23,"
zJ| 2/ 0 +(92 1F 0 !t7S‰
!/1293-?BX-
0 =*,+!%O95-
5‰ˆ-?+l#I 0 vB 0 9V‚(;ƒ&
Ge‚Hƒ&-
‰ˆ-?+^y†^€3 0 !.+ 0 (;+ 0 %
z
0 ?
0 -
0 U3(;34'\9 0 FÂK~U¤ ÂW7$‰ˆ3 0 -
0 I 0 (G
0 "$ 3--
0 -12C
0 K-TKJ 0 D 0 (G7b8 K1F-
-
9µ2±Ì.
0 -
@?
#=12.+(9F1F 0 -
0 *,+%,7
3.2.3
ÂIJ 0 X€3 0 Finding
!
B$&USubgraphs
3-,?"MJr&3-3 0 Matching
1F 0 -
with
D+(Queries
9X-
0 1F-
-
{97>8 .(
!MJ^{9 0 ')€ 0V0 H:?3
0 ^J 0 ^*,+%=z129;?F-
0 W*,+
UJˆH:$ 39'
9-
P3(;34'\9 0 BI-!= ^3-†3-3R»±ª‚ª\¬!¯¨°BGJS3-
0 3-W‚V‰ˆ-?+Vl$ƒ!7
.D:?39I1F%F,+C
0 DJr?3-3-HI-
.¥
n7I‰U?
+ 0 :?K3(;3-')9 0 B 0 K3 0 CJpW9 00 KI 0 0 V€ 0 WJ 0 W
/ 0 9G 00 5‚?7 7
ÂD~ ¤ ~KBGI 0 hB-D?129;-
0 0 &29G 00 !
¥
ÂD~ ¤
G¤ ~Uƒ!7
x,7U…\JGK
S(
p 0 -S-
3+W-
0 &€ 0 9 00 JX:$%F(
O‚V
V¤@-
‰ˆ-?+Vl‚Hƒƒ!7
h7I8 z€ 0 V:- 0 -
†%3-V99; 0 I-¥&-
0 (;
-
.J 0 P€ 0 9G 00 !
OJ 0 P!%3†
Gf 0z0 #J 0 V3 0 9 00 J 0 W!%3= 0 z€ 0 #3 0
9G 00 #(;z
0 -3‚BGK-
#‰ˆ-+Wl‚Hƒƒ!7
cO#+ 0 #9 0 59
0 0 -?
@J 0 .9 0 O3-,"EJr
,+
bJ 0 U*,+%,7
.D
34% 0 9 0 XJR!‚
0 Hƒ
9{I?W')9G 0 # 0 D9;
G 0 0 V9G 00 CJ 0 *,+%#HV3- 0 {
#?129=I 0 0 W*+%,7&ÂCJ 0 ! 0 '\9 0 0 O3 0 tBK e
0 4Jr%H:$!3„99
<'\9 0 3-- 0 †
GO?
0 0 0 1 |12H:-
#H:$!3„9ƒ 0 (+-3„O
1F 0 !-
Y+(9d7 ‰#H:$!3„99
Y>nHƒF
[)x?ƒF
942J^3-- 0 2P?1M(-
Y4J 0 0 e3- 0 2?
0 -
0 {°±µF¬
B 1
0 C
2
3
A
B
(a)
2
A
3
B
0
C
1
B
(b )
lp=4
A*BCA*
CB
(c)
ŠI‹rŒ;pŽHt ‘V’u“;”&ŸÆ dpŽH¢=ŒGŽH“ L
M’u—X” H
p dp›
SŽœ›U›ŽH
V ›
pY ŒŽ“ ‹ ’u“;”H@’už”.Ÿ œ› p“››Ž ˆœ
G—p›“G‹ d 2‹r› v ›
ˆ‹|œ.t“ r ;Ž „“ S‹pŒ r“—b |œ#“ŽH
“ŽG †‹r›
]“Gœ›Ž‹|œtœ GŽ> pŽ r‹ ˆ‹ pŒdšL“—X |œ"2‹r›
f
›p
eœ“ f
"f “ŽY ŽHˆ ŽHœ R ›†›
d{œ“f p;
')
U-
0 UH:$399-
z9; 0 d7b…u
P:?399-
zWjh?ƒ!B
23- 0 C12H:$#4Jb 0 ,^
0 0 -
0 W12V')
M-
0 VH:$399-
=9; 0 R€G
3-34%,B;3-- 0 zV12H:$4JL*,+G3
')
Cz
0 J|+
-
H:$399-
P9;? 0 -?
7
t“ r;7Lad 0 +I
! 0 z 0 9 0 †1F 0 ! 0 V*,+%=-
‰ˆ-?+Vlj$ƒ I 0 0 z9 -
‰ˆ-?+Vyj$ƒ!7
n?7IN3- 0S0 0 JG9G 0 S-
Uj‰ˆ-?+Coj?ƒƒp1F 0 -
0 9G 00 !
tJ 0 b*,+%Mj‰ˆ-?+Ll‚Hƒƒ!¥pÂD~U¤  n }h nƒ n !x h nƒ ,BR¤ ~ jh }$ƒ jh xƒ,7
x7I¤&?1P(-
%E3-- 0 2Jr1–ÂK ~U¤  I 0 
%E3-- 0 J
¤ ~Æ4J 0 0 4>„')
2-
-W*,+G3 0 0 †€ 0 '
FJ =
G 0 F € 0 ')
F-
MM*,+G3 0 0 J|?+ 0 O')
PJ ¥zÂD~ ¤ ÂK¤ ~ n } h nHƒ bjh }?ƒƒ n } h nƒ „jh !x?ƒƒ ,n x h nHƒ jh }$ƒƒ n !x h nƒ Hjh xƒƒ ,7
h7 ,K12H:$D3- 0 DJ„?1 ÂD~U¤ ÂC¤ ~4J 0 %?
0 -
*,+3p'
.-

')H:$399-
O9;? 0 -?
f 0 {9;? 0 -?
-
M3-- 0 0 -
:$3:?V(;H:$Hƒ!7ˆ8 0 C+( 0 + 0 +p-
ID129;? 0 -?
2%3„UÂD~ ¤ ÂK¤ ~EMn } h nƒ!B
jh xƒƒI
Gen !x h nHƒ jh }?ƒƒ!7
8 =1F 0 -
f3-? 0 1 9;
GM
0 .
+1P(;WJD*,+%
9{9G 00 0 G 0 0 .(;V1P(-
<{-D12IG 0
462+3 0K0 . 0 12-
zJr 0 P:$!?W?70,C?+?34%9;",'
-
Bt 0 -z4 0 34%{9?9; 0 -
G3 0 0 M*,+%#T†
0 0 1FH/1M+1 :3-
VJ 0 V
C-
0 W*,+%,7 8 V3?! B
0 1F33- dB 0 ?+ 0 -P3 0 -?
-9A-F 0 '\9;
G
0 7
…\
.
!3R4J A{- 0 C1F/-1P+1Æ
+1M(; Jˆ
:-
0 12†3(;3‚B 0 P 0 0 -12P1293-/ 0 %Jr 0 †1F 0 !'
-
†  A ƒ ƒƒDI 0 4 (;-
0 2-TFJ 0 0 (GWHJ 0 0 ^€3 0 -
7
3.2.4
kD+%WTechniques
9SI †I-for
3HQueries
LUGwith
G3Wildcards
M(,%W?
„-
0
0 9 0 J 0 D*,+!%29=(; 0 &
2I-3„II?
0 ?129;?
0 BSÃ+ 0 =&eOJr %('0)1*,$-7 ‰/1293-?B 0 -?
0 O?129;
0 VJ 0 †9>-
Y‰ˆ-+=q 0 9 0 ÂK~U¤
0 D
?3-V
zÏP7
2 D
.
0
A
*
1
B
3
C
ŠI‹rŒGpŽHR‘ p tpŽ¢ÆŒGŽH“ f“›ž dœe“ZŒŽ“ 2‹„›
› pœ ˆŽ XŽH›‹rœ?‘ ’!”>“ p“›
—X›1W “ r“—X r
dA“[“ „“—X r d@f“¢p‹|œ›
F’;”.›
dŽH<‹|œ
“Z1› pŒ p“›
—X›1WÐ“ Ÿ „“—X r “ ›
d d D’ ;”P› dŽHf‹|œ2“ @ pŒG{—X›1WA›
pfŸ dO“
“ r“—X „ p b“ ]’ t”M› pŽHf‹|œ2“@pŒG{—X›1W › p “ dœ?
8 #1F 0 -
f3-? 0 1 !(;<(;:?-F
.JrF!
?129;?
0 7W8 †¤ 0 O9+ 0 J 0 W 0 0 0 1F 0 !
P129;?
0 ?
0 0 + 0 0 &
G„ 0 L1F 0 7pÂK
W
0 %
-
0 P¤ H 0 {9+ 0 -D†:3-#1F 0 #4J 0 z-D†9G 0 ‚JI3-
0 O*,+G3 0 0 PI-3HÍp:?3+V-
0 2*,+%ƒK(;'
0 e
0 G 0 HW?
0 #I 0 #I-3H7D8 W9G 0 -
0 G„ 0 92 !"$W+
zD9 0 V€ 0 0 :$!3PJ 0 Y9d7 8 -e 0 9 1F%(;>?9 0 -12T (,%
1F-
0 -
-
0 0 0 -:$M3+M1F 0 -KJ 0 W 0 (G
9C
-
†-
P
G 0 z9#
34%.-J 0 DI-3'
tÍ 2:3-+2 0 ! 0 G
E†*,+G3 0 0 . 0 0 9G 0 (; 0 0 D
7
'.%.* *' ((%U U
G+ 0 W
+'
21 !3G/9;-12
0 X?
2_^¤&…Ug oyit 0 (G&
0 -
-
V+9 0 nyB }?}}O12?3-+3-7ec>=+5{ad-
+/f " 0 0 <*+-99;
I 0 n0DKTO9;
0 -+1–………F9,7 8 >_z¤&…. 0 (G
9CG:$z
:$V
+1P(; JLx}†
:$3d9
:$X+9 0 Cx?o}C
7dc>ˆ9; 0 3-34'\3,"V*,+%-
0 12SJr
:-{*,+!%-TPnhB 0 nl?q2
ƒ!Bt 0 (GM-T†n?B }?}}
'CnyB }?}?}†9ƒ!B;
G :?3+z‚vBG
en}?ƒ^‚V‰ˆ-?+2n}$ƒ!7
ÏD-QR!
0 :3-+KJ -
G+
0 M*,+%.+
-
0 -12?¥UJr
0 2WxD*,+%,B 0 U1F 0 !
z3- 0 1Æ9;Jr12b(; 00 XI
n}>129G<I 0 vBII-.?
- 0 0 I 0 0 0 12F1293-/ 0 %O
34% 7e…\
Y? 0 -?
dBb-
0 =!/1†'
93-† .:$4Jr% 0 0†0 *,+%
0 -12=-† 3-
F-
0 .-T
J 0 0 (GBU
Y/9;?
0 3 -
7 ,C33 0 0  0 V
+1P(; Jb9G 0 UI 0 -
-T 0 0 G:$ 0 2(; 0 0 ƒ
3.2.5
8d^:3-+GExperimental
0 0 9;Jr1FResults
UJ*+'
Q1 lp 10
Q1 lp 4
Q2 lp 10
Q2 lp 4
1000
100
10
1
0.1
1000
2000
4000
8000
16000
Q1 lp 10
0.29
0.35
0.37
0.56
1.02
Q1 lp 4
0.32
0.41
0.45
0.64
1.2
Q2 lp 10
2.12
3.91
7.21
15.93
33.6
Q2 lp 4
8.21
16.78
33.48
70
167.1
ŠI‹rŒ;pŽHEd‘ p
GŽ‹ t›“ K“ p‹|œFŒ;‹;œ†›
d>œ‹$
^›
d
p“›“—ˆ“œ“ › p ;ŽH›‹rž?“ †“ p‹|œ>› p M“ ž dž ›‹f
f“GœdŽ @‹œž ˆœ{’‹ GŒ“Ž‹r›
f‹|žfœž“ r”H.£.e‹|œF“
„ž? r 2‹„› Á pœ<“   ˆ‹rŽHž?› pŒGœ?
K£ ȋ|œ[“ rž$ r 2‹r›
 pœ[“ t  ˆ‹ ŽHž?› Џ pŒGœ?ÆŠ GŽ>› p@ dpŽ‹rœY£.<“ £K ›
p p“›“—ˆ “GœA‹|œ p‹|œž?“Ž p ˆpŽ‹ pŒ r›Ž‹ pŒ GŽ>— G› “ |pœ zŠ GŽ2› pO =
„ž? rœ p“›“—ˆ“œ œp—ˆŒŽ“ ˆœ†“Ž"
 ; / GŽ£.“ t GŽK£ t
-^99; 0 -?
3 0 0 M*,+ %-T7VÂK^!/9; 0 tB O
+( 0 0 3-34%.I 0 #3H? B(+ 0 0 3- %7
3.3
…u
g4n}?sHSubgraph
i G"?"Matching
+:$%$ 0 ? 0
-?
3W9 -
9(3-12#I 0 [993- 0 -?
0 @ 0 A1F
G?12
0 BD
3-+G'
-
V129+ 0 -
0 0 -:$C3-?+B,+-:$D*,+-B
0 1293-/ 0 %.Jb9G 0 -
F-
{ 0 (7Ic>z:- ?12&3-3+(9M1F 0 !
0 *+B12? 0 34%WG:-
0 2PI 0 # 0 9#hMJX?+C*,+%=9,-
†Jr12 ";7
1
7
2
3
(a)
6
5
4
(b)
ŠI‹rŒ;pŽHYGG‘2’u“R”MŸ tpŽH¢5ŒGŽH“ 2’u—X”MŸ p“›“fŒGŽH“ 
Â]-1293- 0 0 -3S
+12 0 -?
e3 0 1 0 2€G
G 0 V,'
+
^J *,+%#9 -
O. 0 =9 j‰ˆ-?+
n?nƒ!B?- 0 C?
0 U3-39;?-(3-L1F9d(; 0 &
0 b
ˆJ 0 0 &#9V
G 0 #"#I 0 V!>
! 0 e1F9eW
1F 0 d7SÂK3-3 0 D1F9U
(;D9
0 =+-
P.°ª)±ª\¬½)°j»±$³¬
¯¬\»¯¬!°¬!¨ª)±ª‚§‚º¨ 0 ?¥ˆK
L9
0 XC9G-bJ;1F 0 z:$!'
0 - GP9G 0 .Jr1 0 D, 0 I
0 2P3-HJS9
0 CP1F9
(; 0 0 0 f97 9G 0 <J„?1 O
0F0 J
? 3-:$3
0 0 K+9 0 0 C, 0 9
0 ^»±¯ª‚§j±?²;µ†±ª)³«§|¨,´
(; 0 0 ^9 G
34%.P+( 0  ?ƒ&JX:$ 0 -IG:$D(;
1F 0 t7 .D
3-%> 0 -
<3H:?†9;?
0 fe+(-?12'
9-1È(; 0 j‰ˆ-?+.nx?ƒ!7M8 M?1293!/ 0 %J
+>
O3-? 0 1Á-z/9;
0 3‚Bd(+ 0 0 - 0 M(; 0 "
I
3- 0 1 0 K9?(3-1 Jp+(9=-?129-1 - 9H:$
0 †(;z_DwX')1293- 0 Pg v$xHij7
root
(1,4)
(2,5)
(2,6)
root
(1,5)
(2,7)
(2,4)
(2,6)
(1,6)
(1,7)
(1,4)
(1,5)
root
(1,4)
(1,5)
(1,6)
(1,7) (1,_)
(2,7)
(2,6)
(3,6)(3,7) (3,5)(3,7)(3,5)(3,6)(3,6) (3,7)(3,4)(3,7) (3,4) (3,6)
ŠI‹rŒGpŽHZ t‘>Ÿ V› p@e“ Sœ—X›1W “  p
„“ ;œz‹ >›
d.ŽHž?›“ pŒ; r“ŽK\ŽH“ fœzž GŽHŽHœ E› eœp—ˆ‹ œ GŽ ˆ‹|œ0fœ†—b› M “ 
8 H:?&(;
W1F
,%V 00 129 0 0 K+ 0 L?1M(-
G 0 3
? 0 J ÂC¤ *,+%9,-
.-
f9zz"?%9f'
-
78 %E
<(;#34€GF99/-1F 0 ?B&
/ 0 BU
G
!/ 0 3- 0 127AÂK99/1F 0 =3-? 0 12g yBCxoBUh?oBUv?hB
qn?Btn}nidG:$D9;34%
?123;?1293-/ 0 %†(+ 0&0 %=HD
0 ?+'
0 0 €
G>. 0 3+ 0 -?
d7#ÄX/ 0 Gf
/ 0 3'
0 12IM€
GF 0 K
0 J|zG:$^!/9;
'
0 3b& 0 ')2?1293-/ 0 %5g4nvBSv?lBXs}Bˆy?hBSovBXoqBSl?xB&n}$xi)7
…\
/ 0 3-? 0 12=1293-%5= 0 -?
0 !
*,+†Jr
.
?-%f 0 .9t7=8 †3-? 0 12V1293-%e 0 J|+
'
0 -
0 V12+ 0 I-12-3 0 %2J 0 I97b‰ !/1293-?B$
? 0 Jr+
0 -?
21F%W(;K€G
P(†
21F
0 -IL%
0 0 -
0 Jr1F 0 -
0 0 Jr1¡?
=9Y
0 0 7Y .KJ
?+Bb99/-1F 0 23-? 0 12W
53(;F+fJ|P
?-%
0 z97 ƒ ,K3:?
0 &"P
F(; J|+
G†-
g x}BxnBhn?BhyB
hqBpy$s,BSosBdl?qBˆq?oBdq?lHi)7M8 P12? 0 9;?9+3z!/ 0 j
G{
/'
0 ƒK+(9{1F 0 -
.3-? 0 12VP(
f+- 0 -
0 K 0 0 ')9GD9
0 0 -?
0 0 G 0 9;?
G 0 W
+(-?1291#7
À f“ œeŸ „Œ GŽ‹r› 57mD3-3-1F
@g q?}i&9
0 >
53'
0 1 J|=
]¬Ë$±?³ªK+(9E1F 0 -
f(E?
0 f°ª)±ª\¬
°j»±$³¬=°¬±¯³« É §|ªr«>¾±$³ 3ª‚¯±?³ 3§|¨´=3-? 0 1¡
<g h$xHij7. 9 0 '
€ 0 @
0 # 0 0 #9G 0 #9
0 0 -
9- 0 0 V3-? 0 1#Í K9?7 c
P
2j†9G4KJb1F 0 -
:? 0 -ƒW-P? 0 0 0 ?B 0 =-129-1 G 0 -
Hf!"$A-
0 9GH 0 „3z1F 0 -
7]…\J 0 129-1
?
G 0 Y-W
0 0 -€ 0 F3-? 0 1–¾±$³ 3ª‚¯±$³ 3°F‚‚7 ?7 0 0 ') 0 G 0 +3O9;?
0 =Jr+3-3&
+12 0 -
f-
9+
Gƒ!7dmD9;
0 !12
0 -?
V
34% 0 b9G 0 dI 0 W3-
0 M*,+3
0 0 M
+1P(;KJ&
z-
‚9;?
G-
0 .+
9+
3-:$ƒ 9
0 P+(-?129-1#7
8 K9;!J|1F
IJ 0 C(;H:$C 0 0 ')9GI9
0 0 -?
=34'
0 1¡-W129H:$f(,%f.€
12
0 9,+233-¼º¯½
É ±¯©A³«¬³ 3§|¨,´¥5-
0 5-
0 Y
{-
0 0 e
0
34%1M+ 0C0 V+(129-1 ?
G 0 ^?3tBG(+ 0 BG
e'
0 dBV9;?-(3-^1F99-
z1P+ 0 /- 0 J|W±?²|² 0 C+
1F 0 !
:? 0 -7=ÂKV=+3 0 B 0 23- 0 1¡9+
0 0 !'\
12z62-
0 34%. 0 PC3-:$3L‚V‰ˆ-+†nhj$ƒƒ!7
‹ |œœ œ=L
Ÿ rŒ GŽ‹r› ’Ÿ H”H7U_K3-
Yg oqiX9
0 #
>§|¨G½
¬Ë$±?³ªI+(9E1F 0 !-
{3- 0 1#758 - 0 -12?BL( 0 '
€ 0 ?
0 0 0 ')9Ge9
0 0 0 e9- 0 0 W3-? 0 1#Í K9?7CÄL!{
z-
0 0 ')H!#9'
0 K†:? 0 /=-
M0 0 GC(;
# 0 !K1F 0 !2I 0 #
:? 0 /F-
C3- 0 t7X…\JpM:? 0 /2-
0 W(;z3- 0 tB
(3,7)
(a)
(2,4) (2,6) (2,7) (2,_)
(3,4) (3,7) (3,_)
(b)
ŠI‹rŒ;pŽH@R‘H
d>›ŽHYœ“Žž œ ˆ“GžE› AŽH“Gž(
Z›
p ˆŽœ›
‹|œ GŽ ˆ‹|0œ E@’u“R” H d>›ŽH œ“Žž Zœ ˆ“Gž? ˆŽ pZ—t¢
ÀJ f“ œ]“ rŒ Ž‹„› E ’\—b” H
d ›Žœ“Žž(
œ ˆ“Gž
ˆŽ p ¡—d
¢ #‹ |œœ œZ“ rŒ GŽ‹r› E H d f“›(ž ’ ”
ŽH ˆŽHœ R›œ†“e›ŽHœ“Ž(ž p p r›‹ L Ž
 W“Gœ œ f=› p“›V“ Y d(Ž r¢d‹ pŒe “ |p“›‹ =\ ˆž?›‹ <‹rœMˆœ › <Œ;ˆ‹ pY› pYœ›“›Y ˆ“ ˆœ‹ pœ?
 .‹ LŽH R›= “ |d“›‹ \ ˆž?›‹ ˆœ ˆŽ p{› p{›ŽHœ“Ž(ž ˆ‹ LŽ R› r¢G
0 -z1F 0 0 #=
+3-3X:$ 0 /-
7PÂ ? 0 -W-?
0 0 =1F 0 -
e(; 0 0 e:$ 0 -7E8 =? 0 Jz{9GH 0 „3
1F 0 -
W- 0 D+1 J 0 K? 0 UJ 0 D1F 0 F:? 0 -7bÂ
J|+
0 -
2:?3-+G 0 0 U9 0 31F 0 -
^(,%M+1212-
D 0 b 0
0 KK3- X(;+
Gz 0 -1F 0 PJ 0 L? 0p0 D1F 0 0 X1F-
'
-
W:$ 0 -L-
7b8 0 C.- !/9
0 W 0 0 &J|
I- 0 #:3-+G 0 <Jr+
0  00 -
0 12
-1P+1Á:3-+
j12
533D9;?-(3-e/9G
-?
 0 0 ƒ!7 8 {3-:$=J 0 0 = 0 G 0 H:?W
0 (;
9+
Gƒ 9
0 €G
3d 0 0 BR‚7 ?B
0 0 DIP3-3 0 W:$ 0 -KJ :$M(;
{1F 0 >‚
‰ˆ-?+†nh‚(Gƒƒ!7
4.
c>CGCONCLUSIONS
:$IJ|,+F9-1F-34%2AND
=9 00 FUTURE
')1F 0 -
zWORK
(=3-?'
0 12zJ|MJ| 0 -
0 W
Gf97#8 .3-?'
0 12M?+3„E(;+5Jr=- 0 +99; 0 Jz*,+!†?
0 0 0 %9;BRz?+3(;P+{zF99,zJ| Ã
')3-"$
3- 0 12Vg sHij7&‰+ 0 +D ".-
0 -I€3.-
3+¥
u… 129H3-?:$ 0 0 129;2‚?Jr77<1F%&
')((*+')JV( %ƒK/ G0 -{
Y"$"$%% 0 9{#HH!!''
V3-? 0 12D‚7 7+*' '.%.* *')( % ƒX 0 0X0 %P
2(;C
J‚ 0 b"$% PH!
V
b3-"$I,??3-?7&#
%PJ
0 3-? 0 122.1P(
?34%E9GH3-3-3-T(3-
I3-3d3-z 3-3‚7
Ï^:$3-9<-
G/ 0 0†0 0 12FJ|F9G#?9 0 -1F3-34%
‚ 0 -
Y3-3D9G 0 21F%5(;12 0 G
<-=
tB&(+ 0
0 -
DÃu+ 0 9GH
0 ')!3=9G4C1F%F(; 0 ,23- 00 3-Hƒ!7
Ï^:$3-9>9 0 -3-34%Y12
-
J|+3&- 0 F12+W?
0 #
G9#
99/1F 0 e*+%@9,-
3-? 0 12 0 †+99; 0 -
/ 0 1F 0 -
7
Ï^:$3-9V&Jr12! "KJ|p3- 0 -: 0 %^ 0 1F 0 -?
^J|S*,+!
?
0 K
G=9UI 0 I-3H7
Ï^:$3-9MJr12 "=Jr 0 +
†H!
0 †9G 00 -H:$%=-
0 C
G.9Vg h?hBGqvB;q$s,Bpn}?}ij7
^Ï :?3-/?-9†(3-†+9*,9;+! 0 2JrLg syiL1F-
f
I0 -U-f/ 0 9
-
')¥S-3{124' G3!/-(
3 '
0
0
-92
A*,+-21F%5(;12#
0 '\
G
0 :$
†
G
0 '\
0 X3 0 9L-
P 0 K97
H" !z
FÂK(;?.B K3 D-3‚.B !V 0 -
D!(; 0 B.D+4%+
0 GACKNOWLEDGMENTS
N G
>
>N
;G
Jr 0 4V
0 (+ 0 -?
V
0 †:-+
9GIJ 0 %&
')((*+')( %W9Ãu 0 7
5.
cO
6.g-n!iWNRREFERENCES
7ÂK( 0 (;?+3j7kD+%
†124') 0
+ 0 += 0 7…\
¯º³¬¬©§|¨´°Mº¼^ªr«¬¨ª\¬!¯!¨G±ª‚§jº¨G±?²bº¨¼¬!¯¬!¨;³¬Pº¨
·W±ª)±$¾±°¬d «¬º¯!ÌBG9zn GnlBˆnq?q?o7
g xiWNR7ÂK( 0 (;?+3jBwˆ7~&+
1F
tB
G=ÏP7;N+-+t7;·V±ª)±º¨ªr«¬
#¬¾ ¦t¯ºµ I¬²-±ª‚§jº¨°^ª)º R¬!µP§r°ª‚¯­³ª‚­¯¬©F·W±ª)±.±¨G©
4K7
¸ 6X7G?
!V+J|1F
dBRnq?q?q7
g hHiWNR7ÂK( 0 (;?+3jBÏP7GkD+GBG‡7R K+?tB‡7c?1#B
‡7
ab7c-
7G8 Vad3ˆ*,+!%F3„
+GzJ|
12- 0 + 0 +. 0 7 ¨ª\¬!¯!¨G±ª‚§jº¨G±?² º­¯¨;±?²pº¨#·z§´§rª)±?²
6X§‚¾¯±¯§)¬!°Bpn?nHƒ!¥ y?l l?lBSnqq$o7
g viWNR7ÂK( 0 (;?+3d
G=ÎM7ÎD
+d7 ,C?+3K9G 0 *,+- I 0 0 -
0 7 º­¯¨;±²ˆº¼ bºµK»G­ª\¬!¯P±¨;© ̰ª\¬!µ
;³§j¬!¨;³¬!°BRsljh$ƒ!¥ v,xl $v,s?x,BXnq?qq7
g siWNR7ÂK34' !zG3--J|B M7ÎM7‡$$?-dB;_W7 !z+GB‡7;f7GwS 0 3‚B
ÏP7GN-: 0 :?B
GL P7c>+t7GN 0 + 0 +3Ã
¥LÂ
9-12 0 -:$KJrI6†-
0 `z#ae*,+%F9 00 =1F 0 -
7,…u
¯º³¬¬©§|¨´°Mº¼^ªr«¬ ¨ª\¬!¯¨;±ª‚§‚º¨;±?² bº¨¼¬!¯¬!¨;³¬Pº¨
·W±ª)± ¨´§|¨;¬¬!¯!§|¨,´BRx}?}$x,7
g yH:i M7ÂK3-12G1F.
GNR7 .M7ÏD+QR+G7ÂZ3--
H
91212
†99?J| 0 ^ 0 9
1F 0 -
P9(3-1#7 ¯±¨°±?³ª‚§jº¨°Mº¨ I±ª‚ª\¬!¯¨
ÊC¨;±² ̰§|°V±¨;©P¸f±$³«§|¨;¬ ¨ª\¬²|² §´,¬!¨;³¬!BtnHs)s?ƒ!Bpnq?qh7
g oiWf7ÂK3 0 -
3d
f7G‡7G‰
"3--
d7ÄX62
0 €3 0 !
†J
`z#aO,+12
0 &J|D3- 0 :?V-12-
G 0 #J
-
Jr1F 0 -
d7G…\
¯º³¬¬©§|¨´°Wºu¼Vªr«¬ ¨ª\¬!¯¨;±ª‚§‚º¨;±?²
bº¨¼¬!¯¬!¨G³!¬Mº
¨ G¬!¯5Ì 6p±¯‚´,¬z·W±ª)±†¿K±°¬!°B;9Ksh ,yvB
x}}?}7
g lHiWNR7ÂK12!' &BNR7G¤&BGaX7ÎW7NR7ap"1F
G
dB
.ÏP7
N-: 0 :7G
-12T 0 -?
#J 0 z9G 00 #*,+-7…\
¯º³¬¬©§|¨´°Mº¼^ªr«¬zÊ p
¸ !L¸#"L$
· ¨ª\¬!¯!¨G±ª‚§jº¨G±?²
bº¨¼¬!¯¬!¨G³!¬Mº¨#¸f±¨;±´,¬!µF¬!¨ªUº¼K·W±ª)±B9G?Iv$q?o s}?lB
x}}n7
g qHiWNR7ÂK12!' &BNR7G¤&BG
G=ÏP7;N,-:? 0 H:78d
9G 00 .3„H/ 0 -?
t7G…u%
U¯º³¬¬©§r¨´°Mº¼^ªr«¬ ¨ª\¬!¯!¨G±ª‚§jº¨G±?²
bº¨¼¬!¯¬!¨G³!¬Mº¨ L˪\¬!¨G©§|¨´†·W±ª)±$¾±°&¬ ;¬³«,¨;º?²-º´ÌBtx}}$x,7
g4n}i ,V7G~ TH' & 0 7GÂC3 0 12UJrC 0 -
2H!
¥LÂ
+:?%,7 '! ¦pº¯­µMB;xhjhH'\v$ƒ!¥ hv slBSnq?lq7
g4nni ,V7G~ TH' & 0 K
GJ M7 M7 D
0 7G‰G 0I0 / 0 -
J|K?+3HK!/9-?
KD+ 0 1F 0 ?
.-
†?
0 -7 º­¯¨;±²ˆº¼^ªr«¬zÊ p¸Bv?hjy?ƒ!¥ qnHs q?hyBXnqq?y7
g4nxHi ,V7G~ TH' & 0 K
G.~K7 ,C-(;4')_D 0 7R¸eº©,¬!¯!¨
¨¼º¯!µ†±ª‚§jº¨ I¬!ª‚¯!§j¬!®±?² 7;ÂC¤U wS #ÂK-
'jc>3-%,B
nqq?q7
g4nhHiVÏP7G~&(;?B;ÂV7G~ H 0 BGÂW7 .M7;
G3T?
dB M7;ÂV7
-3BR‰&7 ,CTT?3-BG
wˆ7 ,C-+T' D+„
33-‚7R8p`
'&8 V8p
0 †`z#aO
?-
?7…\
¯º³¬¬©§|¨´°Mº¼^ªr«¬
#º¯ 3°«º!»>º%¨ ¨¼º¯µ2±ª‚§jº¨ ¨ª\¬j´¯±ª‚§jº¨Oº¨{ªr«¬(#¬¾B
9GCy?y ohBtx}}n7
g4nv3i M7~ H
G ,V7f7~&+ 0 3-3j7N+(9=-129-1#B
1F 0 -
W3 0 -?
3p 0 + 0 +K
G=1F/-1F3R3-*+7
¨¼º¯µ2±ª‚§jº&¨ ¯º³¬!°°§r¨"´ 6ˆ¬!ª‚ª\¬!¯°B;v¥ l?h lvBSnq?oy7
g4nHsiMNR7~&$BGÏM7;¤&1P(;!3-
tBGf7G‰&7G‰
G
GT?BÏP7
‰ˆ3+tB;‡7 ,K(-?B‡7RN-12?
tB
Gf7RN 0 !J‚
+t7
`DkD+%n?7 }¥ ÂC
`z#aOkD+%.ad
+G? GH:-3(3-M 0
00 9t¥ # #HUUz7 Ch7 . #8 ,M#/*,+% #7
g4nyHiWwS7~&+
1F
d7N12- 0 + 0 += 0 7…u%
U¯º³!¬¬©§|¨,´°Mº¼
ªr«¬^Ê p
¸ '!b¸#"L·V)½ '!bÊ*S+½ !LÊ
,-̵D»º°§|­µ º¨
U¯§|¨;³§ »;²¬!°Vº¼K·W±ª)±$¾±°¬ ̰ª\¬!µP°B;9G?znnHo nHx,n?BSnqq$o,7
g4nHoiWwS7~&+
1F
dBNR7~K7Ïz:„?
tB M7 M7 K3-3-(
GRBG
G
ÏP7;N+-+t7ÂZ*,+%=3
?+G?W
.9 0 -12-T 0 -?
0 !
*,+LJ|I+
0 + 0 +F 0 7…u
¯º³¬¬©§|¨´°Vºu¼zªr«¬
Ê p.
¸ !L¸#"L$
· ¨ª\¬!¯!¨G±ª‚§jº¨G±?/² bº¨¼¬!¯¬!¨G³¬Pº¨
¸f±¨;±´,¬!µF¬!¨ªUº¼K·W±ª)±B9G?Ks}?s snyBSnqq?y7
g4nlHiWwS7~&+
1F
dBc[7‰G
tBG
GNR7c>-
0 t7GwS 0 ?
0 -
0 C-
#12 0 + 0 +
. 0 + 0 +
0 (G7G…\
¯º³¬¬©§|¨´°Mº¼^ªr«¬DÊ p.
¸ !L¸#"L·
'!LÊ*#'!LÊ ,0̵K»º°§|­µ º¨ U¯§|¨G³§ »;²¬!°Vº¼
·W±ª)±$¾±°¬ ̰ª\¬!µM°BG9GznHxq Gnh?lBSnq?ql7
g4nqHiWwS7~&+
1F
dBf7G‰&7‰
T?B
GÏP7N+-+d7mD
Gk^ab¥
 *,+%=3
?+?W
G3-?(PJ|C12- 0 + 0 +. 0 (G?
. 0 + 0 +3R+-
d7 6ˆ·K¿ º­¯!¨G±?² B
qnHƒ!¥ oy Gnn}Bdx}?}}7
g x}H3i M7~&+
"$?7ÄXC 0 29#1F 0 !
¥ .D
0 G+
DJ 0 z+
G34%
P 0 J|+
0 -?
t7 ¯±¨°!±$³ª‚§jº¨°Pº&¨ C±ª‚ª\¬!¯¨eÊC¨G±?² ̰§r°V±¨;©P¸f±$³«,§|¨R¬
¨ª\¬²|² §´,¬!¨G³¬!B;x,n$jq$ƒ!¥ qnHo ,q$xxBXnqq?q7
g xn!3i M7~&+
"$z
G
M7ÂK3-3-1F
d7…u
/ 0 9#1F 0 -
J|C 0 + 0 +3d9 00 ?
0 -?
d17 C±ª‚ª\¬!¯!
¨ C¬³º´¨§rª‚§jº¨
6ˆ¬!ª‚ª\¬!¯!°Bˆn?‚v,ƒ!¥ xv$s x?shBXnq?lh7
g x?xiMNR7GNR7¤&GU 0 ?B;NR7ÂK( 0 (;?+3jB
‡7c1#7
,K9
0 -
P
G*+%-
PG
I
.12- 0 + 0 +
0 7…\
¯º³¬¬©§|¨´°Mº¼^ªr«¬ ¨ª\¬!¯¨;±ª‚§jº¨;±²
bº¨¼¬!¯¬!¨;³¬Pº¨#·V±ª)± ¨´§r¨R¬¬!¯!§r¨´BG9Iv GnhBˆnq?ql7
g xhHiMNR7GNR7¤&GU 0 W
W7 ^H'u?3--
G7d
-
Jr+3
!
V 0 0 -?
#-
0 + 0 + 0 7…u%
U¯º³!¬¬©§|¨,´°Mº¼
ªr«¬^Ê p
¸ '!b¸#"L$
· ¨ª\¬!¯¨;±ª‚§jº¨;±/² bº¨¼¬!¯¬!¨;³¬Pº¨
¸f±¨;±´,¬!µF¬!¨ªUº¼K·W±ª)±B9G?Kxy h?oBˆnq?q$o,7
g xviMNR7NR7¤&G 0 BGÂV7 ,DÃH1F
tB W7 ^'u3-
BR
G
‡7c@„?1#7G¤&G
?V 0 0 -
#-
-H!-3-34%
0 + 0 +.-
Jr1F 0 d7…u%
U¯º³!¬¬©§|¨,´°Mº¼^ªr«¬zÊ p¸
'!L¸#"b$
· ¨ª\¬!¯¨;±ª‚§jº¨;±?/² bº¨¼¬!¯¬!¨;³¬Pº¨¸f±¨;±´,¬!µ2¬!¨ªIº¼
·W±ª)±B9G?Iv$qh s}vBSnqq?y7
g x?s2i S7G¤&
tB W7ÎM7‡$??-tB;‰&7 !z
dB_M7 !z?+B;N;7
+ 0 +",-
dB ,V78D7_KB
G.ÏP7N-:? 0 :?7
¤&?+
0 -
0 I-†1F 0 U
# 0 ?7…u%
U¯º³!¬¬©§|¨,´°Mº¼^ªr«¬
¨ª\¬!¯¨;±ª‚§jº¨;±/² bº¨¼¬!¯¬!¨;³¬Pº¨·W±ª)± U¨,´§|¨R¬¬!¯§|¨´B
9GKsq?s y}vBdx}?}n?7
g xyi2ˆ7;¤&
dB‰&7 !z
dB_M7 !z?+BG
GN;7G+ 0 +",-
G
d7
N3 0 -: 0 % 0 -1F 0 .JrK(;,?3-
{*,+-7…\
¯º³¬¬©§|¨´°Mº¼^ªr«¬zÊp¸!L¸#"L·z½+!LÊ*S½+!LÊ ,
̵D»º°§r­µ º¨ ¯!§r¨;³§ »;²¬!°^º¼D·W±ª)±$¾±°¬ ̰ª\¬!µM°BG9G
xny x?x?s,Bdx}}?}7
g xoHizc[7‡7G¤&- 0 1FB‡7 !z 00 3-BG
G.f7Gwˆ 0 ?+d7N 0 + 0 +3
1F 0 -
P-
#129+ 0 !U:-
#+-
P9?((3-- 0 -
3/ 0 d7 ¯±¨°!±$³ª‚§jº¨°Mº¨ C±ª‚ª\¬!¯!¨ÊC¨;±?² ̰§|°
±¨G©†¸f±?³«§|¨R¬ ¨ª\¬²|² §-´,¬!¨;³¬!Bdnojl?ƒ!¥ oHv$q oyvBXnqq$s,7
g xli ,V7;¤&3B ,V7 D-GH
tB;
wˆ7…u
G%"R78tz9G 00 1F 0 -
†
.+( 0 1F 0 -
P-
# 0 12-
- 0 -
† Az3-? Adƒ\' 0 -12?7…\
¯º³¬¬©§|¨´°Mº¼^ªr«¬zÊ p¸{+½ ÊK¸
̵D»º°§r­µ º¨#·^§|°!³¯¬!ª\¬zÊK² ´$º¯§|ªr«µM°B9?^xHv,s x?sHvB
nqq?q7
g xqiMf7wS7G¤&?
K
ÂV7 .M7
3-T
dB K9ad?¥LÂ
:-+G3RJ|1F3--1 J|C3d3-4J|z+-?
d17 U¯º³¬¬©§r¨´°Wº¼
ªr«¬zÊ p
¸ !LÊ*S+½ !L¸#"L·z+½ !LÊ ,-̵K»º°§|­µÈº¨
¯!§|¨G³§ »;²¬!°Vºu¼D·V±ª)±$¾±°2¬ ̰ª\¬!µP°BG9Kv?}v ,vnyBˆnq?q}7
g h}iVÏP7‡7G¤&,?"#
G.ab7~K7 K?3!7;N+( 0 + 0 +^-H:$%
+-
†12-
-1P+1 -9 0 -?
#3-
0 G.(G"+
G
"
I3-?7 º­¯¨;±²ˆº¼KÊC¯ª‚§ &³§j±² ¨ª\¬²r² §´,¬!¨;³¬ I¬!°¬±¯³«B
n?¥ xhn x?ssBXnqqv7
g hniWab7G¤&3-3BRwˆ7‰??B;¤K7RN
?B
#f7ÎL
0 7ÂC
62
0 3 0 1 Jr 0 z-
!/ 0 1F 0 -
PJbH
9C+-
2P?
0 / 0 +G3 0 J|1F 0 -?
3d123‚7…u
¯º³¬¬©§|¨´°Mº¼^ªr«¬ ¨ª\¬!¯!¨G±ª‚§jº¨G±?² bº¨¼¬!¯¬!¨;³¬Pº¨
I±ª‚ª\¬!¯!¨ C¬³º´¨§rª‚§jº¨B:$?3-+12^hB9G?znl} nlvBSnqq?y7
g h?xHiVÏP7G¤&
-3ˆ
#¤K7G¤K7 D 0 3-(t7;ÂC
62
0 3-? 0 1
J|D9-?129-1#7 º­¯!¨G±?²ˆºu¼zªr«¬zÊ p¸{B
nHonHƒ!¥ sn yvBSnq?o}7
g hhiWab7Ï^9;?B M78p:??
dB
G ,W7ÏP7 !z-
7G‰ˆ-
G-
Jr*+
0 +( 0 + 0 +U-
#!12-3t129;?+
7…u
¯º³¬¬©§|¨´°Mº¼^ªr«¬ ªr&« ¨ª\¬!¯!¨G±ª‚§jº¨G±?/² bº¨¼¬!¯¬!¨G³!¬Mº¨
V¨Gº É ²¬©´,¬z·z§r°³º®¬!¯Ì=±¨G©†·V±ª)±2¸{§r¨§|¨,´B9Ch?} ,h?yB
nqq?l7
g hviWÂW7ÏD+ 0 dBf7‰&7‰
GT?BÏP7‰ˆ3-+dBÂW.7 M7at:,%,B
.ÏP7GN+-+d7Â[*,+!%F3„
+GzJ|K`z#aX7 bºµD»G­ª\¬!¯
V¬!ª É º¯ 3°BRhn$n?n!'ny$ƒ!¥-nnHs?s Gnny?qB&nq?q?q7
g h?sHiMNR7Ï&Ãu?"$BÏP7‡7G¤&,?";B;
G.ab7~K7 K?3!7GÂC
129--3
0 +G%=JX?1F-
."
I3?V
G 0 I(;
€ 0 0 +( 0 + 0 +z-H:$!%,17 ¯±¨°!±$³ª‚§jº¨°Mº¨
V¨Gº É ²¬©´,¬P±¨G©P·V±ª)
± ¨´§r¨R¬¬!¯!§r¨´B;q‚v,ƒ!Btnqq$o7
g hyiMf7ÂW7Äb†
J !†7 'uNR7‰+d7Â9- 0 z12+
J|D-1F?V
34%-7 ¯±¨°±?³ª‚§jº¨°Mº
¨ ̰ª\¬!µM° ¸f±¨ L±¨;
© SÌ$¾¬!¯¨R¬!ª‚§j³°Bˆnvjh?ƒ!¥ h?sh h?yhBXnqlv7
g h?oHiW‡7G‰
Bf7;ap+1W%,B
Gf7ÏD?127…\
/ 0 1F 0 -
+-
†
+3t
0 "7…u
ÄI7 D3-1F†
G#aX7
_M7 !V
3‚B 0 1B C±ª‚ª\¬!¯!
¨ C¬³º´¨§rª‚§jº¨e§|&¨ U¯±$³ª‚§j³¬ ' ¸{­² ª‚§ »;²¬ I±¯±$©§´µP° bºµD»±¯±ª‚§|®¬ ª‚­©§)¬!°W±¨G© DÌ$¾¯§j©
̰ª\¬!µP°7;_K 0 D33
GtBtnqqv7
g hliMf7‰&7;‰
T?BÏP7‰ˆ3-+dB;‡7 !V
BÂW7 P7at:,%,B
.ÏP7GN+-+d7¤ 0 -
0 ^(;? 0 I 0 # 0 +G3‚¥
ÄS/9;!
UI 0 McO(') 0 ^1F
G12
0 % 0 1#7…u
¯º³¬¬©§|¨´°Mº¼^ªr«¬zÊ p
¸ !L¸#"L$
· ¨ª\¬!¯!¨G±ª‚§jº¨G±?²
bº¨¼¬!¯¬!¨G³!¬Mº¨#¸f±¨;±´,¬!µF¬!¨ªUº¼K·W±ª)±B9G?Ivnv $v,x?s,B
nqq?l7
g h?qHiMf7 '\aX7G‰!
G
T^
GM7ÎL3--
0 ?7ÂZ9- 0 12 0 -^?1M(-
-
P1F/-1P+1Ð?1212?
.+(9#
G
12
-1P+1 1212?
+9;9t17 I±ª‚ª\¬!¯¨ I¬³º´¨§|ª‚§jº¨
6ˆ¬!ª‚ª\¬!¯!°Btosh o?slBdx}?}n7
g v$}HiWÂW7‰B M7 ^3-3-B ,V7 D+?
B;
G.ÂW7wb+3-:4
0 ‚7
~& 0 ')1F 0 . 0 -:3RJ|C 0 + 0 +.-1F7 ¯±¨°!±$³ª‚§jº¨°Pº&¨ C±ª‚ª\¬!¯¨eÊC¨G±?² ̰§r°V±¨;©P¸f±$³«,§|¨R¬
¨ª\¬²|² §´,¬!¨G³¬!B;xh)o?ƒ!¥ o}$o onlBpx}}n?7
g vn!izc[7G~C7G‰"$C
,V7~ T' 0 7 ¨¼º¯µ2±ª‚§‚º¨
C¬!ª‚¯§)¬!®±?² I·V±ª)± ª‚¯!­³ª‚­¯¬!°P±¨G©†ÊK² ´$º¯§|ªr«µM°7GwS
0 -
^3-3‚Btnq?q?x7
g v,xiMf7 ^H%#
GÏM7‡?
?
t/7 bºµK»G­ª\¬!¯!°W±¨G©
¨ª‚¯±?³ª)±$¾§‚² §|ª‚Ì IÊ ­§j©,¬zª)ºFªr«¬ d«¬º¯Ìºu¼
U½ bºµD»;²¬!ª\¬!¨;¬!°°7R‰1F
#¤&?129
,%,BRnq?oq7
g v$hHiMNR7 D?3#
ÂV7 ,K
$Ã
d7GÂZ+ 0 #-?
12
0
3-? 0 1 J|C91F 0 -
17 ¯±¨°!±$³ª‚§jº¨°Wº¨
C±ª‚ª\¬!¯¨ÊC¨;±?² ̰§|°V±¨G©†¸f±?³«§|¨R¬ ¨ª\¬²|² §-´,¬!¨;³¬!B
nl‚v$ƒ!¥ h$o?o hl?lBXnq?q?y7
g v?vi ,W7 D?31F
G‡7c?1#7Ïz 0 D+¥LÄX
G(3--
*+%2J|1P+3„ 0 -?
G9 0 -12-T 0 -?
.12- 0 + 0 +
0 (G7G…\
¯º³¬¬©§|¨´°Mº¼^ªr«¬ ¨ª\¬!¯¨;±ª‚§jº¨;±?²
bº¨¼¬!¯¬!¨;³¬Pº
¨ ¬!¯5Ì 6p±¯j´,¬^·W±ª)±P¿K±°¬!°BG9?Kv?h?y $v?v$sB
nq?q?o7
g v,sHi M7 W7 D
0 ‰&7c[78p?1297-
G=%$?+I121FH¥
ÂZ
! 99$ 0 †123--
0 !/ 0 7…u%
U¯º³¬¬©§r¨´°Wº¼
ªr«¬ ¨ª\¬!¯!¨G±ª‚§jº¨G±?/² bº¨¼¬!¯¬!¨G³!¬Mº
¨ G¬!¯5Ì 6p±¯‚´,¬z·W±ª)±
¿K±°¬!°BG9G?Kh?hq ,hv$yBˆnql$o,7
g v$yHi ,W7 M7 D+ 0 -
7 K9Ïz~K¥G3--
F
G.*+%-
9I-
0 (7…u
¯º³¬¬©§|¨,´°Wº¼Vªr«¬
¨ª\¬!¯¨;±ª‚§jº¨;±?/² bº¨¼¬!¯¬!¨;³¬Pº
¨ ¬!¯Ì 6d±¯j´,¬z·V±ª)±P¿K±°¬!°B
9GKxq?o h}?lBSnq?qv7
g v,oiMf7 K%
B;‡7wS
B;
G.ÏM7ÎW7 D+! 0 7Â
9')-
0 =?(à 0 0 (z123‚7…\
¯º³¬¬©§|¨´°
º¼^ªr«¬zÊ p
¸ '!L¸"L·V)½ '!LÊ*S)½ '!bÊ
,#̵D»º°§|­µ
º¨ U¯§|¨;³§ »;²¬!°zº¼D·W±ª)±$¾±°¬ ̰ª\¬!µP°B;9G?IvnHo $v,xHvB
nq?q}7
g v$lHiW8D7;¤K7 D
d7G·z§|°!³¯¬!ª\¬ C¬²-±Ë$±ª‚§jº0
¨ R¬³«¨§ ­G¬!°7
.K/Jr=mD
-:$! 0 %.wXBdnqq?}7
g v$qHiM¤K7;f7 DQR1F
Gf7;‡7 .MÍ Ï^?
3-3‚7GwS 00 1F 0 -
M
0 7 º­¯!¨G±?²ˆº¼^ªr«¬^Ê p¸{Bxqnƒ!¥ y?l ,q$s,B
nq?l?x7
g s}Hi ,W7 D+#
8D7GN"$7GN 0 !†9;?
0 ?+?=J| 0 +V+9-
2
.1F/-1F3R3-*,+17 ¯±¨°!±$³ª‚§jº¨°Pº&¨ C±ª‚ª\¬!¯¨eÊC¨G±?² ̰§r°V±¨;©P¸f±$³«,§|¨R¬
¨ª\¬²|² §´,¬!¨G³¬!Bdnn$n?nƒ!¥-n?nyl n?nl}Bbnql?q7
g sn!iW‡7G‡??""$32
GwS7 !z-3-9;3-
d7GmK-
†9J|
*+%-
P 0 + 0 + 0 / 0 €G3-7mD
-:$ 0 %=J D3--
"‚B
Ï^9GH 0 12
0 JX¤&?129+ 0 KN
?B ,C9; 0 ¤L'nqq?y'\lhB
_DH:$1M(;^nqq?$y ;:?-3„(3-W 0 00 9d¥ # #UUz7 7 3--
"‚7
€ #+ #ÄÃ?""$?3 #9d7 0 123‚7
g s?x3i M7ÎM7‡$??tB .M7 !V9 0 "B ,V78D7_DB
GÏM7
N-:? 0 :?7;+3 0 4')Ï^-12
G3d+( 0 -
M3- 0 -: 0 %
0 -1F 0 -?
t7…\
¯º³¬¬©§|¨´°Mº¼^ªr«¬ ¨ª\¬!¯¨;±ª‚§jº¨;±?²
bº¨¼¬!¯¬!¨;³¬Pº
¨ ¬!¯5Ì 6p±¯j´,¬^·W±ª)±P¿K±°¬!°BG9?Dhl$o ,h?qlB
nq?qq7
g shi3M7ÎM7‡$$-dBRaX7ÎW7NR7ap"1F
G
dB8D7G3-BGÏP7
N-: 0 :B
G=ÏP7ÎD- 0 7GkD+%-
M
0 "
4 0 -7G…\
¯º³¬¬©§|¨´°Mº¼^ªr«¬^Ê p.
¸ !L¸#"L·
¨ª\¬!¯¨;±ª‚§jº¨;±/² bº¨¼¬!¯¬!¨;³¬Pº¨¸e±¨;±´,¬!µ2¬!¨ªIºu¼D·V±ª)±B
9G?Vnhh nv?vBˆnqq?q7
g sHv3i M7ÎM7‡$$-dB ,V78D7G_KB
ÏP7N-: 0 :?7
N+( 0 -
M3- 0 -: 0 %. 0 -1F 0 -?
t7G…u%
U¯º³¬¬©§r¨´°Wº¼^ªr«¬
Ê p
¸ '!L¸"L·V)½ '!LÊ*S)½ '!bÊ
,-̵D»º°§|­µ º¨
¯!§|¨G³§ »;²¬!°Vºu¼D·V±ª)±$¾±°2¬ ̰ª\¬!µP°BG9^xHv$q xy}Bˆnq?qq7
g ssHiM¤K7;ÂV7‡$12BÏP7c>-
?B
‡7Ï^3
,%,7G·W±Ì?² §´H«,ª
d«¬º¯Ì†¸f±¨­±?²4½|·W±Ì?² §´H«,ª 1 7Ï^%3--? 0 ¤&12-3
…u
J|1F 0 -?
{N,% 0 12B,UUz7 %3- 0 7 1#Btx}}?}7
g sy:i P7 !V
T†
GL M7N-:R7G‰ˆ3-/(3-V*+-IH:$
12- 0 + 0 +. 0 7…\
¯º³¬¬©§|¨´°Mº¼^ªr«¬DÊ p¸
'!bÊ*S+½ !L¸#"L·z+½ !LÊ
,#̵D»º°§r­µ º&¨ U¯§|¨G³§ »;²¬!°
º¼K·W±ª)±$¾±°2¬ ̰ª\¬!µM°BRx}}n7
g soHiWwˆ7 !z-3-9;3-
d7G8dz1F 0 -
P9(3-12 I 0 993-- 0 -
0 † 0 + 0 + 0 !/ 0 0 (G7 ,C9; 0
ÂC'nq?q$x'\yBGmK
-:$ 0 %FJ D3-
"‚B‰ˆ-
3
tBtnq?q?x7
g sliWwˆ7 !z-3-9;3-
J M7#
-37 ,K 0 :?3tJ„?1
-H!-3 0 / 0 C(,%F9 0 3d9G 00 !
7…u
¯º³¬¬©§|¨,´°
º¼^ªr«¬ ªr«.ÊC¨¨­±?1² ¨ª\¬!¯¨;±ª‚§jº¨;±?²tÊ p
¸ ! bº¨¼¬!¯¬!¨G³!¬Mº¨ C¬!°¬±¯³«{±¨;©P·M¬!®¬²-º»GµF¬!¨ª §|¨
¨¼º¯!µ†±ª‚§jº¨ I¬!ª‚¯!§j¬!®±?² BG9?Dx,nv x?xxBSnq?q?h7
g sqiWwˆ7 !z-3-9;3-
J M7#
-37;kD+%=912 0 -:$ Jr
¯º³¬¬©§|¨,´°Pºu¼zªr«¬zÊC¨¨­±²
0 ') 0 + 0 +. 0 7…u
̵D»º°§r­µ º¨ bºµ2¾§|¨G±ª)º¯§j±?² C±ª‚ª\¬!¯!¨¸f±ª)³«§r¨´B9G
xnh x?x?s,BSnqqv7
g y}iWwˆ7 !z-3-9;3-
J M7#
-37 .K
+
0 z
3-+-?
t7 ÊK
¸ 1/bºµD»­ª 1-B
xv)x?ƒ!¥ hv?} ,h$syBXnq?q?s7
g yniWwˆ7 !^-
G
tBG‡7;N;7ÎK 00 !B
G#~C7 ,V7…\%,7ÄX 0 1F 0 -
3-9G
+12-^3- 0 -: 0 %.
0 ^9
zJˆI-3H7
…u%
U¯º³¬¬©§r¨´°Mº¼^ªr«¬^Ê p.
¸ '!b¸#"L$
· ¨ª\¬!¯¨;±ª‚§jº¨;±²
bº¨¼¬!¯¬!¨G³!¬Mº¨#¸f±¨;±´,¬!µF¬!¨ªUº¼K·W±ª)±B9G?Kxl?x xq?hB
nqq?y7
g y?xHiW8D7c 7at+
B M7; 0 3-3‚B;~C7RN+(1F
dB~K7Î&
?B
NR7ab7ÎL
G
(;B
G#N;7~K7 R
-";78 VÂCkDm^Â 0 123d
G#3-?(7G…\
¯º³¬¬©§|¨´°Mº¼^ªr«¬ ªr«
º¯ 3°«º»Yº¨#·W±ª)±$¾±°¬ U¯º´¯±µMµP§|¨,´ 6p±¨,´­±´,¬!°B
9G?VnHso nHo?s,Bˆnqq?h7
g yhHi M7ad:‚7GÂ
0 z?
0 z-: 0 -?
JS1FH/-1F3t?1212?
+(9IJ 0 &24 0 C+
4 0 .97
b±?²-³º?² °Bq¥ hvn h?svBbnq$ox7
g yviMkM7add
G.~K7G,?
d7…u
/-
P
G.*,+%-
M`z#a> 0 J|K?+3HK9 0 ./9-?
7G…\
¯º³¬¬©§|¨´°Mº¼^ªr«¬
¨ª\¬!¯¨;±ª‚§jº¨;±/² bº¨¼¬!¯¬!¨;³¬Pº¨ ¬!¯5Ì 6p±¯‚´,¬z·W±ª)±P¿K±°¬!°B
9G?Kh?yn ,h$o}Btx}}n7
g y?sHiW‡7Gad3??B;ÄU7G# 0 ‚B;
G‡7ÎK3-3
+:?7;N,%1P(;?3
?
0 -
(%=' 0 ?3-
0 +(9#1F 0 !
(; 0 .?-?
#?Ã
%.97 ¯±¨°!±$³ª‚§‚º¨°
º
¨ I±ª‚ª\¬!¯!¨ÊC¨;±² ̰§|°V±¨;©P¸f±$³«§|¨;¬ ¨ª\¬²|² §´,¬!¨;³¬!B
xhn}?ƒ!¥nnh?o Gnnv?hBˆx}?}n?7
g y?yHiVmM7#
(;K
M7G.%,7GN+6P/H%¥LÂ
12 0 2J|D
')3-
z 0 -
†H!7G…\
¯º³¬¬©§|¨´°Mº¼
ªr«¬ °ªLÊC¨¨­±?²;Ê p¸e+½ ÊK
¸ ̵K»º°§|­µ º¨#·z§|°!³¯¬!ª\¬
ÊK² ´$º¯!§rªr«µP°BG9Chnq h?x?oBSnq?q}7
g y$oiMNR7G#
0 #
#‰&7_D:$
d7N 0 + 0 +=,+12
0
U¯º³!¬¬©§|¨,´°Mº¼^ªr«¬
0 Jr1F 0 C(G.
#`zNab7…u%
¬ ¯º´¯±µPµM§|¨´ 6d±¨´­±´,¬!°B
ªr« º¯ 3°«º!»Yº¨·V±ª)±$¾±°
9GCl?} q?lBˆnqq?q7
g y?lHiV_M7#
,!BGÏM7G‡7G¤&,?";BG
Gab7~K7 K?3!7;N 0 + 0 +3
c>(.#+-
2P9'\(.-H:$%.% 0 1#7…u
U¯º³!¬¬©§|¨,´°Mº¼^ªr«¬D¦&²-º¯§j©$±PÊC¯ª‚§ &³§j±1² ¨ª\¬²|² §´,¬!¨;³¬
C¬!°¬±¯³« ̵D»º°§|­µPBGx}}n7
g y?qHiW‡7;+ D+
‡7c1#7;kD+%F?9 0 -12T 0 -?
Jr
`z#ab7…u%
U¯º³¬¬©§r¨´°Mº¼^ªr«¬ ¨ª\¬!¯!¨G±ª‚§jº¨G±?/² bº¨¼¬!¯¬!¨G³¬
º
¨ G¬!¯5Ì 6p±¯‚´,¬z·W±ª)±†¿K±°¬!°B9GKhnHs h?xyBSnq?qq7
g o}HiWÂW7 .M7;
G3T?
dB M7GÂV7-3BR
G.8D7R-3-7
kD+%-
0 DcO3.c^cO(d7 ¨ª\¬!¯!¨G±ª‚§jº¨G±?² º­¯¨;±?²
º¨#·z§´§|ª)±² 6S§j¾¯±¯§)¬!°Bpn?nHƒ!¥ sv y?oBˆnq?q$o,7
g on!iWÂW7 .M7;
G3T?
G#wˆ78D7cO,t7‰ˆ
-
M?+3„H
1293-^9G 0 I-
9 0 (G7 'ÊC
¸ 1/bºµD»G­ª 1B
xvjy?ƒ!¥-nHxh?s nHx?slBbnqq$s7
g o?xHi M7G-"3+
G=ÏP7N+-+d7¤&?
0 12
0 G.*+-:?3
JS`DwS 0 #/9-?
7…u%
U¯º³¬¬©§r¨´°Mº¼^ªr«¬zÊ p¸
'!L¸#"b·V)½ '!LÊ*S)½ '!LÊ ,̵D»º°§|­µ º¨ U¯§|¨;³§ »;²¬!°
º¼K·W±ª)±$¾±°2¬ ̰ª\¬!µP°B;x}?}?x7
g ohHiW8D7;-3-F
ÏP7N+-+d7…u
G/F 0 + 0 +UJ|C9G 0 /9-?
7G…\
¯º³¬¬©§|¨´°Wº¼zªr«¬ ¨ª\¬!¯¨;±ª‚§jº¨;±?²
bº¨¼¬!¯¬!¨;³¬Pº¨#·V±ª)±$¾±°&¬ d«¬º¯ÌB9G?Dx?oo xq$s,BSnq?qq7
g oviMNR7 M7.%
2
GÂV7Gat?9;T!'uat?9;T7;¤&
9 0 +G3p9
1F 0 -
¥b G!/-(3^3-? 0 1 G./9;-12
0 7
º­¯!¨G±?²ˆº¼ bË!»¬!¯!§rµF¬!¨ª)±²S±¨;(© d«¬º¯¬!ª‚§j³±?²tÊC¯ª‚§ &³§j±²
¨ª\¬²|² §´,¬!¨G³¬!Bv¥n}$o GnHxyBXnqq$x,7
g o?si ,W7.%,B ,W7c-3-?
tB;
GÄU7 ,W7 ^
,";7G~ %,„
9# 0 - 0 ?7G…\
¯º³¬¬©§|¨´°Wº¼zªr«¬ ªr«
¨ª\¬!¯¨;±ª‚§jº¨;±?/² bº¨¼¬!¯¬!¨;³¬Pº¨ µ†±´,¬^ÊC¨G±?² ̰§|°z±¨;©
U¯º³!¬!°°§|¨,´Bˆnqq?l7
g oyHiV_^ 0 -
G3p¤ K…u
0 0 + 0 ?7 00 9d¥ # #UUz7 ‚7 -d7 ?H: #7
g o?oiMNR7_D 0 :;B‡7ÏP7mK3-31F
dB‡7ab7c-
!BG
GN;7GN;7
¤&GU 0 ?7 ,K9
0 0 -:$D?(Ã 0 ¥&¤&
-
9
0 0 -?
UJˆ12- 0 + 0 +RB-H!3d 0 7…u
U¯º³!¬¬©§|¨,´°Mº¼^ªr«¬ ¨ª\¬!¯!¨G±ª‚§jº¨G±?/² bº¨¼¬!¯¬!¨G³!¬Mº¨#·W±ª)±
U¨,´§|¨R¬¬!¯§|¨´B9GKoq q?}Bˆnqq$o,7
g olHiW‰&7_K:$
G.8D7;N!,&
0 ";7ÄX/9:?V
G=62-
0
9G 00 !
3
?+G?IJ| 0 ') 0 + 0 + 0 7…u
U¯º³!¬¬©§|¨,´°Mº¼^ªr«¬^Ê p
¸ '!b¸#"L·V)½ '!bÊ*S+½ !LÊ
,
̵D»º°§|­µ º¨ U¯§|¨G³§ »;²¬!°zºu¼D·V±ª)±$¾±°2¬ ̰ª\¬!µP°BG9
nv,s GnsyBdx}?}}7
g oqHiV_M7_D-3-?
t7 ¯!§|¨G³§ »;²¬!°Vºu¼DÊC¯ª‚§ L³§j±?² ¨ª\¬²|² §´,¬!¨G³!¬!78 -??B
wS3-FÂK3 0 BG¤ 3-4J|
BSnq?l}7
g l?}Hizc[7 W7wb-3‚BRf7G‡7Ï^?
??+?BG
Gf7G‡7;N
G!?
d7
8d~ ÂDNÄU¥ÂZ 0 (^Jˆ9%3-?
0 K-
J|1F 0 -?
t7…u
U¯º³!¬¬©§|¨,´°Mº¼^ªr«¬ $¨G© ¨ª\¬!¯!¨G±ª‚§jº¨G±?² º¯ 3°«º!»Yº¼
?»¬³§)¬!
° BG8 +"+(GBG‡?9G
dBGx}}?}7
g lni ,V7 ,K12.
…!7ÎW7 ,K1F"-
G
t7_D?
3-
9G 00 1F 0 !-
P-
0 7 º­¯¨;±²Sº¼^ªr«¬^Êp¸B
h?q)x?ƒ!¥ xq?s ,hnyBXnq?q?x7
g l?xHiWÂW7GN
Jr3-+#
GL !†7G‰+d7 0 V12+^(; 0 00 -(+ 0 F3 0 -?
3ˆ9UJ|C9 00 ?
0 -?
d7
¯±¨°±?³ª‚§jº¨°Mº(¨ ̰ª\¬!µP° S¸f±¨ &±¨;©
SÌ?¾!¬!¯¨R¬!ª‚§‚³°Bpnhjh?ƒ!¥ h$sh hy$xBXnq?l?h7
g lhiW8D7RN!3-C
G‰&7_^+1F
dBÂC99/-1F 0 0 1M(;
WJrD*,+%-
M`z#aO 0 7G…u%
U¯º³¬¬©§r¨´°Wº¼
ªr«¬zÊ p
¸ ! º¯ 3°«º!»Yº¨ 4K7¸ 6±¨G© ¨¼º¯µ2±ª‚§jº¨
I¬!ª‚¯!§)¬!®±² B; 0 B K?BG‡?+34%#x}}?}7
g lviVÏP7GNGBG‡7G8D7Gab7cY
B M7GN
tB
GL !†17 ;G
7
Âb8d0 K9t¥bÂK99/1F 0 DH!-
2-
#+
0 7;N+(12 00 tBx}?}?x7
g l?sH3i M7GN+tB M7 !z+
B
G.ÄI7 ,C+
G
0 7ÂK+ 0 ?1F 0 -
U¯º³!¬¬©§|¨,´°
0 0 Jr1F 0 JS`^#a>,+12
0 7…u%
º¼^ªr«¬ º¯ 3°«º!»Yº
¨ ¬¾ ¨¼º¯µ2±ª‚§jº¨e±¨G©†·V±ª)±
¸f±¨G±´,¬!µF¬!¨ª‚Btx}}n7
g lyiW~K7GN+(1F
tB8D7c[7ad+
BGN;7GaX7ÎL
(;B
G
NR7~K7 t?
";78 VÂCkDmDÂZ99? 0 2*,+!%-
P3-- 0 0 K-
(Ãu 0 ')-
0 0 (G7;…u
¯º³¬¬©§|¨´°
º¼^ªr«¬ ¨ª\¬!¯¨;±ª‚§‚º¨;±?² bº¨¼¬!¯¬!¨;³¬Mº¨·V±ª)±
¨´§|¨;¬¬!¯§|¨,´BG9G?Kl?} lqBˆnq?q$s,7
g l?oHiW~K7N+(1F
dBN;7~K7 t?
-";B8D7,c[7ad+
B
N;7ab7
ÎL
G
(;7 .K 0 %9;U-
0 zÂCkDmDÂZ 0 P123‚7
…u%
U¯º³¬¬©§r¨´°Mº¼^ªr«¬ ªr
« º¯ 3°«º»Yº¨·V±ª)±$¾±°¬
¯º´¯±µPµP§r¨´ 6p±¨´­±´,¬!°B;9G?znnHs nh?sBSnqq?h7
g lliVÏP7GN+-+d7ÂK
.:?:!ZJS12- 0 + 0 +. 0 7
'!bÊ* '!bÊ* V¬ É °†¶|Ê p¸ »¬³§‚±?² ¨ª\¬!¯¬!°ª
¯º­H»Yº¨#ÊC­ª)ºµ2±ª)±±¨G(
© bºµK»G­ª)±$¾§‚² §|ª‚(
Ì d«¬º¯!Ì!¹BRxqB
nqq?l7
g lqizc[7 M78 ˆ
GL !†7;N;7‰+d7ÄS') 0 -
-?129-1 Jb 00 -(+ 0 =3 0 G3p9IJr
9G 00 #
G3-%-7 ¯±¨°!±$³ª‚§jº¨°Wº(
¨ ̰ª\¬!µM° ¸f±¨ L±¨;
© SÌ$¾¬!¯¨R¬!ª‚§j³°BRq¥ o?s?o oy?lBXnq$oq7
g q}iW‡7mD3-3-1F
t7ÂK
3-? 0 1 J|K+(9-129-1#7
º­¯¨;±?²pº¼Vªr«¬^Ê p¸{BGxh¥ hn $v,xBSnq$oy7
g qniMNR7mD12!%1F7ÂK
=-?
129;? 0 -?
{99? 0 0 9#1F 0 !-
P9?(31217 ¯±¨°!±$³ª‚§jº¨°Mº¨ C±ª‚ª\¬!¯!¨ÊC¨;±?² ̰§|°V±¨G©†¸e±$³«§|¨;¬
¨ª\¬²r² §´,¬!¨;³¬!Bpn})sƒ!¥ yq$s o}hBSnq?l?l7
g q?xHiVÎM7ÎD
+t7 (#%%R¥b‰1 ¤& 0 †`^#ab7…u
¯º³¬¬©§|¨´°Mº¼^ªr«¬zÊ p
¸ !L¸#"L·z+½ !LÊ*S+½ !LÊ ,
̵D»º°§r­µ º¨ ¯!§r¨;³§ »;²¬!°^º¼D·W±ª)±$¾±°¬ ̰ª\¬!µM°BRx}?}n?7
g qhiW‡7G8D7GaX7c>
B !†7‡??
B !†7 R
B
G=ÏP7GNGG7GÂ
% 0 1 J|K99/-1F 0 0 z1F 0 -
7 ¯±¨°!±$³ª‚§jº¨°Mº¨ V¨;º É ²¬©´,¬M±¨G©†·V±ª)± ¨´§r¨R¬¬!¯!§r¨´B
y‚v$ƒ!¥ s?sq son?BXnq?qv7
g qviW‡7G8D7GaX7c>
BG~C7GÂV7;NG94B
G=ÏP7GNGG=‚ƒ!7
I±ª‚ª\¬!¯!¨{·z§|°!³º®¬!¯ÌF§|¨¿I§jºµ†º?²¬³­²-±¯K·W±ª)± ;ºº?² ° R¬³«¨§ ­¬!°W±¨;©PÊ »?»;² §j³±ª‚§jº¨°7 .K/J|.mD
-:$ 0 %.wSB
_D! L";BRnqq?q7
g q$siW‡7G8D7Gab7cY
B~K7ÂW7N9-BÏM7;NGB !†71;G
B
G¤K7 ' M7;¤&
7;ÂC+ 0 1F 0 =-H:$%=Jb 0 -:$
12 0 4J|I-
1M+3 0 -93-0 ,C_^ÂZ?
%= 0 + 0 +7…u
U¯º³!¬¬©§|¨,´°Mº¼^ªr«¬ $¨G© ¨ª\¬!¯!¨G±ª‚§jº¨G±?/² bº¨¼¬!¯¬!¨G³¬Pº¨
V¨;º É ²¬©´,¬D·z§|°!³º®¬!¯Ì.±¨;©P·W±ª)±P¸{§|¨§|¨´B9G?Ko} osB
nq?qy7
g q?yHiW‡7G8D7Gab7cY
BÏP7NB M7G‡7 'uNR7G¤&G
B;ab7 ,C3-
tB
!†17 ;G
B
M7wS 0 3‚7;N 0 + 0 +3R1F 0 !
†
G
-H:$%F-
.,+12
0 0 (7…u&
¯º³¬¬©§|¨´°Wº¼Dªr«¬
Ê p.
¸ !L¸#"L$
· ¨ª\¬!¯!¨G±ª‚§jº¨G±?/² bº¨¼¬!¯¬!¨G³¬Pº¨
¸f±¨;±´,¬!µF¬!¨ªUº¼K·W±ª)±B9G?Ksy} sy?hBSnqq$o7
g q$oiW‡7G8D7Gab7cY
B !†7 R
B M7;¤&
B;
G.ÏM7;NG7
‰ˆ
-
†99/-1F 0 ^9G 00 U-
#+
G4 0 %3-
97 C±ª‚ª\¬!¯!¨ C¬³º´¨§|ª‚§‚º¨BGh$s)xƒ!¥ v,oh ,v?l?hBpx}?}$x,7
g q?lHiW‡7G8D7Gab7cY
B !†7 R
B
GJ M7 ')c 7R¤&4
t7G8 99/-1F 0 ^9#1F 0 !
M9?(31#7…\
¯º³¬¬©§|¨´°
º¼^ªr«¬ ¨ª\¬!¯¨;±ª‚§jº¨;±² bº¨¼¬!¯¬!¨G³!¬Mº¨ C±ª‚ª\¬!¯¨
C¬³º´¨§|ª‚§‚º¨B:$?3-+12zxB9GDxlv xl?lBpnq?qv7
g q?qHiMf7c>
BG‡7RNR7ÎK 00 !BG
G~C7 ,V7…)%,7N3 0 -: 0 %
0 -1F 0 -?
#-
0 z9
zJX3-9G
+12-
3 0 7;…\
¯º³¬¬©§|¨´°Mº¼^ªr«¬ ¨ª\¬!¯!¨G±ª‚§jº¨G±?²
bº¨¼¬!¯¬!¨;³¬Mº¨·W±ª)± ¨´§|¨;¬¬!¯§|¨,´B9?Vny?q Gnl}Bˆnq?q?o7
g4n}}iV`M7cY
BG‡78D7;aX7cY
BÏP7GNGGBG~K7ÂW7GN9-B
NR7Ï^-" 0 +3-+dB…!7 ,C-??+ 0 ?BR
GL !†7 ;G
7GÂC+ 0 ?1F 0 -H:$%=Jb 0 -:$z12 0 4JrC-
0 V12
-?
3
12?3-+37…\
¯º³¬¬©§|¨´°Mº¼^ªr«¬ ¯© ¨ª\¬!¯¨;±ª‚§jº¨;±?²
bº¨¼¬!¯¬!¨;³¬Mº¨ z¨;º É ²¬©´,¬K·z§|°!³º®¬!¯Ì.±¨;©M·W±ª)±†¸{§r¨§|¨,´B
9GCl?q q$s,Bˆnqq$o,7
g4n}ni ,V7c-3-?
#
GÄI7 ^
,";7G~ %,„
#129G 0 -(3- 0 %
123;J|D91F 0 -
7 C±ª‚ª\¬!¯
¨ C¬³º´¨§|ª‚§‚º¨
6ˆ¬!ª‚ª\¬!¯!°Bˆno¥ xyh x?oyBXnq?qy7
g4n}?xHiWÂW7c>
P
G#f7 L?+t7ÄX
0 ?9,%.
- 0 zJ
G?1 9UI 0 #993- 0 -?
0 P 0 + 0 +3t9G 00 !
?
0 -?
t7 ¯±¨°±?³ª‚§jº¨°Mº¨ I±ª‚ª\¬!¯¨{ÊC¨G±?² ̰§|°
±¨;©P¸f±$³«§r¨R¬ ¨ª\¬²|² §´,¬!¨G³!¬!BGo)sƒ!¥ sq?q y}?qBXnq?l$s,7
g4n}hiMNR7c>+
.mM7G#
(;7‰G 0C0 !/ 0 -
23-3I-
7 bºµPµM­¨§j³±ª‚§jº¨°Vº¼^ªr«¬DÊ p¸{BGh?sn}$ƒ!¥ l?h qnB
nq?q?x7
g4n}viV`z#aO8dÏ^4QS7 00 9d¥ # #UUz7 3-9G&"7 (1#7 ?L1 #
z7 J #‰ÂCkD #H/123 0 4QS7
g4n}?sHiMf7 G"?"7 K9 0 0 -z12 0 -
0 (G
¯º³¬¬©§|¨´°Mº¼^ªr«¬DÊ p¸ !L¸#"L· !LÊ*
0 %,7…\
'!LÊ ,-̵K»º°§|­µ º¨ U¯§|¨;³§ »;²¬!°Vº¼K·W±ª)±$¾±°¬
̰ª\¬!µM°BG9G?Dxh} xv,x,BSnqq?}7
g4n}y3i !†7 R
BÏM7;NGB
‡78D7;aX7c>
7
ÂK99/-1F 0 0 z1F 0 !
P-
0 z9
^JX:?H(3-
3
0 .
dÍ 0 H7 º­¯¨;±²pº¼CÊK² ´$º¯!§|ªr«,µP°Bdnynƒ!¥ hh ,y?yB
nq?qv7
g4n}?oH3i !†7 R
B ,V7N 0 0 1F
dB
GÏP7NG7 .D
0 0 -
2- 0 z(; 0 &
#+
=3„(;3- 0 7
¨¼º¯µ2±ª‚§jº&¨ ¯º³¬!°°§r¨"´ 6ˆ¬!ª‚ª\¬!¯°B;v,x,¥nh?h GnhqBXnqq$x,7