lin zhong seminar slides

8/9/2019 Lin Zhong Seminar Slides

1/77

Elw tl smvb =1 hV jlr jrbb<

Nlo‐t trust nr`vbrs jlr plwbr hmomfbhbot

D`o Selof

ettp3//rbgf.lrf


2/77

Bjj`g`bogy hmttbrs mt vmr`lus sgmdbs

;=1 hV = hV

=1 V = V

1.= V


3/77

^eb sbgrbt lj bjj`g`bogy

7


4/77

^eb sbgrbt lj bjj`g`bogy

• Nlo‐t nl hlrb temo obgbssmry

‗

Ms sdlw ms plss`kdb ‗

Nlo‐t lvbrprlv`s`lo

‗

Nlo‐t nl usbdbss te`ofs

‗ [busb prbv`lus wlri

‗

... ...

>


5/77

Fl tl sdbbp webo olte`of tl nl

m.i.m Qlwbr Hmomfbhbot (QH)

xxxxxxxxxxxx2


6/77

Wystbh vs. [uot`hb QH

• Wystbh plwbr hmomfbhbot

‗ Qut teb bot`rb systbh òtl m dlw-plwbr stmtb

‗ Olteòf wlris

• [uot`hb plwbr hmomfbhbot

‗

Qut mo `ndb glhplobot òtl m dlw-plwbr stmtb ‗

Ltebr glhplobots rbhmò juogt`lomd

:


7/77

Lutd`ob

• Kmgifrluon3 [uot`hb QH lj hlk`db WlG

•

Qrlkdbhs w`te nr`vbr-n`rbgtbn ruot`hb QH

• Gbotrmd`zbn plwbr hmomfbhbot

• Juturb wlri

6


8/77


9/77

N`b peltl lj LHMQ>>71, rbn rbgtmofdb selws Glrtbx M0 glrbsettp3//www.ukhtbge`os`fets.glh/updlmnbnJ`dbs/Momtlhy-lj-m- m̂kdbt-BWG-WZ-;1==.pnj

0


10/77

Hlnudb `s teb kms`g QH uo`t

• Wljtwmrb hlnbs

‗ N`smkdbn vs. Bomkdbn

‗ Kbjlrb n`smkd`of, sljtwmrb hust smvb teb

bxbgut`lo glotbxt

• Emrnwmrb stmtbs

‗

Gdlgi-fmtbn

‗ Qlwbrbn-ljj

=1


11/77

Hlnudbs mrb lrfmo`zbn òtl nlhmòs

FQ@L@;G !

gdlgi nlhmò

plwbr nlhmò

gdlgi nlhmògdlgi nlhmò

…hlnudb !

gdlgi nlhmò

plwbr nlhmò



gdlgi nlhmò

gdlgi nlhmò

plwbr nlhmò

gdlgi nlhmò

gdlgi nlhmò

WlG

…hlnudb ! …hlnudb !

plwbr nlhmò

==


12/77

FQ@L@;G !

gdlgi nlhmò

plwbr nlhmò


…hlnudb !

gdlgi nlhmò

plwbr nlhmò



gdlgi nlhmò

gdlgi nlhmò

plwbr nlhmò

gdlgi nlhmò

gdlgi nlhmò

WlG

…hlnudb ! …hlnudb !

plwbr nlhmò

LO [B^BO^@LO

LJJ

Qlwbr nlhmòs emvb stmtbs

=;


13/77

[uot`hb QH `s m glddmklrmt`lo

kbtwbbo sljtwmrb & emrnwmrb

FQ@L@;G !

gdlgi nlhmò

plwbr nlhmò

gdlgi nlhmò

gdlgi nlhmò

LO

=7


14/77

Wljtwmrb n`smkdbs hlnudbs

FQ@L@;G !

gdlgi nlhmò

plwbr nlhmò

gdlgi nlhmò

gdlgi nlhmò

LO

Wljtwmrb^r`ffbr

=>


15/77

FQ@L@;G !

gdlgi nlhmò

plwbr nlhmò

gdlgi nlhmò

gdlgi nlhmò

LO

Wljtwmrb^r`ffbr

Wljtwmrb n`smkdbs hlnudbs

=2


16/77

Emrnwmrb put nlhmòs òtl sdbbp

FQ@L@;G !

gdlgi nlhmò

plwbr nlhmò

gdlgi nlhmò

gdlgi nlhmò

LO

Emrnwmrb^r`ffbr

=:


17/77

FQ@L@;G !

gdlgi nlhmò

plwbr nlhmò

gdlgi nlhmò

gdlgi nlhmò

LO


Emrnwmrb^r`ffbr

=6


18/77

FQ@L@;G !

gdlgi nlhmò

plwbr nlhmò

gdlgi nlhmò

gdlgi nlhmò

Wljtwmrb gloj`furbs

[B^BO^@LO lr LJJ


Emrnwmrb^r`ffbr

=5


19/77

Wljtwmrb ems terbb rbsplos`k`d`t`bs

• Nbg`nb webo tl n`smkdb m hlnudb

‗ ^rmgi pbonòf tmsis

• Wmvb teb bxbgut`lo glotbxt webo n`smkdòf

•

Nbg`nb teb tmrfbt stmtb lj m nlhmò ‗

Qbrjlrhmogb vs. bjj`g`bogy

=0


20/77

• D`oux QH\]lW jrmhbwlri

‗

Olt`jy nr`vbr mklut gemofbn ]lW

rbqubsts

• !"#$%&' )*+ ,'-./,'$'1=

• ;#7'.% ='1>2

:*6 5/1." 0*'3 /=93', %,*4,#$3 3'= )*+ ,'-./,'$'1=3

Rsbr prlfrmhs

D`oux QH\]lW jrmhbwlri

Nbv`gb Nr`vbrs

]lW gmddkmgi

R s b r

]lW rbqu`rbhbot

L p b r m t ` o f W y

s t b h

;1


21/77

Rsbr prlfrmhs


Nbv`gb Nr`vbrs

]lW gmddkmgi

• Mncust QH pmrmhbtbrsmgglrn`of tl ]lW

rbqu`rbhbots

• !"#$%&'3

• 80&' ?$'*.=

•


22/77

Dòux ruot`hb\QH jrmhbwlri

@;G WQ@

ph\ruot`hb\fbt/put

W l G

H l n u d b s

L p b r m t ` o f W y s t b h

• Dòux [uot`hb QH jrmhbwlri

‗

[bjbrbogb gluotòf

‗

MQ@s3 ph\ruot`hb\fbt/put

• Nr`vbr‐s rldb3

Hmib rbjbrbogb gluotbr81 webo

#pbonòf tmsi 8 1

Nbv`gb Nr`vbrs

bomkdb/n`smkdb hlnudb

BEG@!

NWQN`spdmy

glotrlddbr!

Rsbr prlfrmhs


R s b r

]lW rbqu`rbhbot

]lW gmddkmgi

:*6 5/1." 0*'3 /=M,/K',3 =,#>7 %'10/14 =#373

;;


23/77

WlG [uot`hb QH (rbgmp)

FQ@L!

gdlgi nlhmò

plwbr nlhmò

gdlgi nlhmò

gdlgi nlhmò

Wljtwmrb gellsbs

[B^ lr LJJ

Emrnwmrbtr`ffbr

@;G

Nr`vbr tr`ffbrs

bomkdb/n`smkdb

;7


24/77

WlG [uot`hb QH (rbgmp)

FQ@L!

gdlgi nlhmò

plwbr nlhmò

gdlgi nlhmò

gdlgi nlhmò

Wljtwmrb gellsbs

[B^ lr LJJ

Emrnwmrbtr`ffbr

]lWrbqu`rbhbots

Qbonòf

^msis


25/77

Lutd`ob

•

Kmgifrluon3 [uot`hb QH lj Hlk`db WlG

•


• Gbotrmd`zbn ruot`hb plwbr hmomfbhbot

• Juturb wlri

;2


26/77

Dòux nr`vbr ems terbb

rbsplos`k`d`t`bs

•

Nbg`nb webo tl n`smkdb m hlnudb

‗ Rsòf Dòux [uot`hb QH jrmhbwlri

• Wmvb teb bxbgut`lo glotbxt webo n`smkdòf

•

Nbg`nb teb tmrfbt stmtb lj m nlhmò ‗

Rsòf Dòux QH ]lW jrmhbwlris

;:


27/77

Qrlkdbh #=3

Nr`vbrs nl ol ruot`hb QH

B*#,0 J*0.&' M' F$*1=E@


28/77

•

LHMQ n`spdmy suksystbh ‗

2:2 pmfbs `o hmoumd

‗

;;,111 d`obs lj glnb

‗

^bos lj gmddkmgis ‗ Wbvbrmd msyogerlolus bxbgut`los

M/3% >*1=,*&&', /3 7'%= *1 6E'1 3>,''1 /3 *1

Qrlkdbh#;3

Nr`vbrs gmo kb vbry glhpdbx

;5


29/77

Kmn QH jlr m hlnudb 8? Kmn QH jlr teb nlhmò

RM[^FQ@L !

D>QB[ gdlgi nlhmò

D>QB[ plwbr nlhmò

D,*X&'$_V\

:/',#,>E/>#& DJ $#7'3 /= 6*,3'

;0


30/77

Wldut`los

•

Fbt hlrb mon kbttbr nr`vbr nbvbdlpbrs

•

Ebdp nr`vbr nbvbdlpbrs w`te m tlld

• [bd`bvb nr`vbrs jrlh nl`of ruot`hb QH

71


31/77

Lutd`ob

•

Kmgifrluon3 [uot`hb QH lj Hlk`db WlG

•


• Gbotrmd`zbn ruot`hb plwbr hmomfbhbot

• Juturb wlri

7=


32/77

Rsbrs‐ ]lW rbqu`rbhbots

Juonmhbotmd `ojlrhmt`lo obbnbn

jlr ruot`hb QH

Vebtebr m hlnudb ems pbon`of tmsis

Vmibup dmtbogy jrlh m dlw plwbr stmtb, btg.

7;


33/77



jlr ruot`hb QH



77


34/77



jlr ruot`hb QH



+=*>7 5/1." ,'&/'3 *1 0'K/>' 0,/K',3

7>


35/77


Lur iby `os`fet



+=*>7 5/1." ,'&/'3 *1 0'K/>' 0,/K',3

P#1 X' /1G',,'0 6/=E*.= 0,/K', #33/3=#1>'

72


36/77

Qbonòf tmsi òjbrbogb

•

Wljtwmrb lody sldut`lo

‗

Eypltebs`s3 Vebo tebrb `s m pbonòf tmsi,

tebrb w`dd kb jrbqubot rbf`stbr mggbssbs

• Emrnwmrb-mss`stbn sldut`lo

7:


37/77

Bxmhpdb3 rbf`stbr mggbss `on`gmtbs

pbon`of tmsis jlr @;G glotrlddbr

GQR (@;G nr`vbr) @;G glotrlddbr

sbt @;G hbssmfb mnnr bss

sbt @;G hbssmfb dboft e

!

G l o

j ` f u r m t ` l o

@ [ ] e

m o n d ` o f

76


38/77






!

@o tbrrup t3 J@JL nrm`obn

r bmn & mg i `ot br r upt

G l o

j ` f u r m t ` l o

@ [ ] e

m o n d ` o f

75


39/77






!

@o tbrrup t3 J@JL nrmòbn

r bmn & mg i òt br r upt

!

@o tbrrup t3 hbssmfb

trmos jbrrbn r bmn & mg i òt br r upt

G l o

j ` f u r m t ` l o

@ [ ] e

m o n d ` o f

70


40/77

Hlo`tlr rbf`stbr mggbss w`te

hbhlry bxgbpt`lo

•

Hbhlry-hmp rbf`stbrs lj hlnudbs

‗ Wupplrtbn ky mdd M[H-kmsbn WlG

•

Qbr`ln`gmddy rbhlvb mggbss pbrh`ss`lo

lj hmppbn hbhlry rbf`lo

‗ ^ terbseldn

• Frmot pbrh`ss`lo mjtbr j`rst mggbss

>1

Ol hbhlry bxgbpt`lo!


41/77


Ol rbf`stbr mggbss `o teb pmst pbr`ln

!Ol pbon`of tmsis

Bomkdbn hlnudb

t`hb

Nr`vbrHlo`tlr

3 hbhlry bxgbpt`lo

>=



42/77



!Ol pbon`of tmsis

^ terbseldn

rbhlvb rbmn/wr`tb pbrh`ss`lo


Bomkdbn hlnudb

t`hb

Nr`vbrHlo`tlr


3 hbhlry bxgbpt`lo

^ terbseldn

>;



43/77



!Ol pbon`of tmsis

rbf`stbrmggbss

^ terbseldn


...


Bomkdbn hlnudb

t`hb

Nr`vbrHlo`tlr


3 hbhlry bxgbpt`lo

^ terbseldn

>7



44/77

Ol hbhlry bxgbpt`lo! Ol rbf`stbr mggbss ò teb pmst pbr`ln

!Ol pbonòf tmsis

rbf`stbrmggbss

^ terbseldn


mdd tmsis jò`sebn

...


Bomkdbn hlnudb

t`hb

Nr`vbrHlo`tlr


3 hbhlry bxgbpt`lo

ol rbf`stbrmggbss

^ terbseldn

>>


45/77

Nr`vbrHlo`tlr

HlnudbN`smkdbn

3 hbhlry bxgbpt`lo

N`smkdbn hlnudb ems mggbss

pbrh`ss`lo rbhlvbn

t`hb

>2


46/77

rbf`stbr mggbss

Nr`vbrHlo`tlr

obw pbon`of tmsi!Bomkdb hlnudb

HlnudbN`smkdbn

3 hbhlry bxgbpt`lo

N`smkdbn hlnudb ems mggbss

pbrh`ss`lo rbhlvbn

t`hb

>:


47/77

M gbotrmd`zbn ruot`hb QH mrge`tbgturb

• Nr`vb prlv`nbs hbgemo`shs (QH gmddkmgis)

•

Gbotrmd QH mfbot nbg`nbs webo tl gmdd we`ge

WlG Hlnudb

Nbv`gb Nr`vbr

Glotrlddbr

Hlo`tlr

Qbon`of

tmsi<

Bomkdb/N`smkdb

QH gmddkmgi

Gbotrmd QH Mfbot(m ibrobd hlnudb)

>6


48/77

Bvmdumt`lo

•

Qmonmklmrn usbs ^@ LHMQ>>:1

• D`omrl Monrl`n =7.=1 rbdbmsb

•

Ibrobd vbrs`lo 7.;

>5


49/77

Bvmdumt`lo sbtup

•

^bstbn hlnudb ‗ HHG glotrlddbr (usbn ky j`db systbh lo WN gmrn)

‗ @;G, WN@L glotrlddbrs (usbn ky V`-J` O@G)

‗ N@WQG (N`spdmy Glotrlddbr, pmrt lj n`spdmy suksystbh)

• =1 hòutbs lj usmfb trmgb w`te >5 usbr òput

bvbots

‗ [bmnòf bhm`ds w`te Monrl`n bhm`d mppd`gmt`lo

‗ Krlwsòf wbkpmfbs w`te Monrl`n krlwsbr

>0

G t d QH ` dd jj t`


50/77

!

"!

#!

$!

%!

&!!

!!" #$" %' %("

& ) * + , - . / = ) ; . 7 . > 2 . :

= + 6 . 5 0 3

%=924 8):?< &>)A.> ".:=>+- (! M6.:=

Gbotrmd QH `s bqumddy bjjbgt`vb ms

flln nr`vbrs

(^terbseldn8=11hs)

21


51/77

!

"!

#!

$!

%!

&!!

!!" #$" %' %("

& ) * + , - . / = ) ; . 7 . > 2 . :

= + 6 . 5 0 3

%=924 8):?< &>)A.> ".:=>+- (! M6.:=

(^terbseldn8=11hs)

Bomkdb ruot`hb QH jlr kmn nr`vbrs

2=


52/77

Dlw lvbrebmn

•

Hbhlry bxgbpt`lo emond`of gmusbs ;211 gygdbs

(;.2 ²s `j GQR jrbq.8 = FEz) dmtbogy.

•

Hbhlry bxgbpt`lo lggurs jlr bmge hlnudb mthlst logb bvbry ^terbseldn8=11hs

2;


53/77

Obfd`f`kdb pbrjlrhmogb dlss

WN Gmrn^erlufeput

V`-J`^erlufeput

!

"

#

$

%

&!

&"

&$

&%

!"#$ %&'("

) * , # & $ - . & / 1 = . ;

1 ( 7 > 2 6 5

)(/03 9'418 ,"4(?

!

"

#!

#"

$!

$"

%!

!"#$ %"&"'("

*

/ 1 = ; 7 =

0

!>1&4 8'#=?


54/77

Bxtbon stmonky t`hb ky 7 elurs

•

WN@L glotrlddbr3 mt hlst =6hV plwbr smvòf9

bxtbons ;.> elurs stmonky t`hb nm`dy*9

•

N@WQG3 =1 hV plwbr smvòf9 bxtbons 1.: elursstmonky t`hb nm`dy*9

*3 bst`hmtbn kmsbn lo shmrtpelob usbr stuny ò D`vbDmk3 ettp3//d`vbdmk.rbgf.r`gb.bnu/trmgbs.ethd

2>


55/77

Gbotrmd QH Mfbot(rbgmp)

•

[bd`bv`of nr`vbr nbvbdlpbrs jrlh QH• Glhpmrmkdb w`te emon-tuobn QH

• Ol emrnwmrb hln`j`gmt`lo

WlG Hlnudb

Nbv`gb Nr`vbr

Glotrlddbr

Hlo`tlr

Qbon`oftmsi<

Bomkdb/N`smkdb

QH gmddkmgi

Gbotrmd QH Mfbot

22


56/77

D`h`tmt`lo lj sljtwmrb-lody mpprlmge

•

5'33 #44,'33/K'\ $'$*,2 '">'%?*13

• M*'3 1*= 6*,7 G*, #&& +*P $*0.&'3

WlG Hlnudb

Nbv`gb Nr`vbr

Glotrlddbr

Hlo`tlr

Qbon`oftmsi<

Bomkdb/N`smkdb

QH gmddkmgi

Gbotrmd QH Mfbot

2:

^e i e te ` ` `t n


57/77

êb iby eypltebs`s rbv`s`tbn

•

@j tebrb `s m pbonòf tmsi, tebrb hust kb jrbqubotrbf`stbr mggbss

•

@otbrvmds kbtwbbo rbf`stbr mggbss webo wlriòflo m tmsi hust kb kluonbn

‗ Mdd @/L glotrlddbrs•

^terbseldn8=11hs, dlwbr kluonbn ky NHM trmosmgt`lo dbofte

‗

Wlhb mggbdbrmtlrs, b.f., JN@G

‗ Olt trub jlr prlfrmhhmkdb uo`ts suge ms FQR & NWQ

26


58/77

Whmdd emrnwmrb hln`j`gmt`los

WlG Hlnudb

Nbv`gb Nr`vbr

Glotrlddbr

Hlo`tlr

Qbon`oftmsi<

Bomkdb/N`smkdb

QH gmddkmgi

Gbotrmd QH Mfbot

25


59/77


•

I X.32a/0&' ,'4/3=', %', $*0.&'

WlG Hlnudb

Nbv`gb Nr`vbr

Glotrlddbr

Hlo`tlr

Qbon`oftmsi<

Bomkdb/N`smkdb

QH gmddkmgi

Gbotrmd QH Mfbot

kusy/`ndbrbf`stbr

20


60/77


•

I X.32a/0&' ,'4/3=', %', $*0.&'

• D*&&/14 X.32a/0&' ,'4/3=',

WlG Hlnudb

Nbv`gb Nr`vbr

Glotrlddbr

Hlo`tlr

Qbon`oftmsi<

Bomkdb/N`smkdb

QH gmddkmgi

Gbotrmd QH Mfbot

kusy/`ndbrbf`stbr

EV-mss`stbnHlo`tlr

:1


61/77

Kusy/@ndb rbf`stbr kbemv`lr

•

+'= =* X.32 FO@\ 6E'1'K', =E' $*0.&' 3=#,=3%,*>'33/14 # =#37

•

H'3'= =* /0&' Fm@\ #k', # ,'#0 /G =E' $*0.&' /3/0&'

:=


62/77

`̂h`of `ojl jrlh teb rbf`stbr

•

B.32FO@\ $*0.&' E#3 *1>' X''1 X.32 3/1>' =>E'>7

•

80&' Fm@\ $*0.&' E#3 #&6#23 X''1 /0&' 3/1>' =>E'>7

:;


63/77

Kusy/@ndb rbf`stbr kbemv`lr

t`hb t`hbEV-mss`stbn

Hlo`tlr

rbmn kusy/`ndbrbf.

rbmn kusy/`ndbrbf.

rbmn kusy/`ndbrbf.

rbmn kusy/`ndbrbf.

HlnudbMgt`v`ty

^ m s i

^ m s i

Kusy/@ndbrbf`stbr

vmdub

=1

=

=

=

1

^ 3̂ gmo kb ms shmdd ms=hs

:7


64/77

Qrltltypb lo Syoq WlG

ettp3//www.knt`.glh/@os`nbNWQ/;1==/17/71/U`d`ox:>


65/77

Mnn Kuys/@ndb rbf`stbr tl @;G glotrlddbr

:#,06#,'\

• g'0X*#,0 .3'3 g21-AUmmm +*P

• ^,''3>#&' JJIWQ]L) #>>'&',*$'=', #3 8LP 3K' 0'K/>'

+*k6#,'\

•

5/1." K',3/*1 VROQ

•

Z/&/1" 8LP >*1=,*&&', /1 n',/&*4

@;G sdmvb3HHM5>2;]

Mggbdbrlhbtbr

:2


66/77

Emrnwmrb hln`j`gmt`lo `s shmdd

•

H'.3/14 =E' '"/3?14 N1/=' 3=#=' $#>E/1' F^+J@• +$#&& 1.$X', *G '"=,# 4#='3 FM'%'10/14 *1 ^+J

'1>*0/14 3>E'$' #10 =E' 3/b' *G ^+J@

N

Gdi

]

K`t 1 K`t o

N

Gdi

]

@Q Glrb

!

)j

N

Gdi

]

)j

[bf`stbr [bmn MGI

Kusy/@ndb [bf`stbr

Bx`stòf Wtmtb

Hmgeòb ò @Q )j

::


67/77

Emrnwmrb hln`j`gmt`lo `s shmdd

•

H'.3/14 =E' '"/3?14 N1/=' 3=#=' $#>E/1' F^+J@• I G'6 &/1'3 *G n',/&*4 >*0'

rbf kusy@ndb9

mdwmys A(plsbnfb gdi)

/* stmtb hmgeòb ò kusy */`j(|stmtb !81) kusy@ndb 8 =‐k=‐9

/* kusy/`ndb rbf `s cust rbmn,mon stmtb hmgeòb `s ò `ndb*/bdsb `j (rbmn) kusy@ndb 8 =‐k19

:6


68/77

Whmdd nbvbdlphbot bjjlrt

Whmdd emrnwmrb lvbrebmn

HlnudbNbvbdlphbot Bjjlrts JQFM [bslurgbs MW@G [bslurgbs

DlG ^`hb* DR ŝ [bf`stbrs Fmtbs

U`dòx @;G 07 (+=.;%) =; =: (+7.5%) 5(+;.>%) O/M**

Lpboglrbs WQ@ =2 (+:%) 2 = (+=.7%) =(+=.2%) O]FfOROe@

Lpboglrbs @;G ;1 (+;%) =1 > (=.5%) =(+1.:%) VQFfORè@

*3 nbvbdlphbot t`hb `s ò hmo-elur

**3U`dòx @;G usbs U`dòx spbg`j`g JQFM pr`h`t`vbs, we`ge gmoolt kb syotebs`zbn tl MW@G ky tlld wb usbn.

:5

Gbotrmd QH Mfbot


69/77

Gbotrmd QH Mfbot

w`te Kusy/@ndb [bf`stbr (rbgmp)

• +$#&& 'c*,=3 =* #00 # X.32a/0&' ,'4/3=', %', $*0.&'

• !1#X&/14 #44,'33/K' DJi 81>.,,/14 &'33 *K',E'#0

•

;*,7 G*, #&& +*P $*0.&'3

WlG Hlnudb

Nbv`gb Nr`vbr

Glotrlddbr

Hlo`tlr

Qbon`oftmsi<

Bomkdb/N`smkdb

QH gmddkmgi

Gbotrmd QH Mfbot

EV-mss`stbnHlo`tlr

kusy/`ndbrbf`stbr

:0


70/77

Hlvòf jlrwmrn

•

Wljtwmrb-lody sldut`lo

‗ N`stòfu`se rbmn/wr`tb mggbss tl rbf`stbrs

‗ Bxpdl`t òtbrrupts

• Emrnwmrb hln`j`gmt`lo

‗ kusy/`ndb rbf`stbr+plddòf! òtbrrupt

61

^lnmy‐s ruot`hb QH rbd`bs lo


71/77

^lnmy s ruot`hb QH rbd`bs lo

plwbr-euofry GQR

6=

@otbrgloobgt

GQR

D`oux ruot`hb QH

Nbv`gb

Nr`vbr

Nbv`gb

Nr`vbr

[lut`obs jlr

ruot`hb QH

N`jj`gudt tl hlvb ruot`hb QH


72/77

N`jj`gudt tl hlvb ruot`hb QH

tl dlw-plwbr glrbs

6;

GQR

D`oux ruot`hb QH

Nbv`gb

Nr`vbr

Nbv`gb

Nr`vbr

@otbrgloobgt

Rdtrm dlw-plwbr glrb

Huge bms`br tl n`sbofmfb GQR `o


73/77

Huge bms`br tl n`sbofmfb GQR `o

teb gbotrmd`zbn mrge`tbgturb

67

@otbrgloobgt

GQR


Nbv`gb

Nr`vbr

Nbv`gb

Nr`vbr

Glotrlddbr

Nbv`gb

Nr`vbr

Nbv`gb

Nr`vbr

Hlo`tlr

GQR


74/77

N`sbofmf`of GQR3 Wtbp =

6>

@otbrgloobgt

GQR


Nbv`gb

Nr`vbr

Nbv`gb

Nr`vbr

Glotrlddbr Hlo`tlr


75/77

N`sbofmf`of GQR3 Wtbp ;

62

@otbrgloobgt

GQR


Nbv`gb

Nr`vbr Nr`vbr

Nbv`gb

Hlo`tlr

Glotrlddbr

NWH


76/77

Wuhhmry

•

Nr`vbr-n`rbgtbn ruot`hb QH emrhjud

• M gbotrmd`zbn mrge`tbgturb bqumddy bjjbgt`vb

• N`sbofmfòf GQR plss`kdb w`te teb

gbotrmd`zbn mrge`tbgturb

Mdd bxmhpdbs, slurgb glnb & trmgbs mvm`dmkdb mt ettp3//www.rbgf.lrf

Geml Uu, U`mlzeu Dò, Puymof Vmof, mon Dò Selof, "Mutlhmtbn LW-dbvbd nbv`gb ruot`hb plwbr hmomfbhbot," tl mppbmr ò MGH

MWQDLW, Hmrge ;1=2.

6:


77/77

Mgiolwdbnfbhbot

ettp3//rbgf.lrf

lin zhong seminar slides

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