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Presentation ISNN 2011: Semisupervised Learning Guided by the Modularity Measure in Complex Networks
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Transcript of Presentation ISNN 2011: Semisupervised Learning Guided by the Modularity Measure in Complex Networks
8/3/2019 Presentation ISNN 2011: Semisupervised Learning Guided by the Modularity Measure in Complex Networks
http://slidepdf.com/reader/full/presentation-isnn-2011-semisupervised-learning-guided-by-the-modularity-measure 1/25
R`hnkc J`vhzrhnec Zhayn
Ahnek W`nc
Hezrhruro ci Mnr`omnrhjz neb Jcm|urov Zjhoejo
_ehyovzhrx ci Zêc \nuac! Zêc Jnvacz! Zêc \nuac! Fvnwha
8/3/2019 Presentation ISNN 2011: Semisupervised Learning Guided by the Modularity Measure in Complex Networks
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Zummnvx Hervcbujrhce
Jcm|aop Eor{cvdz
Zomh-Zu|ovyhzob Aonvehek
Janzzhihjnrhce Rnzd he Kvn|`z
Bozjvh|rhce ci r`o Roj`eh~uo
Voaoyner Fnjdkvcueb
R`o \vc|czob Roj`eh~uo
Eor{cvd Vobujrhce Roj`eh~uo
Jcm|urov Zhmuanrhcez
Nvrhihjhna Bnrn Zorz
Vona-{cvab Bnrn Zorz
Jcejauzhcez
6
8/3/2019 Presentation ISNN 2011: Semisupervised Learning Guided by the Modularity Measure in Complex Networks
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Jcm|aop Eor{cvdz Herovozr z`hirhek n{nx ivcm zmnaa rc anvko-zjnao eor{cvdz
_fh~uhrcuz he Enruvo neb oyovxbnx ahio
O%k%7 [[[ ! Fhcackhjna Eouvna Eor{cvdz! Zcjhna Eor{cvdz! Iccb
[ofz! Mornfcahj Eor{cvdz! Oaojrvhjna Oeovkx
Jcm|aop eor{cvd vo|vozoernrhce uehihoz r`o zrvujruvo!
bxenmhjz neb iuejrhcez ci n zxzrom {`hj` hr vo|vozoerz
He`ovoer nfhahrx rc bozjvhfo r`o rc|cackhjna zrvujruvo ci r`o
cvhkhena zxzrom
\vozoejo ci zrvujruvoz dec{e nz jcmmuehrhoz
Z% Icvruenrc! Jcmmuehrx borojrhce he kvn|`z! \`xzhjz Vo|cvrz 209 (:-? (6<>< ;?¾>;2%
M% Eo{mne! ºR`o zrvujruvo neb iuejrhce ci jcm|aop eor{cvdz!² ZHNM Voyho{ ! yca% 2?! ec% 6! ||% >9;¾6?9!
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K% \naan! H% Bovèexh! H% Invdnz! neb R% Yhjzod! º_ejcyovhek r`o cyovan||hek jcmmuehrx zrvujruvo ci jcm|aop
eor{cvdz he enruvo neb zcjhorx!² Enruvo! yca% 2:?! ||% 0>2 ¾0>0! 6<<?% :
8/3/2019 Presentation ISNN 2011: Semisupervised Learning Guided by the Modularity Measure in Complex Networks
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Zomh-Zu|ovyhzob Aonvehekx KOEOVNA JNZO7 Khyoe n ahmhrob eumfov ci anfoaob bnrn (ph! xh
neb n ece-anfoaob zor tph'}! anfoa naa r`o bnrn hromz he r`o ece-
anfoaob zor%
C% J`n|oaao! F% Zj`ùadc|i! N% Whoe (Obz%! Zomh-zu|ovyhzob Aonvehek ! Nbn|rhyo jcm|urnrhce neb
mnj`heo aonvehek! MHR \vozz! Jnmfvhbko! MN! _ZN! 6<<9%
x Naahyhnroz r`o rnzd ci mneunaax anfoahek bnrn hromz! {`hj` hz n
jumfovzcmo neb op|oezhyo |vcjozz {`hj` koeovnaax vo~uhvoz n
`umne op|ovr
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Janzzhihjnrhce
8/3/2019 Presentation ISNN 2011: Semisupervised Learning Guided by the Modularity Measure in Complex Networks
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8/3/2019 Presentation ISNN 2011: Semisupervised Learning Guided by the Modularity Measure in Complex Networks
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Janzzhihjnrhce Rnzd he Kvn|`z
W`cu! B%! Fcuz~uor!C%! Ana! R% E%! [ozrce! G% o Zj`ùadc|i! F%! ºAonvehek {hr` acjna neb kacfna jcezhzroejx² !
Nbynejoz he Eouvna Heicvmnrhce \vcjozzhek Zxzromz >9 ! 6<<2% 9
8/3/2019 Presentation ISNN 2011: Semisupervised Learning Guided by the Modularity Measure in Complex Networks
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Voaoyner Fnjdkvcueb
M% O% G% Eo{mne! Mcbuanvhrx neb jcmmuehrx zrvujruvo he eor{cvdz! \vcjoobhekz ci r`o Enrhcena Njnbomx ci
Zjhoejoz ><: (6: (6<<9 0?;;¾0?06%
N% Januzor! M% O% G% Eo{mne! J% Mccvo! Ihebhek jcmmuehrx zrvujruvo he yovx anvko eor{cvdz! \`xzhjna Voyho{ O ;<(9 (6<<2 <99>>>% ;
8/3/2019 Presentation ISNN 2011: Semisupervised Learning Guided by the Modularity Measure in Complex Networks
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R`o \vc|czob Roj`eh~uo
0
8/3/2019 Presentation ISNN 2011: Semisupervised Learning Guided by the Modularity Measure in Complex Networks
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Vozrvhjrhcez ce n movkhek
8
8/3/2019 Presentation ISNN 2011: Semisupervised Learning Guided by the Modularity Measure in Complex Networks
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Vozrvhjrhcez ce n movkhek
><
8/3/2019 Presentation ISNN 2011: Semisupervised Learning Guided by the Modularity Measure in Complex Networks
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Vozrvhjrhcez ce n movkhek
>>
8/3/2019 Presentation ISNN 2011: Semisupervised Learning Guided by the Modularity Measure in Complex Networks
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Vozrvhjrhcez ce n movkhek
>6
8/3/2019 Presentation ISNN 2011: Semisupervised Learning Guided by the Modularity Measure in Complex Networks
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8/3/2019 Presentation ISNN 2011: Semisupervised Learning Guided by the Modularity Measure in Complex Networks
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\vcjobuvo icv Eor{cvd Vobujrhce
>2
8/3/2019 Presentation ISNN 2011: Semisupervised Learning Guided by the Modularity Measure in Complex Networks
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HH% Naa r`o zoai-acc|z! fvcuk`r herc r`o eor{cvd fx r`o
vobujrhce |vcjozz! nvo vomcyob% R`hz |voyoerz r`omcbuanvhrx kvoobx nakcvhr`m ivcm movkhek n jovrnhe
jcmmuehrx {hr` hrzoai
HHH% R`hz |vcjozz ci vobujrhce hz |ovicvmob icv oyovx janzzr`nr ophzrz he r`o eor{cvd
\vcjobuvo icv Eor{cvd Vobujrhce
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8/3/2019 Presentation ISNN 2011: Semisupervised Learning Guided by the Modularity Measure in Complex Networks
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Jcm|urov Zhmuanrhcez
>9
8/3/2019 Presentation ISNN 2011: Semisupervised Learning Guided by the Modularity Measure in Complex Networks
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Jauzrovob Vnebcm Eor{cvdz
x
M% Khvyne! M% O% G% Eo{mne! Jcmmuehrx zrvujruvo he zcjhna neb fhcackhjna eor{cvdz! \vcjoobhekz ci r`o Enrhcena Njnbomx ci Zjhoejoz ci r`o _ehrob Zrnroz ci Nmovhjn 88 (>6 (6<<6 ;06>¾ ;069% >;
8/3/2019 Presentation ISNN 2011: Semisupervised Learning Guided by the Modularity Measure in Complex Networks
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Hm|njr ci r`o Vobujrhce Injrcv
M% Khvyne! M% O% G% Eo{mne! Jcmmuehrx zrvujruvo he zcjhna neb fhcackhjna eor{cvdz! \vcjoobhekz ci r`o Enrhcena Njnbomx ci Zjhoejoz ci r`o _ehrob Zrnroz ci Nmovhjn 88 (>6 (6<<6 ;06>¾ ;069% >0
8/3/2019 Presentation ISNN 2011: Semisupervised Learning Guided by the Modularity Measure in Complex Networks
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8/3/2019 Presentation ISNN 2011: Semisupervised Learning Guided by the Modularity Measure in Complex Networks
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8/3/2019 Presentation ISNN 2011: Semisupervised Learning Guided by the Modularity Measure in Complex Networks
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Vona-{cvab bnrn zorz
C% J`n|oaao! F% Zj`ùadc|i! N% Whoe (Obz%! Zomh-zu|ovyhzob Aonvehek ! Nbn|rhyo jcm|urnrhce neb mnj`heo
aonvehek! MHR \vozz! Jnmfvhbko! MN! _ZN! 6<<9%
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8/3/2019 Presentation ISNN 2011: Semisupervised Learning Guided by the Modularity Measure in Complex Networks
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Zcmo ZZA Roj`eh~uoz
66
8/3/2019 Presentation ISNN 2011: Semisupervised Learning Guided by the Modularity Measure in Complex Networks
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Vozuarz
6:
8/3/2019 Presentation ISNN 2011: Semisupervised Learning Guided by the Modularity Measure in Complex Networks
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Vozuarz
62
8/3/2019 Presentation ISNN 2011: Semisupervised Learning Guided by the Modularity Measure in Complex Networks
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Jcejauzhcezx [o ̀ nyo |vozoerob n eo{ roj`eh~uo |ovrnhehek rc r`o
zomh-zu|ovyhzob aonvehek fnzob ce r`o mcbuanvhrx
monzuvox Eor{cvd Vobujrhce mor`cbz ̀ nyo fooe boyoac|ob
x Jcm|urov zhmuanrhcez |ovicvmob fcr` ce nvrhihjhna neb
vona bnrn zorz z`c{ kccb vozuarz ivcm r`o |vc|czob
roj`eh~uox Nz n iuruvo {cvd! bhiiovoer eor{cvd vobujrhce
moj`nehzmz {haa fo zrubhob
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