Cost-effective Outbreak Detection in Networks

by Jure Leskovec, Andreas Krause, Carlos Guestrin, Christos Faloutsos, Jeanne VanBriesen and Natalie Glance

SCHOOL OF COMPUTER SCIENCE, CARNEGIE MELLON UNIVERSITY

   


Top 100 blogs for number of posts cost and PA objective function
Budget is 5000 posts



kPA score Blog NP IL OLO OLA
10.1025 http://sisu.typepad.com/sisu 331 304 293 1968
20.1676 http://blogometer.nationaljournal.com 189 2313 3669 9272
30.2113 http://www.watcherofweasels.org 261 941 1733 3630
40.2358 http://www.allthingsbeautiful.com/all_things_beautiful 208 455 900 3010
50.2585 http://gevkaffeegal.typepad.com/the_alliance 302 428 333 2481
60.2694 http://theliberalwrong.blogspot.com 124 164 113 437
70.2794 http://www.anglican.tk 66 66 1377 3482
80.2887 http://dendroica.blogspot.com 127 23 59 305
90.2974 http://gullyborg.typepad.com/weblog_archive 327 254 387 2025
100.3057 http://trejrc0.blogspot.com 67 119 224 923
110.3129 http://blogs.msdn.com/msnsearch/default.aspx 17 0 3 12
120.3189 http://themagicschoolbus.blogspot.com 48 68 43 103
130.3238 http://pseudomanitou.livejournal.com 180 0 2444 16893
140.3280 http://web2.wsj2.com 48 187 72 364
150.3319 http://drcharles.blogspot.com 62 62 17 62
160.3355 http://www.acepilots.com/mt 3 0 19 53
170.3379 http://musicandcats.com 170 0 82 619
180.3403 http://www.thursdaypm.org/blog/rachelle 31 0 10 82
190.3425 http://radioactiveliberty.com 48 33 38 188
200.3447 http://crustymiddleaged.blogstream.com 13 120 75 263
210.3468 http://rebecca-goetz.blogspot.com 74 33 29 103
220.3488 http://agora.blogsome.com 68 0 60 776
230.3506 http://www.geeknewscentral.com/podcasts 63 1 203 1058
240.3523 http://www.sifry.com/alerts 29 487 4 243
250.3540 http://emergiblog.blogspot.com 69 32 31 130
260.3558 http://malkin-watch.blogspot.com 49 6 31 88
270.3575 http://3dpancakes.typepad.com/ernie 54 13 21 125
280.3591 http://www.waggish.org 39 17 7 57
290.3606 http://englishblog.org 35 0 7 102
300.3619 http://www.travelerslunchbox.com/journal 22 71 3 30
310.3631 http://www.madkane.com/notable.html 61 0 96 294
320.3642 http://www.integrativestream.com 50 20 37 162
330.3652 http://blogs.forrester.com/charleneli 42 218 13 104
340.3662 http://kasobs.blogspot.com 39 28 13 74
350.3671 http://www.anarchaia.org 6 0 174 439
360.3680 http://mightygirl.net 35 4 5 19
370.3688 http://andrewcoyne.com 46 37 3 56
380.3696 http://geekcaster.blogspot.com 8 1 2 8
390.3704 http://www.thepoliticalpitbull.net/blog 30 7 36 163
400.3712 http://reallyquitecleanpair.blogspot.com 22 2 36 304
410.3719 http://www.blogher.org 1 950 0 0
420.3726 http://www.secondlife.com 1 1886 0 1
430.3732 http://www.steynonline.com 18 238 1 3
440.3739 http://blog.outer-court.com/google 1 4 9 25
450.3745 http://anawtymouz.blogspot.com 31 39 49 350
460.3752 http://www.thornleyfallisgroup.ca/propr 40 0 20 210
470.3758 http://teachingcarnival.blogspot.com 13 6 9 16
480.3764 http://riverbendblog.blogspot.com 23 430 0 8
490.3770 http://mylifeasafailure.blogstream.com 19 23 47 211
500.3776 http://wetfeetpr.blogspot.com 25 20 17 115
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520.3788 http://9rules.com/whitespace 8 3 2 21
530.3794 http://blogs.hillandknowlton.com/blogs/networks/default.aspx 11 0 2 8
540.3800 http://whippoorwill.typepad.com/weblog 25 1 5 44
550.3805 http://blogs.law.harvard.edu/tka 11 4 8 35
560.3811 http://www.hackingcough.com/blog 19 4 13 56
570.3816 http://www.inc.com 2 0 1 9
580.3822 http://www.elenbi.com/marketing 2 0 1 13
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600.3832 http://www.sandboxblog.com/the_sandbox 28 3 31 106
610.3837 http://pleasinglydebauched.blogspot.com 18 0 41 159
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630.3846 http://readeryblog.blogspot.com 20 9 1 9
640.3851 http://rwva.blogspot.com 15 18 17 47
650.3855 http://talesfromtheclub.blogspot.com 27 1 3 37
660.3859 http://www.python.org 1 135 0 0
670.3864 http://www.loudthinking.com 1 81 0 3
680.3868 http://regionsofmind.blog-city.com 19 1 3 42
690.3872 http://www.ducttapemarketing.com/weblog.php 1 99 0 0
700.3876 http://www.theradicalcentrist.com 16 10 14 69
710.3880 http://trinaskitchen.blogspot.com 13 27 25 467
720.3884 http://www.jowra.de/wp 14 0 4 51
730.3887 http://www.imaginekitty.com 31 0 30 155
740.3891 http://stardotstar.wordpress.com 19 0 8 116
750.3895 http://www.gotbrandy.com 9 7 18 51
760.3898 http://froggyruminations.blogspot.com 18 10 5 14
770.3902 http://www.performancing.com 1 99 0 0
780.3905 http://beliefnet.com 1 62 0 0
790.3909 http://www.snowballinhell.net 18 58 4 52
800.3912 http://adeimantus.blogspot.com 8 4 4 33
810.3916 http://www.joomla.org 3 115 0 0
820.3919 http://www.oneamericacommittee.com 1 90 0 1
830.3922 http://www.subpop.com 1 118 0 0
840.3925 http://www.eventful.com 1 114 0 0
850.3929 http://salimismail.com 21 2 8 112
860.3932 http://www.nintendo.com 1 127 0 0
870.3935 http://www.armscontrolwonk.com 3 38 1 4
880.3938 http://www.tametheweb.com 1 134 0 1
890.3941 http://p6.hostingprod.com/@ventureblog.com 8 29 6 35
900.3944 http://www.sotovik.ru 10 80 0 6
910.3947 http://emergingchurch.bryanmurley.com 17 12 11 81
920.3949 http://www.pitchforkmedia.com 2 78 0 0
930.3952 http://www.mnf-iraq.com 3 107 0 0
940.3955 http://blogs.law.harvard.edu/cmusings 12 2 14 33
950.3958 http://www.benhammersley.com 1 44 0 0
960.3961 http://skepticscircle.blogspot.com 11 0 7 56
970.3964 http://www.thismodernworld.com 5 32 3 17
980.3966 http://blog.centopeia.com 17 1 1 49
990.3969 http://www.vitalperspective.com 1 21 1 5
1000.3972 http://www.downes.ca 5 101 2 7
1010.3975 http://www.domesticgoddess.ca 4 22 0 1
1020.3977 http://johntunger.typepad.com/artbuzz 17 19 3 221
1030.3980 http://www.mamamusings.net 1 37 0 0
1040.3983 http://madtechspeaks.blogspot.com 11 1 7 59
1050.3985 http://respectfulofotters.blogspot.com 17 32 3 34
1060.3988 http://www.viridiandesign.org 12 42 10 65
1070.3990 http://toplinks.idearo.com.br 1 0 7 595
1080.3993 http://skymama4.blogstream.com 2 9 15 37
1090.3995 http://www.dailyhowler.com 2 48 0 1
1100.3998 http://featured.typepad.com/interviews 3 9 5 20
1110.4000 http://www.meyerweb.com 1 71 0 4
1120.4003 http://www.somebits.com/weblog 1 7 0 0
1130.4005 http://www.agoravox.fr 1 65 0 0
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1150.4010 http://www.democracyforamerica.com 9 67 0 0
1160.4012 http://scoop.agonist.org 3 16 2 9
1170.4014 http://www.hypergene.net/blog/weblog.php 11 25 4 28
1180.4017 http://www.plone.org 1 68 0 0
1190.4019 http://www.mediabistro.com/tvnewser 1 80 0 0
1200.4021 http://www.mdcbowen.org/cobb 6 15 7 30
1210.4023 http://www.publicknowledge.org 2 62 0 2
1220.4026 http://www.mobuzz.com 2 32 0 0
1230.4028 http://www.waxy.org 12 27 4 28
1240.4030 http://www.jupiterresearch.com 1 61 0 2
1250.4032 http://rafaelkayanan.blogstream.com 14 21 9 74
1260.4034 http://www.nordljus.co.uk/en 1 16 1 1
1270.4036 http://quoiquejeu.canalblog.com 14 20 17 48
1280.4039 http://www.conservative.ca 1 74 0 0
1290.4041 http://www.blogbusinesssummit.com 5 83 2 14
1300.4043 http://www.spokane7.com/blogs/hard7 5 0 5 60
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3160.4242 http://www.andrewiandodge.com 1 86 0 0
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3260.4248 http://www.bratboyschool.com/bulletin 1 23 0 0
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3370.4253 http://www.morrissey-solo.com 2 18 0 2
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3400.4255 http://blogs.salon.com/0003494 1 16 0 0
3410.4255 http://emergingontheotherside.blogspot.com 1 46 0 0
3420.4256 http://letterfromgotham.blogspot.com 7 7 2 23
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3460.4258 http://www.nataliedarbeloff.com/blaugustine.html 3 30 0 1
3470.4258 http://www.pvponline.com 1 147 0 0
3480.4259 http://www.samuelesilva.net/dblog 3 30 0 29
3490.4259 http://www.seochat.com 1 14 0 0
3500.4260 http://www.southernfoodways.com 1 19 0 0
3510.4260 http://scoop.kuro5hin.org 3 96 0 0
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3530.4261 http://www.alzado.org 1 13 0 0
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3570.4263 http://www.michnews.com 1 12 0 0
3580.4264 http://www.statistics.gov.uk 1 13 0 0
3590.4264 http://www.msnbc.msn.com/id/6210240 1 65 0 0
3600.4264 http://helpmegetsex.blogspot.com 1 0 1 7
3610.4265 http://www.army.mil 4 29 1 7
3620.4265 http://www.gallifreyone.com 1 12 0 0
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3660.4267 http://earthquake.usgs.gov 1 11 0 0
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3710.4269 http://www.climateprediction.net 1 10 0 0
3720.4270 http://www.fallacyfiles.org 1 10 0 0
3730.4270 http://www.gamedev.net 1 12 0 0
3740.4271 http://www.kongisking.net 2 10 0 2
3750.4271 http://www.morningcoffeenotes.com 1 12 0 0
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3770.4272 http://www.pdfforlawyers.com 2 3 0 3
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3840.4275 http://www.packing.org 1 10 0 0
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3900.4278 http://www.careerjournal.com 1 25 0 1
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3920.4279 http://blogin_idiot.blogspot.com 1 12 0 0
3930.4279 http://filmforce.ign.com 1 11 0 0
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3960.4280 http://www.dailysonic.com 1 18 0 0
3970.4281 http://www.eeoc.gov 1 12 0 0
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4010.4282 http://www.msmobiles.com 1 13 0 0
4020.4283 http://www.musique-libre.org 2 12 0 1
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4070.4285 http://www.marylaine.com/neatnew.html 1 22 0 0
4080.4285 http://www.ranprieur.com 1 26 0 0
4090.4285 http://www.retireat30.net 1 0 8 20
4100.4286 http://www.anekdot.ru 1 98 0 0
4110.4286 http://www.canariasbruta.com 1 16 0 0
4120.4287 http://www.play-asia.com 1 10 0 0
4130.4287 http://www.cbcwatch.ca 1 15 0 0
4140.4287 http://dot.kde.org 1 10 0 0
4150.4288 http://thematrixonline.station.sony.com 1 8 0 0
4160.4288 http://www.archlinux.org 1 11 0 0
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4200.4289 http://www.ninthart.com 1 9 0 0
4210.4290 http://www.stuckon-stupid.com 2 97 2 15
4220.4290 http://www.adweek.com 2 10 0 0
4230.4291 http://www.atu2.com 2 13 0 7
4240.4291 http://www.conservativelife.com 2 0 1 56
4250.4291 http://www.postcarbon.org 1 10 0 0
4260.4292 http://www.sueddeutsche.de 1 12 0 0
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4280.4292 http://www.mayitpleasethecourt.com 1 29 0 1
4290.4293 http://www.statesboroherald.net 1 1 0 0
4300.4293 http://www.statesman.com 2 13 0 18
4310.4293 http://www.tangledbank.net 1 115 0 2
4320.4294 http://www.3dgamers.com 1 71 0 0
4330.4294 http://blog.xrefer.com 1 10 1 1
4340.4294 http://www.gametab.com 2 8 3 5
4350.4295 http://www.ishotmyself.com 2 9 0 2
4360.4295 http://www.thisfish.com 1 17 0 2
4370.4295 http://www.weblogempire.com 2 12 0 0
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4390.4296 http://pourjoe01.skyblog.com 1 10 0 1
4400.4296 http://flernk.blogspot.com 1 5 1 5
4410.4296 http://vivianandjack.blogspot.com 1 9 0 0
4420.4297 http://www.bobharris.com 1 38 0 0
4430.4297 http://www.inoculatedmind.com 1 12 0 0
4440.4297 http://www.gizmag.com 1 11 0 0
4450.4297 http://somanyschemes.com 1 0 1 3
4460.4297 http://www.plamepage.com 1 7 0 0
4470.4298 http://www.law.com 1 41 0 0
4480.4298 http://www.clickcaster.com 1 37 0 0
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4500.4298 http://www.queserasera.org 2 45 0 0
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4520.4298 http://cotcatwordlab.blogspot.com 1 11 31 103
4530.4298 http://hinchcliffe.org 5 4 12 64
4540.4298 http://truthlaidbear.com 1 0 7 11

Total population affected score after selecting 100 blogs = 0.4298