3axapoB ([info]popunder) wrote in [info]lj_research,
@ 2006-02-15 11:23:00
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LJ as a social network
2d map of LJ users as a function of thermodynamic distance from doctor_livsy and future_visions


Recently I’ve conducted a study of LJ social network (the giant connected component mainly).
The results are all in this paper:
Pavel Zakharov, Thermodynamic approach for community discovering within the complex networks: LiveJournal study. e-print on arxiv.org: physics/0602063.
The main findings are the following:
  • LJ is indeed a scale free network with degree exponent surprisingly close to the exponent found for the network of sexual contacts.
  • The average distance from one user to another is a little bit smaller than 6, as it was already predicted.
  • The community structure (do not confuse with LJ community engine) is dominated by small (< 300 users) RPG cliques and one huge Russian-speaking cluster (220 thousands of users).

The procedure used for community discovering can be described the following way: we start by giving some amount of money to some user (initiator) in LJ network telling him to evenly distribute it among his friends, then
his friends are performing the same action among their friends and so on. Obviously, if these guys are the members of some clique it will not take too long until all of them have an equal amount of money (thanks to small-world property), meanwhile only some small part of the initial amount will leave this community. So the amount of money of a particular user defines his thermodynamic distance from the initiator.
If we have two initiators - we can plot the figure like the one shown here.
Your comments are welcome.
UPD: Here it the simple script LJ user locator that shows the actual position of the user on this map.



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[info]virga
2006-02-15 01:24 pm UTC (link)
matlab!

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[info]popunder
2006-02-15 01:26 pm UTC (link)
Only the plot.

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[info]evan
2006-02-15 06:06 pm UTC (link)
This is great. Thanks for providing the link.

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[info]popunder
2006-02-22 02:34 pm UTC (link)
Thanks, I hope referees will think the same. Will see.

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[info]lizobyja
2008-07-16 03:33 pm UTC (link)
We hope that all referees will be pleased, whether or not they are chosen, that we are recognizing some who have done an especially outstanding service to the community.

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[info]codetoad
2006-02-16 02:33 am UTC (link)
This is really cool! Thanks for the research and hard work.

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[info]3eta
2006-05-02 12:23 pm UTC (link)
вы, случаем, не "музыка сфер"? )

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[info]popunder
2006-05-02 12:30 pm UTC (link)
Музыка, простите, чего? :)))

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[info]3eta
2006-05-02 12:51 pm UTC (link)
я решила, что это - ваше :)

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[info]popunder
2006-05-02 01:18 pm UTC (link)
Ха, нет, но все равно, спасибо за ссылку. Почему только это не было опубликовано.

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[info]3eta
2006-05-02 01:22 pm UTC (link)
потому что автор - живет в России, и не видит пока практической пользы от публикации? ;)
может и будет, кто знает.

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[info]popunder
2006-05-02 01:33 pm UTC (link)
странная позиция. Если за год не было, то, наверное, уже и не будет :)
Запостю-ка я русский вариант в ru_math.

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[info]holzfinger
2006-11-17 04:42 am UTC (link)
а здесь можно ссылку на русский вариант? а то мы в термодинамическом англимйском не сильны

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[info]popunder
2006-11-17 07:51 am UTC (link)
я в журнале немного писал, читайте, если интересно: http://popunder.livejournal.com/11017.html.

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Linked
[info]jtrevino
2006-07-16 07:44 am UTC (link)
Reminds me of http://www.amazon.com/gp/product/0452284392/sr=8-1/qid=1153035742/ref=pd_bbs_1/002-1112832-1375203?ie=UTF8 , which describes scale free networks, etc. for the layman.

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[info]alexewyso
2008-07-16 07:54 am UTC (link)
Power-law degree distributions and their relation to scale-free networks are at the core of his research, and thus he devotes much of the sixth chapter explaining what power-laws are, and how to identify them should you come across one in a plot of your data.

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->
[info]alextime
2006-11-01 11:02 am UTC (link)
hou to make me found by everyone?

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Re: ->
[info]popunder
2006-11-02 07:10 am UTC (link)
force "everyone" to include you as a friend :)

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[info]krotty
2006-11-09 07:57 pm UTC (link)
Дает очень странный результат для моего ID - я в русском кластере, а большинство друзей в основном. Это что?

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[info]popunder
2006-11-10 07:51 am UTC (link)
Это значит, что вы один из немногих, уменьшающих замкнутость РЖЖ, очень почетно, поздравляю. Другими словами вы читаете много нерусскоязычных журналов. Угадал?

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[info]krotty
2006-11-10 04:26 pm UTC (link)
Да, так. А интресно, кто-нибудь считал betweenness centrality в LJ?

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[info]popunder
2006-11-13 08:05 am UTC (link)
Она у меня собственно в этой статье и проявляется, только косвено. Количество дальних друзей с этим связано, непосредственные чиселки я не публиковал и не выкладывал никуда, но думаю над какой-нить игрушкой в этом роде.

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so frustrating
[info]laragull
2006-11-10 08:18 am UTC (link)
http://www.unifr.ch/physics/mm/work/lj/getp.php?name=laragull
according to this link there is no me in LJ
perhaps that is why Gismo Talk does not identify me?

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Re: so frustrating
[info]popunder
2006-11-10 08:42 am UTC (link)
Your account was created 06-08-27 (according to your profile). The data for this map was collected in January 2006. Sorry :) Next time. It has nothing to do with Gizmo

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[info]banguerski_alex
2006-11-12 12:28 am UTC (link)
Жаль, что я не читаю по-английски. А на русском где-нибудь можно прочитать про эту карту?

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[info]popunder
2006-11-13 07:35 am UTC (link)
В моем журнале есть немного: http://popunder.livejournal.com/11017.html, а так спрашивайте - объясню.

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Thats funny
[info]laskavy
2006-11-14 04:37 pm UTC (link)
Your definition of „Russian-speaking cluster” is weak. I have ZERO posts in Russian in my journal.

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Re: Thats funny
[info]popunder
2006-11-15 07:23 am UTC (link)
You can not hide in the social network :). Yes, I see what you mean, I will change this to Cyrillic community in the next version. I was actually thinking to put the Ukraine flag there as well, next time. Do you have any friends who are writing in Russian BTW?

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Correct
[info]laskavy
2006-11-15 08:57 am UTC (link)
I just moved from RF to Ukraine, and some people from RF still keep me in their friends lists. Probably they can read or want to learn Ukrainian.

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[info]holzfinger
2006-11-17 04:47 am UTC (link)
а никаких других кластеров помимо русского и английского не оказалось? или они настолько малы, что незаметны?

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[info]silpol
2007-03-03 02:53 pm UTC (link)
а остальные кандидаты в кластеры трудно выделимы (индусы пишут блоги обычно на английском, в силу ряда моментов) или так и не пришли в ЖЖ из-за его изначальной англоязычности (те же китайцы)...

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[info]silpol
2007-03-03 02:50 pm UTC (link)
а насколько применима эта система при меньшем количестве людей для анализа? вот если бы статистику http://abbra.livejournal.com/73377.html вогнать в это дело... да поглядеть...

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:((
[info]so1nyshk0
2007-03-31 08:12 am UTC (link)
"There is no user 'so1nyshk0' in the database"

почему так?

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