基于公开数据的特殊人群在线活动特征挖掘

doi:10.11959/j.issn.2096-0271.2018047

Abstract

Abstract:

Data from 36 Baidu Tieba was collected.The sub-groups of users from three dimensions of time (temporal),content (text) and interaction (network) were analyzed,and patterns of their online activity were tried to extract and characteristics of different populations was inferred.The result indicates that the temporal pattern of posting behavior is more regular for HIV-related users.Communities followed by these users are also HIV-related,revealing a significant clustering pattern.On the other hand,MSM groups are more active during midnight,and their motivation of online activities in the community is for entertainment and for meeting partners.There is also a strong preference of following the same type of Tiebas for MSM groups.In general,HIV-related users are very concerned about their health status.On the contrary,MSM-related users are lack of awareness for protection and prevention of AIDS.

Key words: hidden population, AIDS, MSM, online features, complex network

CLC Number:

G350，R512.91

Chuchu LIU, Xin LU. Analysis of online activity characteristics of hidden populations based on public data[J]. Big Data Research, 2018, 4(5): 15-28.

Figures/Tables 7

References 42

[1]	王瑞山 . 试论特殊人群的制度化排斥及其应对[J]. 上海师范大学学报(哲学教育社会科学), 2013,45(3): 92-96.
	WANG R S . The institutional obstacles in the rehabilitation of special population and their countermeasures[J]. Journal of East China Normal University:Philosophy and Social Sciences Edition, 2013,45(3): 92-96.
[2]	戴丽萍, 姜宜海, 龚诚华 ,等. MSM艾滋病相关知识行为及互联网的使用情况调查[J]. 中国健康教育, 2012,28(12): 1026-1028.
	DAI L P , JIANG Y H , GONG C H ,et al. Study on Internet use and AIDS related knowledge and behaviors among MSM[J]. Chinese Journal of Health Education, 2012,28(12): 1026-1028.
[3]	王毅, 张洪波, 徐杰 ,等. 男男性行为者社会歧视经历调查[J]. 中国公共卫生, 2011,27(1): 91-92.
	WANG Y , ZHANG H B , XU J ,et al. Social discrimination experience among MSM[J]. Chinese Journal of Public Health, 2011,27(1): 91-92.
[4]	李现红, 刘立珍, 何国平 ,等. 男男性行为HIV感染者艾滋病相关羞辱和歧视的调查分析[J]. 中华护理杂志, 2013,48(2): 142-146.
	LI X H , LIU L Z , HE G P ,et al. HIV/AIDS related-stigma and discrimination among HIV positive men who have sex with men[J]. Chinese Journal of Nursing, 2013,48(2): 142-146.
[5]	赵荣江, 牛雅娟, 杨少杰 ,等. 中国北方城乡两地居民对10种特殊人群社会距离及社交限制的调查[J]. 中国神经精神疾病杂志, 2015(7): 395-400.
	ZHAO R J , NIU Y J , YANG S J ,et al. The attitudes and social distance and restriction to ten different populations among residents in northern China[J]. Chinese Journal of Nervous and Mental Diseases, 2015(7): 395-400.
[6]	王晓兰 . 中国男性同性恋(MSM)人群艾滋病时空模型研究[D]. 烟台:烟台大学, 2015.
	WANG X L . Spatio-temporal model of HIV/AIDS among chinese male homosexuals(MSM)[D]. Yantai:Yantai University, 2015.
[7]	黄勤, 李巧巧, 李苑 ,等. 2010-2013年中国男男性行为人群艾滋病/梅毒感染状况、性行为特征及艾滋病知识知晓情况的Meta分析[J]. 中华流行病学杂志, 2015,36(11): 1297-1304.
	HUANG Q , LI Q Q , LI Y ,et al. Prevalence of HIV infection and syphilis,sexual behaviors and awareness of HIV/AIDS related knowledge among men who have sex with men in China:a meta-analysis of data collected from 2010 to 2013[J]. Chinese Journal of Epidemiology, 2015,36(11): 1297-1304.
[8]	LU X . Linked ego networks:improving estimate reliability and validity with respondent-driven sampling[J]. Social Networks, 2013,35(4): 669-685.
[9]	MAGNANI R , SABIN K , SAIDEL T ,et al. Review of sampling hard-to-reach and hidden populations for HIV surveillance[J]. Aids, 2005,19(S2): 67-72.
[10]	谭兴兰, 罗柏生, 朱丽霞 . 重庆市北碚区艾滋病病毒感染者高危行为调查[J]. 预防医学情报杂志, 2006,22(5): 519-520.
	TAN X L , LUO B S , ZHU L X . Investigation on high -risk behaviors among people infected with HIV in Beibei District of Chongqing City[J]. Journal of Preventive Medicine Information, 2006,22(5): 519-520.
[11]	陈浩, 张艳辉, 谭红专 ,等. 某城市不同活动场所男男性行为人群特征和规模估计的研究[J]. 中华流行病学杂志, 2011,32(7): 664-668.
	CHEN H , ZHANG Y H , TAN H Z ,et al. Characteristics and the estimated size of men who have sex with men in different venues of one city[J]. Chinese Journal of Epidemiology, 2011,32(7): 664-668.
[12]	薛黎坚, 王文明, 徐勇 ,等. 卖性男男性行为者艾滋病高危行为、感染状况以及社会压力的现况研究[J]. 实用预防医学, 2010,17(12): 2352-2355.
	XUE L J , WANG W M , XU Y ,et al. Cross-sectional study on HIV high risk behaviors,HIV infection and social pressure in MSM who had sex-selling behaviors[J]. Practical Preventive Medicine, 2010,17(12): 2352-2355.
[13]	张建, 沈洁, 李爱萍 ,等. 互联网AIDS咨询内容分析[J]. 中国艾滋病性病, 2005,11(1): 19-22.
	ZHANG J , SHEN J , LI A P ,et al. Analysis of AIDS counselling on Internet[J]. Chinese Journal of AIDS ＆ STD, 2005,11(1): 19-22.
[14]	艾德华, . 中文同性爱网站及艾滋病预防[C]// 第一届中国艾滋病性病防治大会,2011年11月1日,北京,中国. [出版地不详:出版者不详], 2001: 353-355.
	AI D H , . Chinese homosexual wibsite and HIV prevention[C]// The 1st China AIDS and STD Prevention Conference,November 1,2011,Beijing,China.[S.l.:s.n]. 2001: 353-355.
[15]	白冠男, 钮文异 . 某网站贴吧“艾滋病吧”一个月帖子的内容分析[J]. 中国健康教育, 2012,28(8): 649-652.
	BAI G N , NIU W Y . A content analysis of one-month messages posted on an online “AIDS bar”[J]. Chinese Journal of Health Education, 2012,28(8): 649-652.
[16]	王国华, 刘菊, 杨腾飞 ,等. 网络空间中艾滋病的社会支持研究——以百度贴吧“HIV吧”为例[J]. 情报杂志, 2015(11): 105-110.
	WANG G H , LIU J , YANG T F ,et al. Social support for AIDS in cyberspace:take Baidu post bar "HIV bar" for example[J]. Journal of Intelligence, 2015(11): 105-110.
[17]	COURSARIS C K , LIU M . An analysis of social support exchanges in online HIV/AIDS self-help groups[J]. Computers in Human Behavior, 2009,25(4): 911-918.
[18]	MO P K , COULSON N S . Exploring the communication of social support within virtual communities:a content analysis of messages posted to an online HIV/AIDS support group[J]. Cyberpsychology＆ Behavior:the Impact of the Internet,Multimedia and Virtual Reality on Behavior and Society, 2008,11(3): 371-374.
[19]	SHI J , CHEN L . Social support on Weibo for people living with HIV/AIDS in China:a quantitative content analysis[J]. Chinese Journal of Communication, 2014,7(3): 285-298.
[20]	GUO Y , GOH H L . “I Have AIDS”:content analysis of postings in HIV/AIDS support group on a Chinese microblog[J]. Computers in Human Behavior, 2014,34(34): 219-226.
[21]	WINZELBERG A J , CLASSEN C , ALPERS G W ,et al. Evaluation of an internet support group for women with primary breast cancer[J]. Cancer, 2003,97(5): 1164-1173.
[22]	FOGEL J , ALBERT S M , SCHNABEL F ,et al. Internet use and social support in women with breast cancer[J]. Health Psychology Official Journal of the Division of Health Psychology American Psychological Association, 2002,21(4):398.
[23]	WINEFIELD H R . Support provision and emotional work in an Internet support group for cancer patients[J]. Patient Education ＆Counseling, 2006,62(2):193.
[24]	COULSON N S . Receiving social support online:an analysis of a computermediated support group for individuals living with irritable bowel syndrome[J]. Cyberpsychology ＆ Behavior, 2005,8(6): 580-584.
[25]	FROHLICH D O,ZMYSLINSKI-SEELIG A . The presence of social support messages on youtube videos about inflammatory bowel disease and ostomies[J]. Health Communication, 2012,27(5):421.
[26]	余歌 . 虚拟社区中艾滋病患者的网络社会支持互动过程研究[D]. 武汉:华中科技大学, 2015.
	YU G . Research on social support in virtual communities:a case study of hepatitis B bar in Baidu Tieba[D]. Wuhan:Huazhong University of Science and Technology, 2015.
[27]	潘锐 . 虚拟社区中的社会支持研究——以百度贴吧乙肝吧为例[D]. 合肥:安徽大学, 2015.
	PAN R . Reseavch on social aupport in virtual communities:a case study of hepatitis B barin Baidu Tieba[D]. Hefei:Anhui University, 2015.
[28]	李秀芳, 张北川, 储全胜 ,等. 以互联网为最主要性交往途径的男男性行为人群人口学特征研究[J]. 中华流行病学杂志, 2009,30(1):98.
	LI X F , ZHANG B C , CHU Q S ,et al. Demographic profile of men who have sex with men whose seek for sex mostly on internet[J]. Chinese Journal of Epidemiology, 2009,30(1):98.
[29]	EVANS A R , WIGGINS R D , MERCER C H ,et al. Men who have sex with men in Great Britain:comparison of a selfselected internet sample with a national probability sample[J]. Sexually Transmitted Infections, 2007,83(3): 200-205.
[30]	QIAN Z , VERMUND S , WANG N . Risk of HIV/AIDS in China:subpopulations of special importance[J]. Sexually Transmitted Infections, 2005,81(6):442.
[31]	CHOI K H , LIU H , GUO Y ,et al. Emerging HIV-1 epidemic in China in men who have sex with men[J]. Lancet, 2003,361(9375): 2125-2126.
[32]	WONG F Y , HUANG Z J , WANG W ,et al. STIs and HIV among men having sex with men in China:a ticking time bomb[J]. Aids Education ＆ Prevention Official Publication of the International Society for Aids Education, 2009,21(5):430.
[33]	宋丹丹 . 男性同性兼异性性行为者HIV感染状况及性行为特征[D]. 合肥:安徽医科大学, 2013.
	SONG D D . Prevalence of HIV and sexual behaviors among men who have sex with men and women[D]. Hefei:Anhui Medical University, 2013.
[34]	倪志敏, 李剑, 徐丹戈 ,等. 浴池MSM人群艾滋病及梅毒感染率调查[J]. 浙江预防医学, 2011,23(5): 14-16.
	NI Z M , LI J , XU D G ,et al. An investigation on the infection rate of syphilis and HIV among MSM population from public bath[J]. Zhejiang Journal of Preventive Medicine, 2011,23(5): 14-16.
[35]	周涛, 韩筱璞, 闫小勇 ,等. 人类行为时空特性的统计力学[J]. 电子科技大学学报, 2013,42(4): 481-540.
	ZHOU T , HAN X P , YAN X Y ,et al. Statistical mechanics on temporal and spatial activities of human[J]. Journal of University of Electronic Science and Technology of China, 2013,42(4): 481-540.
[36]	刘洪君 . 微博网络热点话题发现技术研究[D]. 北京:北京交通大学, 2013.
	LIU H J . Research on hot topic discovery technology of Micro-Blogging network[D]. Beijing:Beijing Jiaotong University, 2013.
[37]	LIU C , LU X . Analyzing hidden populations online:topic,emotion,and social network of HIV-related users in the largest Chinese online community[J]. Bmc Medical Informatics ＆ Decision Making, 2018,18(1):2.
[38]	EAGLE N , MACY M , CLAXTON R . Network diversity and economic development[J]. Science, 2010,328(5981):1029.
[39]	LOU J . Entropy and diversity[J]. Oikos, 2006,113(2): 363-375.
[40]	NEWMAN M E , GIRVAN M . Finding and evaluating community structure in networks[J]. Physical Review E Statistical Nonlinear ＆ Soft Matter Physics, 2004,69(2):026113.
[41]	KOBLIN B A , CHESNEY M A , HUSNIK M J ,et al. High-risk behaviors among men who have sex with men in 6 US cities:baseline data from the explorestudy[J]. American Journal of Public Health, 2003,93(6): 926-932.
[42]	LIU H , YANG H , LI X ,et al. Men who have sex with men and human immunodeficiency virus/sexually transmitted disease control in China[J]. Sexually Transmitted Diseases, 2006,33(2):68.

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艾滋病类		男同性恋类		新闻时事类
吧名	帖子数	吧名	帖子数	吧名	帖子数
hiv吧	3 505 723	gay吧	244 202 118	每日新闻热点吧	13 705 695
艾滋病论坛吧	989 457	同志吧	5 939 248	新闻直播间吧	498 963
恐艾吧	7 295 218	同性恋吧	12 380 075	新闻夜航吧	335 937
脱恐吧	1 132 752	bl吧	47 367 563	名人新闻吧	493 953
艾滋病患者吧	253 787	同爱吧	1 283 706	热点吧	364 559
艾滋病吧吧	104 446	基友吧	3 791 858	新闻吧	210 699
hiv论坛吧	14 533	腐吧	2 513 171	时事新闻吧	33 540
hiv爱天使吧	26 470	中国gayles反歧视吧	297 624	新闻消息吧	16 767
hiv综合论坛吧	7 113	基友你永远不会独行吧	113 059	热点话题吧	14 821
hiv心窗吧	3 804	基友头像吧	105 360	搜狐新闻吧	27 303
hiv携带者吧	4 934	中国好基友吧	46 136	搜狐新闻客户端吧	42 232
		腐男群吧	67 650
		腐女腐男同盟会吧	90 258
		腐女vs腐男吧	619 682

Analysis of online activity characteristics of hidden populations based on public data

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