Topic-oriented measurement of microblogging network

According to the dynamic and temporal characteristics of the topic-generated network, a method of quantitative calculation was designed, and then the topic-oriented research on the network measurement technology from many aspects such as the features of the content was conducted, as well as the netw...

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Main Authors: Wei LIU, Li-hong WANG, Rui-guang LI
Format: Article
Language:zho
Published: Editorial Department of Journal on Communications 2013-11-01
Series:Tongxin xuebao
Subjects:
Online Access:http://www.joconline.com.cn/zh/article/doi/10.3969/j.issn.1000-436x.2013.11.019/
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author Wei LIU
Li-hong WANG
Rui-guang LI
author_facet Wei LIU
Li-hong WANG
Rui-guang LI
author_sort Wei LIU
collection DOAJ
description According to the dynamic and temporal characteristics of the topic-generated network, a method of quantitative calculation was designed, and then the topic-oriented research on the network measurement technology from many aspects such as the features of the content was conducted, as well as the network topology and the characteristics of the user behavior. The experiments on the SINA microblog showed four new results. The first is that only a small portion of tweets has been forwarded broadly and the number of retweets follows the power-law distribution. The second is that the tweets' number of one topic is episodic and changing frequently, and the burst topic can be detected by the local volatility feature found in the massive background microblog data. The third is that the small-world feature in the topic-generated retweeting network is not obvious, and the dense relationship doesn't necessarily induce the frequent retweeting behavior. The fourth is that the topic which has been propagated broadly usually has a portion of the consistently participating users, and the correla-tion of the user behavior can be used to detect the potential and important users. The experimental results are helpful for un-derstanding the propagating mode, the structural chara and the pattern of the user behavior in a topic-generated net-work, and the indicators measured in the experiment can also be effectively applied in the future analyses.
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spelling doaj-art-de87585dc4064ad4b7d03978a2bcde7e2025-01-14T06:21:47ZzhoEditorial Department of Journal on CommunicationsTongxin xuebao1000-436X2013-11-013417117859834892Topic-oriented measurement of microblogging networkWei LIULi-hong WANGRui-guang LIAccording to the dynamic and temporal characteristics of the topic-generated network, a method of quantitative calculation was designed, and then the topic-oriented research on the network measurement technology from many aspects such as the features of the content was conducted, as well as the network topology and the characteristics of the user behavior. The experiments on the SINA microblog showed four new results. The first is that only a small portion of tweets has been forwarded broadly and the number of retweets follows the power-law distribution. The second is that the tweets' number of one topic is episodic and changing frequently, and the burst topic can be detected by the local volatility feature found in the massive background microblog data. The third is that the small-world feature in the topic-generated retweeting network is not obvious, and the dense relationship doesn't necessarily induce the frequent retweeting behavior. The fourth is that the topic which has been propagated broadly usually has a portion of the consistently participating users, and the correla-tion of the user behavior can be used to detect the potential and important users. The experimental results are helpful for un-derstanding the propagating mode, the structural chara and the pattern of the user behavior in a topic-generated net-work, and the indicators measured in the experiment can also be effectively applied in the future analyses.http://www.joconline.com.cn/zh/article/doi/10.3969/j.issn.1000-436x.2013.11.019/content featuresnetwork topologyuser behaviorsmall-world propertylocal volatilityinfluence analysis
spellingShingle Wei LIU
Li-hong WANG
Rui-guang LI
Topic-oriented measurement of microblogging network
Tongxin xuebao
content features
network topology
user behavior
small-world property
local volatility
influence analysis
title Topic-oriented measurement of microblogging network
title_full Topic-oriented measurement of microblogging network
title_fullStr Topic-oriented measurement of microblogging network
title_full_unstemmed Topic-oriented measurement of microblogging network
title_short Topic-oriented measurement of microblogging network
title_sort topic oriented measurement of microblogging network
topic content features
network topology
user behavior
small-world property
local volatility
influence analysis
url http://www.joconline.com.cn/zh/article/doi/10.3969/j.issn.1000-436x.2013.11.019/
work_keys_str_mv AT weiliu topicorientedmeasurementofmicrobloggingnetwork
AT lihongwang topicorientedmeasurementofmicrobloggingnetwork
AT ruiguangli topicorientedmeasurementofmicrobloggingnetwork