Examining Multi-factor Interactions in Microblogging Based on Log-linear Modeling

被引:4
|
作者
Luo, Zhilin [1 ,2 ]
Wu, Xintao [2 ]
Cai, Wandong [1 ]
Peng, Dong [1 ]
机构
[1] Northwestern Polytech Univ, Sch Compute Sci, Xian, Peoples R China
[2] Univ N Carolina, Software & Informat Syst Dept, Chapel Hill, NC 27515 USA
来源
2012 IEEE/ACM INTERNATIONAL CONFERENCE ON ADVANCES IN SOCIAL NETWORKS ANALYSIS AND MINING (ASONAM) | 2012年
基金
美国国家科学基金会;
关键词
D O I
10.1109/ASONAM.2012.41
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Microblogging, as a new form of social media, attracts a huge number of users and becomes very popular. In this paper, we consider a fundamental social network issue that illustrates how information flows through a social media network and specify why users have different retweet behaviors. We propose to characterize social ties by using various features such as power ratio, local link structure, location, and gender. Those features can be directly extracted from users' profiles in Microblogging sites. We apply a fitted Log-linear model to describe association patterns among the features and retweet factor. Using the fitted Log-linear model, we explain why users with different profiles and link structures have different retweet behaviors. Our evaluations on Sina Weibo data set show several phenomenons.
引用
收藏
页码:189 / 193
页数:5
相关论文
共 50 条
  • [21] INTERACTIONS AMONG SPATIALLY TUNED ANALYZERS - A LOG-LINEAR MODEL
    OLZAK, LA
    JOURNAL OF THE OPTICAL SOCIETY OF AMERICA, 1981, 71 (12) : 1632 - 1632
  • [22] Log-linear modeling under generalized inverse sampling scheme
    Lahiri, Soumi
    Dhar, Sunil K.
    COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2008, 37 (08) : 1237 - 1244
  • [23] LOG-LINEAR MODELING OF PAIRWISE INTEROBSERVER AGREEMENT ON A CATEGORICAL SCALE
    BECKER, MP
    AGRESTI, A
    STATISTICS IN MEDICINE, 1992, 11 (01) : 101 - 114
  • [24] On the Log-Linear Inversion-Charge Relation for MOSFET Modeling
    Taur, Yuan
    IEEE TRANSACTIONS ON ELECTRON DEVICES, 2022, 69 (01) : 427 - 429
  • [25] USE OF LOG-LINEAR MODELING TO ASSESS ENVIRONMENTAL-CHANGES
    LAWING, WD
    HANUMARA, RC
    ENVIRONMENTAL MONITORING AND ASSESSMENT, 1989, 11 (02) : 115 - 125
  • [26] Log-Linear Modeling of Agreement among Expert Exposure Assessors
    Hunt, Phillip R.
    Friesen, Melissa C.
    Sama, Susan
    Ryan, Louise
    Milton, Donald
    ANNALS OF OCCUPATIONAL HYGIENE, 2015, 59 (06): : 764 - 774
  • [27] Log-linear and logistic modeling of dependence among diagnostic tests
    Hanson, TE
    Johnson, WO
    Gardner, IA
    PREVENTIVE VETERINARY MEDICINE, 2000, 45 (1-2) : 123 - 137
  • [28] Evaluation of multiway frequencies tables by log-linear modeling and an example
    Özdem, S
    Dirican, A
    Öz, SÖ
    Senocak, M
    APPLIED STATISTICAL SCIENCE IV, 1999, 4 : 133 - 138
  • [29] Multi-factor Acquisition of Global State based Log-anomaly Detection
    Lu, Zhiyan
    Zeng, Xiaoyu
    PROCEEDINGS OF 2023 7TH INTERNATIONAL CONFERENCE ON ELECTRONIC INFORMATION TECHNOLOGY AND COMPUTER ENGINEERING, EITCE 2023, 2023, : 1233 - 1238
  • [30] Predicting cosolvency based on the log-linear module.
    Li, A
    Yalkowsky, SH
    ABSTRACTS OF PAPERS OF THE AMERICAN CHEMICAL SOCIETY, 1998, 216 : U805 - U805