Friendship Dissolution Within Social Networks Modeled Through Multilevel Event History Analysis

被引:7
作者
Dean, Danielle O. [1 ]
Bauer, Daniel J. [2 ]
Prinstein, Mitchell J. [3 ]
机构
[1] Microsoft, Data Grp, Cambridge, MA USA
[2] Univ N Carolina, Dept Psychol & Neurosci, Quantitat Psychol, Chapel Hill, NC USA
[3] Univ N Carolina, Dept Psychol & Neurosci, Clin Psychol, Chapel Hill, NC USA
关键词
Event history analysis; generalized linear modeling; multilevel modeling; social network analysis; survival analysis; ADOLESCENT FRIENDSHIPS; SURVIVAL ANALYSIS; LOGIT-MODELS; BINARY; TIME; SELECTION; DEPRESSION; DYNAMICS; GENDER; FAMILY;
D O I
10.1080/00273171.2016.1267605
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
A social network perspective can bring important insight into the processes that shape human behavior. Longitudinal social network data, measuring relations between individuals over time, has become increasingly commonas have the methods available to analyze such data. A friendship duration model utilizing discrete-time multilevel survival analysis with a multiple membership random effect structure is developed and applied here to study the processes leading to undirected friendship dissolution within a larger social network. While the modeling framework is introduced in terms of understanding friendship dissolution, it can be used to understand microlevel dynamics of a social network more generally. These models can be fit with standard generalized linear mixed-model software, after transforming the data to a pair-period data set. An empirical example highlights how the model can be applied to understand the processes leading to friendship dissolution between high school students, and a simulation study is used to test the use of the modeling framework under representative conditions that would be found in social network data. Advantages of the modeling framework are highlighted, and potential limitations and future directions are discussed.
引用
收藏
页码:271 / 289
页数:19
相关论文
共 50 条
  • [31] The Interplay of Friendship Networks and Social Networking Sites: Longitudinal Analysis of Selection and Influence Effects on Adolescent Smoking and Alcohol Use
    Huang, Grace C.
    Soto, Daniel
    Fujimoto, Kayo
    Valente, Thomas W.
    AMERICAN JOURNAL OF PUBLIC HEALTH, 2014, 104 (08) : E51 - E59
  • [32] Descriptive Study of Friendship Networks in Adolescents and Their Relationship with Self-Efficacy and Alcohol Consumption Using Social Network Analysis
    Quiroga-Sanchez, Enedina
    Gonzalez Garcia, Alberto
    Arias-Ramos, Natalia
    Liebana-Presa, Cristina
    Marques-Sanchez, Pilar
    Gomes, Lisa
    INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH, 2022, 19 (18)
  • [33] Knowledge transfer & exchange through social networks: building foundations for a community of practice within tobacco control
    Cameron D Norman
    Tim Huerta
    Implementation Science, 1
  • [34] Social Network Analysis and Role Hierarchy Mining through MXML-based Event Logs
    Porouhan, Parham
    Premchaiswadi, Wichian
    2015 13TH INTERNATIONAL CONFERENCE ON ICT AND KNOWLEDGE ENGINEERING (ICT & KNOWLEDGE ENGINEERING 2015), 2015, : 52 - 59
  • [35] Improving the quality of collaboration requirements for information management through social networks analysis
    Pereira, Carla Sofia
    Soares, Antonia Lucas
    INTERNATIONAL JOURNAL OF INFORMATION MANAGEMENT, 2007, 27 (02) : 86 - 103
  • [36] JUDICIAL TRANSFORMATIONS IN ECUADOR: THE BALANCE OF POWER SEEN THROUGH THE ANALYSIS OF SOCIAL NETWORKS
    Salgado, Efren Guerrero
    IUS HUMANI-REVISTA DE DERECHO, 2014, 4 : 263 - 297
  • [37] An Investigation of Teachers' Advice Networks and Emergent Leadership through Social Network Analysis
    Hangul, Sukru
    Senturk, Lknur
    EUROPEAN JOURNAL OF EDUCATION AND PSYCHOLOGY, 2022, 15 (01)
  • [38] Cargo allocation in Brazilian ports: An analysis through fuzzy logic and social networks
    Wanke, Peter
    Falcao, Bernardo Bastos
    JOURNAL OF TRANSPORT GEOGRAPHY, 2017, 60 : 33 - 46
  • [39] SOCIAL NETWORKS ANALYSIS IN SPORTS THROUGH AN ECOLOGICAL APPROACH-A THEORETICAL FRAMEWORK
    Meli Neto, Bruno
    Puggina, Enrico Fuini
    Menezes, Rafael Pombo
    Machado, Joao Claudio
    Vanella, Ricardo
    Aquino, Rodrigo
    PENSAR EN MOVIMIENTO-REVISTA DE CIENCIAS DEL EJERCICIO Y LA SALUD, 2022, 20 (01)
  • [40] Development of Social Support Networks by Patients With Depression Through Online Health Communities: Social Network Analysis
    Lu, Yingjie
    Luo, Shuwen
    Liu, Xuan
    JMIR MEDICAL INFORMATICS, 2021, 9 (01)