Friendship Networks Through Time: An Actor-Oriented Dynamic Statistical Network Model
Computational & Mathematical Organization Theory
Friendship Networks Through Time: An Actor-Oriented Dynamic Statistical Network Model
Computational & Mathematical Organization Theory
Exploring changes in network structures during online discussions
ICLS'08 Proceedings of the 8th international conference on International conference for the learning sciences - Volume 1
Exploratory study of a new model for evolving networks
ICML'06 Proceedings of the 2006 conference on Statistical network analysis
Assessing and accounting for time heterogeneity in stochastic actor oriented models
Advances in Data Analysis and Classification
Visualizing the evolution of social networks
EPIA'11 Proceedings of the 15th Portugese conference on Progress in artificial intelligence
A quantitative comparison of stress-minimization approaches for offline dynamic graph drawing
GD'11 Proceedings of the 19th international conference on Graph Drawing
An overview of social network analysis
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery
Capturing Actor-level Dynamics of Longitudinal Networks
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
Hi-index | 0.00 |
We propose a class of actor-oriented statistical models for closedsocial networks in general, and friendship networks in particular. Themodels are random utility models developed within a rational choiceframework. Based on social psychological and sociological theories aboutfriendship, mathematical functions capturing expected utility of individualactors with respect to friendship are constructed. Expected utility alsocontains a random (unexplained) component. We assume that, given theirrestrictions and contact opportunities, individuals evaluate their utilityfunctions and behave such that they maximize the expected amount of utility. The behavior under consideration is the expression of like and dislike(choice of friends). Theoretical mechanisms that are modelled are, e.g., theprinciple of diminishing returns, the tendency towards reciprocated choices,and the preference for friendship relations with similar others. Constraintsimposed on individuals are, e.g., the structure of the existing network, andthe distribution of personal characteristics over the respondents. Themodels are illustrated by means of a data-set collected among universityfreshmen at 7 points in time during 1994 and 1995.