statnet: Software Tools for the Representation, Visualization, Analysis and Simulation of Network Data.
statnet: Software Tools for the Representation, Visualization, Analysis and Simulation of Network Data.
复制标题
DOI：
10.18637/jss.v024.i01
复制
发表时间：
2008-05
影响因子：
5.8
通讯作者：
M. Handcock;D. Hunter;C. Butts;S. Goodreau;M. Morris
中科院分区：
文献类型：
--
作者：
M. Handcock;D. Hunter;C. Butts;S. Goodreau;M. Morris
statnet 是一套用于统计网络分析的软件包。这些软件包实现了基于指数族随机图模型 (ERGM) 的网络建模的最新进展。该软件包的组件为基于 ERGM 的网络建模提供了一个全面的框架，包括模型估计、模型评估、基于模型的网络仿真和网络可视化工具。这种广泛的功能由中央马尔可夫链蒙特卡罗 (MCMC) 算法提供支持。编码针对速度和鲁棒性进行了优化。
statnet is a suite of software packages for statistical network analysis. The packages implement recent advances in network modeling based on exponential-family random graph models (ERGM). The components of the package provide a comprehensive framework for ERGM-based network modeling, including tools for model estimation, model evaluation, model-based network simulation, and network visualization. This broad functionality is powered by a central Markov chain Monte Carlo (MCMC) algorithm. The coding is optimized for speed and robustness.