图 书 馆
网络分布建模的统计方法Statistical Methods for Modeling Network Distributions |
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| 课程网址: | https://videolectures.net/videos/kdd2016_neville_network_distribu... |
| 主讲教师: | Jennifer Neville |
| 开课单位: | KDD 2016研讨会 |
| 开课时间: | 2016-10-12 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | The recent interest in analyzing the network structure of complex systems has fueled a large body of research on both models of network structure and algorithms to automatically discover patterns for use in predictive models. However, robust statistical models, which can accurately represent distributions over graph populations, and sample efficiently from those distributions, are critical to assess the evaluate the performance of analytic algorithms and the significance of discovered patterns. However, unlike metric spaces, the space of graphs exhibits a combinatorial structure that poses significant theoretical and practical challenges to accurate estimation and efficient sampling/inference. In this talk, I will discuss our recent work on modeling distributions of networks, both attributed and unattributed, and outline how the methods can be used for inference and evaluation. |
| 关 键 词: | 网络分布建模; 统计方法; 网络结构 |
| 课程来源: | 视频讲座网 |
| 数据采集: | 2025-01-07：liyq |
| 最后编审: | 2025-01-07：liyq |
| 阅读次数: | 15 |