Eccentricity in asset management

被引:0
|
作者
Kaya, Hakan [1 ]
机构
[1] Neuberger Berman, 605 Third Ave, New York, NY 10158 USA
来源
关键词
risk measurement; minimum spanning tree; systemic risk; entropy; mutual information; eccentricity;
D O I
暂无
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
We describe how networks based on information theory can help measure and visualize systemic risk, enhance diversification, and help price assets. To do this, we first define a distance measure based on the mutual information between asset pairs and use this measure in the construction of minimum spanning trees. The dynamics of the shape and the descriptive statistics of these trees are analyzed in various investment domains. The method provides evidence of regime changes in dependency structures prior to market sell-offs and, as such, it is a potential candidate for monitoring systemic risk. We also provide empirical evidence that the assets that are located toward the center of the network tend to have higher returns. Finally, an investment strategy that utilizes network centrality information is shown to add value historically.
引用
收藏
页码:1 / 32
页数:32
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