Spanning Trees and bootstrap reliability estimation in correlation based networks
arXiv:physics/0605116 · doi:10.1142/S0218127407018415
Abstract
We introduce a new technique to associate a spanning tree to the average linkage cluster analysis. We term this tree as the Average Linkage Minimum Spanning Tree. We also introduce a technique to associate a value of reliability to links of correlation based graphs by using bootstrap replicas of data. Both techniques are applied to the portfolio of the 300 most capitalized stocks traded at New York Stock Exchange during the time period 2001-2003. We show that the Average Linkage Minimum Spanning Tree recognizes economic sectors and sub-sectors as communities in the network slightly better than the Minimum Spanning Tree does. We also show that the average reliability of links in the Minimum Spanning Tree is slightly greater than the average reliability of links in the Average Linkage Minimum Spanning Tree.
17 pages, 3 figures
References in corpus (2)
Cited by in corpus (5)
- Correlation based networks of equity returns sampled at different time horizons
- The structural role of weak and strong links in a financial market network
- Filtering of complex systems using overlapping tree networks
- Analysis of a network structure of the foreign currency exchange market
- Econometrics as Sorcery