TY - JOUR
T1 - Understanding the world economy in terms of networks: A survey of data-based network science approaches on economic networks
AU - Emmert-Streib, Frank
AU - Tripathi, Shailesh
AU - Yli-Harja, Olli
AU - Dehmer, Matthias
N1 - Publisher Copyright:
© Copyright © 2018 Emmert-Streib, Tripathi, Yli-Harja and Dehmer.
PY - 2018/8/28
Y1 - 2018/8/28
N2 - The purpose of this paper is to survey studies for estimating and analyzing different types of economic networks We focus on data-based approaches that allow the direct estimation of the networks from empirical data without the need of relying on theoretical assumptions. Due to the fact that there is a large variety of different economic networks, e.g., interbank, investment, director, ownership, financial, product or trade networks, we present a systematic categorization of these by the meaning of the “nodes” within these networks. These can correspond to banks, firms, investors, products, stocks etc. Furthermore, we review practical methods for graphically exploring such networks and discuss useful databases for obtaining the empirical data for the computational construction of economic networks.
AB - The purpose of this paper is to survey studies for estimating and analyzing different types of economic networks We focus on data-based approaches that allow the direct estimation of the networks from empirical data without the need of relying on theoretical assumptions. Due to the fact that there is a large variety of different economic networks, e.g., interbank, investment, director, ownership, financial, product or trade networks, we present a systematic categorization of these by the meaning of the “nodes” within these networks. These can correspond to banks, firms, investors, products, stocks etc. Furthermore, we review practical methods for graphically exploring such networks and discuss useful databases for obtaining the empirical data for the computational construction of economic networks.
KW - computational finance
KW - computational social science
KW - data science
KW - econometrics
KW - economic networks
KW - economics
KW - network science
KW - social networks
UR - http://www.scopus.com/inward/record.url?scp=85097310909&partnerID=8YFLogxK
U2 - 10.3389/fams.2018.00037
DO - 10.3389/fams.2018.00037
M3 - Review article
VL - 4
JO - Frontiers in Applied Mathematics and Statistics-Mathematical Finance
JF - Frontiers in Applied Mathematics and Statistics-Mathematical Finance
M1 - 37
ER -