Title :
Missing Links in Multiple Trade Networks
Author :
Foschi, Rachele ; Riccaboni, Massimo ; Schiavo, Stefano
Author_Institution :
Lab. for the Anal. of Complex Econ. Syst., IMT Inst. for Adv. Studies, Lucca, Italy
Abstract :
In this paper we develop a network model of international trade which is able to replicate the concentrated and sparse nature of trade data. Our model extends the preferential attachment (PA) growth model to the case of multiple networks. Countries trade a variety of goods of different complexity. Every country progressively evolves from trading less sophisticated to high-tech goods. The probability to capture more trade opportunities at a given level of complexity and to start trading more complex goods are both proportional to the number of existing trade links. We provide a set of theoretical predictions and simulative results. A calibration exercise shows that our model replicates the same concentration level of world trade as well as the sparsity pattern of the trade matrix. Moreover, we find a lower bound for the share of genuine missing trade links. We also discuss a set of numerical solutions to deal with large multiple networks.
Keywords :
international trade; probability; sparse matrices; PA growth model; calibration exercise; high-tech goods; international trade; missing links; multiple trade networks; network model; preferential attachment growth model; probability; sparsity pattern; trade data; trade links; trade matrix; trade opportunity; world trade; Aggregates; Complexity theory; Data models; International trade; Matrix decomposition; Resource management; Innovation and Trade; Missing Trade; Multiple Networks; Preferential Attachment; Trade Networks;
Conference_Titel :
Signal-Image Technology & Internet-Based Systems (SITIS), 2013 International Conference on
Conference_Location :
Kyoto
DOI :
10.1109/SITIS.2013.96