Table 3 Network centrality characteristics of time-frequency spillovers

From: The asymmetric effects of climate risk on higher-moment connectedness among carbon, energy and metals markets

 

Full-sample

Pre-COVID-19

During-COVID-19

Closeness centrality

Betweenness centrality

Eigenvector centrality

Closeness centrality

Betweenness centrality

Eigenvector centrality

Closeness centrality

Betweenness centrality

Eigenvector centrality

Net-pairwise spillover

Volatility

Oil

Copper

Coal

EUA

Oil

EUA

EUA

Silver

EUA

Skewness

Lead

Coal

Silver

Gold

Copper

Zinc

Gold

EUA

Coal

Kurtosis

Lead

EUA

EUA

Lead

Gold

Gold

EUA

Silver

EUA

Short-term

Volatility

Gold

Oil

Copper

Gas

Oil

EUA

Tin

EUA

Lead

Skewness

Coal

Gold

Gas

Lead

Gold

Gold

Gas

EUA

Coal

Kurtosis

Silver

Coal

Oil

EUA

Oil

Gold

Gold

Lead

Nickel

Long-term

Volatility

Oil

Gas

Gold

Lead

Gas

Gas

Lead

Silver

Gold

Skewness

Gold

Lead

Silver

Gas

EUA

Tin

Gold

Gas

Nickel

Kurtosis

Lead

Coal

Oil

Lead

Gold

Coal

Oil

Gold

Lead

  1. Only the markets with the greatest centrality in different cases are shown in the table. “Net-pairwise spillovers” is the aggregate net-pairwise directional spillovers of the DY model. “Short-term” and “Long-term” is the net-pairwise directional spillover in the short and long-term horizons of BK model, respectively.