Network size |
Nodes |
Actors within a network |
Organisations in the co-authorship network |
Links |
Relationships or connections between actors |
Co-authorship between organisations |
Network connectivity/cohesion |
Component |
Subset of nodes in a network in which all of them are linked to each other, directly or indirectly |
Group of organisations that were connected to one another through joint publications |
Giant component |
Largest component existing in the network |
Largest group of organisations connected through joint publications; the larger the giant component size, or percentage of institutions included within it, the more interconnected the network is |
Average degree |
Average number of direct connections the network nodes have |
Average number of collaborations per organisation; the higher the average degree, the more connected the network is |
Average clustering coefficient |
Measures the extent to which the nodes in the network establish a perfect cluster, in which all the nodes are interconnected |
The extent of full connectivity between organisations; a high average clustering coefficient indicates that more institutions are interconnected within the network |
Average path length |
Average smallest number of connections that a node needs in order to reach any other in the network |
The average distance between organisations; the lower the average path length, the more direct is the connection between organisations |
Centrality/significance of nodes in the network |
Degree centrality |
Number of a node’s direct connections |
A measure of how many direct contacts an organisation has Organisations with high degree centrality are usually focal points of communication in the network |
Eigenvector centrality |
Reflects the quantity and quality of the direct connections a node has |
A measure of high connectivity and links to other highly connected organisations; higher values indicate influential organisations in the network |
Betweeness centrality |
Indicates to what extent a node acts as a “bridge” between the various other nodes in the network, which would otherwise be disconnected |
A measure of how much an organisation mediates the connection between other institutions; an organisation with high betweeness centrality has the potential to control the flow of information in the network |
Closeness centrality |
Measures how close a node is to all other nodes in the network |
A measure of the extent to which an organisation can directly reach others; organisations with high closeness centrality can quickly obtain and communicate information in the network |