Economics of Networks and Institutions Revision Flashcards
What is a network/graph?
A pair of nodes, and edges between any two nodes
What is a directed graph?
A graph with arrows
When are two nodes neighbours?
When there is an edge between them
What is a path?
A sequence of nodes in which every consecutive pair is connected by an edge
What is a cycle?
A path in which the first and last nodes are the same
What is a connected graph?
A graph in which there is a path between any two nodes
What are the real network properties?
- Giant components. Most people are connected among themselves.
- Short paths. Most graphs have a surprisingly short average path length
- Triadic closure. We tend to observe triangles in networks. If a and b are friends, and so are a and c, it is likely that b and c will also eventually become friends
- High clustering coefficients. The clustering coefficient of a node is the probability that two randomly selected friends of x are also friends with each other. This is a property of nodes
What is the length of a path?
How many edges are between the first and last node
What is the diameter of a graph?
The maximum distance between any two nodes in a graph
What is the degree of a node?
How many edges link to that node
Why is it suggested that weak ties are more valuable than strong ties?
(Granovetter) Strong ties have redundant information, while weak ties have new information. If you delete strong ties, the giant component shrinks steadily. If you delete weak ties, the giant component shrinks faster
What is a bridge?
A weak tie that, if removed, would break the graph into two connected components
What is the strong triadic closure property?
If we have AB and AC (both strong ties), we must have a tie between BC (either weak/strong)
What is the embeddedness of an edge AB?
The number of common neighbours shared by A and B. This is a property of edges. Edges with high embeddedness are highly central
What are the +s and -s of not being embedded?
+: More access to information from multiple groups, and opportunity to regulate flow and synthesize in new ways
-: Interactions are less embedded within a single group, and less protected by the presence of neighbours
What is degree centrality?
Number of friends / Total number of possible friends (N - 1)
What is the problem with degree centrality?
It fails to acknowledge how many of your connections are central themselves, a critical failure in applications
What is betweeness centrality?
How many pairs of individuals would have to go through you in order to reach one another in the minimum number of steps
What are geodesic paths?
Shortest paths
Name two other centrality measures
- Bonachich eigenvector centrality. It shows how central your own connections are, using adjacency matrix.
- Google’s PageRank. It counts the number and quality of links to a page to determine how important it is.
Define homophily, how do you measure it?
The principle saying that we tend to look similar to our friends.
Suppose we have p males and q females. Two males will be friends with probability p2, two females with probability q2, and male-female links exist with probability 2pq.
If the fraction of edges between m-f is less than 2pq, there is evidence of homophily
Name and explain a solution to homophily
The Schelling model. We have a grid of squares, and each square is occupied by an x or o agent, or nobody. Each agent is happy if t out of 8 neighbours are of her own type, otherwise she moves.
What was Schelling’s finding?
In his model, you always end up with a completely segregated society. It shows that small preferences can create a crazy global phenomenon
What is a signed graph?
A graph in which every edge has a + sign or a - sign
What is a complete graph?
A graph in which every two nodes are connected by an edge