Group assignment Flashcards
What does the transitivity of a network tell us?
How connected a persons friends are with each other
What does density tell us?
The proportion of possible relationships that are actually present
What do community detection algorithms do and what can they be used for?
Used to evaluate how groups of nodes are clustered or partitioned, as well as their tendency to strengthen or break apart over time
- can be used in social media to discover people with common interests and keep them connected, e.g. suggestions for joining online communities, targeted marketing
- can use different criteria to detect the communities such as topics and opinions
Why might you need a synthetic network?
- create a network for a field or network where data collection is not feasible
- collecting data can be costly
- we can control the parameters
How do clustering coefficient and average path length change in a small world network as p increases
- clustering coefficient decreases slowly
- path length decreases quickly
- there is a p between 0.003 and 0.01 with high clustering coefficient and low path length
What does the power mean in the scale-free network distribution formula?
- A high power means that new nodes will attach to a node that already has connections with a high probability. the network will have a few central nodes that most other nodes connect to
- A lower power means earlier connections carry less weight
What can betweenness be used for?
It can be used as a proxy to find nodes with many weak ties