Terms I
YouTube VideoWe will discuss some of the basic terminology associated with graphs. Some of this vocabulary should feel familiar from the trees section; trees are a specific type of graph!
Nodes
: Node is the general term for a structure which contains an item.Size
: The size of a graph is the number of nodes.Capacity
: The capacity of a graph is the maximum number of nodes.
Nodes can be, but are not limited to the following examples: - physical locations (IE Manhattan, Topeka, Salina), - computer components (IE CPU, GPU, RAM), or - people (IE Kevin Bacon, Laurence Fishburne, Emma Stone)
Edges
: Edges are the connection between two nodes. Depending on the data, edges can represent physical distance, films, cost, and much more.Adjacent
: Node A and node B are said to be adjacent if there is an edge from node A to node B.Neighbors
: The neighbors of a node are nodes which are adjacent to the node.
Edges can be, but are not limited to: - physical distances, like the distance between cities or wiring between computer components, - cost, like bus fares, and - films, like the Six Degrees of Kevin Bacon example
Cycles
: A cycle is a path where the first and last node are the only repeated nodes. More explicitly, this means that we start at node A and are able to end up back at node A.
Example
For example, we can translate the Amtrak Train Station Connections into a graph where the edges represent direct train station connections.
^[Generated using the Amtrak system map from 2018. This graph does not include all stations or connections.]
Within this context, we could say that Little Rock and Fort Worth are adjacent
. The neighbors
of San Antonio are Fort Worth, Los Angeles, and New Orleans. The Amtrak Train Graph has multiple cycles
. One of these is Kansas City -> St. Louis -> Chicago -> Kansas City
.