ML Wiki
Machine Learning Wiki - A collection of ML concepts, algorithms, and resources.

Graph Search

Motivation: Given a graph

  • check if network is connected (get from $A$ to $B$)
  • find best driving directions (shortest path)
  • etc etc

Search:

  • find everything findable from a given vertex $s$
  • don’t explore anything twice
  • goal: $O(n+m)$

Algorithm

GenericAlgorithm(graph $G$, starting vertex $s$):

  • initially only $s$ is explored
  • while possible
    • choose an edge $(u, v)$ with $u$ explored and $v$ unexplored
    • mark $v$ explored
  • if at the end $v$ is explored, there is a path from $s$ to $v$

Concrete algorithms

See also

Sources