Another Word For It Patrick Durusau on Topic Maps and Semantic Diversity

January 24, 2013

Depth- and Breadth-First Search

Filed under: Graphs,Networks,Searching — Patrick Durusau @ 8:08 pm

Depth- and Breadth-First Search by Jeremy Kun.

From the post:

The graph is among the most common data structures in computer science, and it’s unsurprising that a staggeringly large amount of time has been dedicated to developing algorithms on graphs. Indeed, many problems in areas ranging from sociology, linguistics, to chemistry and artificial intelligence can be translated into questions about graphs. It’s no stretch to say that graphs are truly ubiquitous. Even more, common problems often concern the existence and optimality of paths from one vertex to another with certain properties.

Of course, in order to find paths with certain properties one must first be able to search through graphs in a structured way. And so we will start our investigation of graph search algorithms with the most basic kind of graph search algorithms: the depth-first and breadth-first search. These kinds of algorithms existed in mathematics long before computers were around. The former was ostensibly invented by a man named Pierre Tremaux, who lived around the same time as the world’s first formal algorithm designer Ada Lovelace. The latter was formally discovered much later by Edward F. Moore in the 50′s. Both were discovered in the context of solving mazes.

These two algorithms nudge gently into the realm of artificial intelligence, because at any given step they will decide which path to inspect next, and with minor modifications we can “intelligently” decide which to inspect next.

Of course, this primer will expect the reader is familiar with the basic definitions of graph theory, but as usual we provide introductory primers on this blog. In addition, the content of this post will be very similar to our primer on trees, so the familiar reader may benefit from reading that post as well.

As always, an excellent “primer,” this time on searching graphs.

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