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Introduction to Graphs

Authors: Darren Yao, Benjamin Qi

Contributor: Nathan Gong

Visualizing problems as graphs with resources covering basic terminology.

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Note: Graphs will become a key topic in higher divisions. For Bronze, graphs are just a nice way to think about the structure of our data.

Graphs can be used to represent many things, from images to wireless signals, but one of the simplest analogies is to a map. Consider a map with several cities and bidirectional roads connecting the cities. Some problems relating to graphs are:

  1. Is city AA connected to city BB? Consider a region to be a group of cities such that each city in the group can reach any other city in said group, but no other cities. How many regions are in this map, and which cities are in which region? (Silver)

  2. What's the shortest distance I have to travel to get from city AA to city BB? (Gold)

For now, it suffices to learn how graphs are represented (usually adjacency lists).

Resources
CSA

interactive

CSA

interactive - adjacency lists and matrices

CPH

graph terminology, representation

IUSACO

graph basics and representation, trees

PAPS

adjacency matrices, lists, maps

What Does a Bronze Graph Problem Look Like?

All of the problems below fall into at least one of the following two categories:

  • The graph's structure is special (it's a tree, path, or a cycle).
  • To solve the problem, all you need to do is iterate over the adjacency list of every vertex.

Knowing DFS can be helpful but it should not be required.

Problems

StatusSourceProblem NameDifficultyTags
SilverNormal
Show TagsColoring, Tree
BronzeHard
Show TagsColoring
BronzeHard
Show TagsDFS, Tree
BronzeHard
Show TagsPermutation
BronzeHard
Show TagsCycle, Permutation
BronzeVery Hard
Show TagsDFS, Tree
BronzeVery Hard
Show TagsTree

Check Your Understanding

How many connected components are in the following graph? Graph

Question 1 of 6

Module Progress:

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