Nonnegative Weights: Difference between revisions

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[[File:Shortest Path (Directed Graphs) - Nonnegative Weights - Space.png|1000px]]
[[File:Shortest Path (Directed Graphs) - Nonnegative Weights - Space.png|1000px]]


== Pareto Frontier Improvements Graph ==  
== Space-Time Tradeoff Improvements ==  


[[File:Shortest Path (Directed Graphs) - Nonnegative Weights - Pareto Frontier.png|1000px]]
[[File:Shortest Path (Directed Graphs) - Nonnegative Weights - Pareto Frontier.png|1000px]]

Revision as of 14:35, 15 February 2023

Description

The shortest path problem is the problem of finding a path between two vertices (or nodes) in a graph such that the sum of the weights of its constituent edges is minimized. Here, the weights are restricted to be nonnegative.

Related Problems

Generalizations: general weights

Subproblem: Nonnegative Integer Weights

Related: General Weights, Second Shortest Simple Path, st-Shortest Path, 1-sensitive (3/2)-approximate ss-shortest paths, 2-sensitive (7/5)-approximate st-shortest paths, 1-sensitive decremental st-shortest paths, 2-sensitive decremental st-shortest paths, Replacement Paths Problem

Parameters

V: number of vertices

E: number of edges

L: maximum absolute value of edge cost

Table of Algorithms

Name Year Time Space Approximation Factor Model Reference
Bellman–Ford algorithm (Dantzig ) 1960 $O( V² logV)$ $O(E)$ (total) Exact Deterministic Time
Dijkstra's algorithm with list (Whiting & Hillier ) 1960 $O( V² )$ $O(V)$ auxiliary Exact Deterministic Time
Dijkstra's algorithm with binary heap (Johnson ) 1977 $O((E + V) log V)$ $O(V)$ auxiliary Exact Deterministic Time
Dijkstra's algorithm with Fibonacci heap (Fredman & Tarjan ; Fredman & Tarjan 1987) 1984 $O(E + V log V)$ $O(V)$ auxiliary Exact Deterministic Time
Gabow's algorithm 1983 $O(E logL/log({2}+(E/V)))$ $O(V+E)$? Exact Deterministic Time

Time Complexity Graph

Shortest Path (Directed Graphs) - Nonnegative Weights - Time.png

Space Complexity Graph

Shortest Path (Directed Graphs) - Nonnegative Weights - Space.png

Space-Time Tradeoff Improvements

Shortest Path (Directed Graphs) - Nonnegative Weights - Pareto Frontier.png

References/Citation

https://www.cs.princeton.edu/courses/archive/fall03/cs528/handouts/fibonacci%20heaps.pdf