Location via proxy:   [ UP ]  
[Report a bug]   [Manage cookies]                
Skip to content

Analyzed algorithmic efficiency of three approaches to solving the minimum vertex cover for undirected graphs of various sizes.

Notifications You must be signed in to change notification settings

subramario/Vertex_Cover_Analysis

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

21 Commits
 
 
 
 
 
 
 
 
 
 
 
 

Repository files navigation

Vertex Cover Analysis

Purpose

Analyzed algorithmic efficiency of three approaches to solving the Minimum Vertex Cover for undirected graphs of various sizes. For a comprehensive breakdown of this experiment, please refer to "Vertex_Cover_Report.pdf" within this repository.

Definitions

Undirected Graph: a set of objects (called vertices or nodes) that are connected together, where all the edges are bidirectional.

Vertice: the fundamental unit by which graphs are formed.

Edge: a bidirectional line which connects an unordered pair of vertices together.

Minimum Vertex Cover: the smallest possible subset of vertices of an undirected graph such that every edge in the graph has at least one endpoint in the vertex cover.

Encoding

Note: encoding provided by the University of Waterloo, Department of Electrical and Computer Engineering, Reza Babaee/Arie Gurfinkel

Project Setup

Clone the MiniSAT repository into the top level directory of the project using:

git clone https://github.com/agurfinkel/minisat.git

Install CMake:

sudo apt install cmake

To initiate the build sequence from scratch, use:

$ cd Vertex_Cover_Analysis && mkdir build && cd build && cmake ../ && make

To run the program:

$ cd Vertex_Cover_Analysis/build/
./analysis

Commands

To specify the maximum number of vertices in the graph:

V 10

To specify the edge list for the graph:

E {<1,2>,<7,1>,<3,6>,<4,6>,<0,7>,<2,8>,<0,9>,<5,4>,<8,4>,<2,4>,<3,4>,<0,6>,<4,1>,<9,1>,<6,5>}

Vertex Cover Example

Number of Vertices = 5
Edge List =  {<0,4>,<4,1>,<0,3>,<3,4>,<3,2>,<1,3>}
Minimum Vertex Cover = 3 4

Graphical Representation:

Note: graphed using VisualGO: https://visualgo.net/en/mvc

Program Example

Input:

V 10
E {<1,2>,<7,1>,<3,6>,<4,6>,<0,7>,<2,8>,<0,9>,<5,4>,<8,4>,<2,4>,<3,4>,<0,6>,<4,1>,<9,1>,<6,5>}

Output:

Vertex Cover for CNF-SAT-VC: 2,4,6,7,9
Vertex Cover for APPROX-VC-1: 0,1,2,4,6
Vertex Cover for APPROX-VC-2: 0,1,2,3,4,5,6,7

CNF-SAT-VC Runtime: 46646.3 microseconds
APPROX-VC-1 Runtime: 139.341 microseconds
APPROX-VC-2 Runtime: 112.531 microseconds

Approximation Ratio for APPROX-VC-1:  1.00
Approximation Ratio for APPROX-VC-2:  1.60

About

Analyzed algorithmic efficiency of three approaches to solving the minimum vertex cover for undirected graphs of various sizes.

Topics

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published