Hash function, sparse matrix, reachability index, Data Structure & Algorithms

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Q. Define the graph, adjacency matrix, adjacency list, hash function, adjacency matrix, sparse matrix, reachability matrix.                                                                                                               

Ans.

Graph is explained below

A graph G, comprises of 2 sets V & E. V is a finite non-empty set of vertices. E is a set of pairs of vertices, these pairs are known as edges.

Adjacent Matrix can be defined as follows:-

Let G=(V,E) be graph with n vertices, n>=1.

In The Adjacency Matrix of G is a 2- dimensional which are n*n array , say A, with the property that A(i,j) = 1 iff the edge (vi,vj) ( < vi, vj> for the directed graph) is in E(G). A(i,j)= 0 if there is no edge in G.

Adjacency Lists can be defined as follows

In this type of representation the n rows of the adjacency matrix are represented as n linked list. There is only one list for each vertex in G. The nodes in list signifies the vertices that are neighbouring from vertex i.

Hash Function is described below

A hash function h is simply a mathematical formula which manipulates the key in

some form to compute or calculate the index for this key in the hash table Commonly, we say that a hash function h maps the universe U of keys into the slots of a hash table T[0....n-1]. This process of mapping keys to appropriate slots in a hash table is called hashing.

Sparse Matrix is described below

A m x n matrix A is called to be sparse if and only if  most of its elements are zero. A matrix which is not sparse is known as the dense matrix. for example:

1739_sparse matrix.png 

Reachability Matrix /Path Matrix is described below:-

Let G be a easy directed graph with m nodes, V1, V2, V3........Vm. The reachability matrix of G is the m -square matrix P=(Pij) explained below

362_sparse matrix1.png 


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