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Java/src/main/java/com/thealgorithms/misc/Sparsity.java

47 lines
1.4 KiB
Java

package com.thealgorithms.misc;
/**
* Utility class for calculating the sparsity of a matrix.
* A matrix is considered sparse if a large proportion of its elements are zero.
* Typically, if more than 2/3 of the elements are zero, the matrix is considered sparse.
*
* Sparsity is defined as:
* sparsity = (number of zero elements) / (total number of elements)
*
* This can lead to significant computational optimizations.
*/
public final class Sparsity {
private Sparsity() {
}
/**
* Calculates the sparsity of a given 2D matrix.
*
* @param matrix the input matrix
* @return the sparsity value between 0 and 1
* @throws IllegalArgumentException if the matrix is null, empty, or contains empty rows
*/
public static double sparsity(double[][] matrix) {
if (matrix == null || matrix.length == 0 || matrix[0].length == 0) {
throw new IllegalArgumentException("Matrix cannot be null or empty");
}
int zeroCount = 0;
int totalElements = 0;
// Count the number of zero elements and total elements
for (double[] row : matrix) {
for (double value : row) {
if (value == 0.0) {
zeroCount++;
}
totalElements++;
}
}
// Return sparsity as a double
return (double) zeroCount / totalElements;
}
}