StrassenMatrixMultiplication.java

package com.thealgorithms.divideandconquer;

// Java Program to Implement Strassen Algorithm for Matrix Multiplication

/*
 * Uses the divide and conquer approach to multiply two matrices.
 * Time Complexity: O(n^2.8074) better than the O(n^3) of the standard matrix multiplication
 * algorithm. Space Complexity: O(n^2)
 *
 * This Matrix multiplication can be performed only on square matrices
 * where n is a power of 2. Order of both of the matrices are n × n.
 *
 * Reference:
 * https://www.tutorialspoint.com/design_and_analysis_of_algorithms/design_and_analysis_of_algorithms_strassens_matrix_multiplication.htm#:~:text=Strassen's%20Matrix%20multiplication%20can%20be,matrices%20are%20n%20%C3%97%20n.
 * https://www.geeksforgeeks.org/strassens-matrix-multiplication/
 */

public class StrassenMatrixMultiplication {

    // Function to multiply matrices
    public int[][] multiply(int[][] a, int[][] b) {
        int n = a.length;

        int[][] mat = new int[n][n];

        if (n == 1) {
            mat[0][0] = a[0][0] * b[0][0];
        } else {
            // Dividing Matrix into parts
            // by storing sub-parts to variables
            int[][] a11 = new int[n / 2][n / 2];
            int[][] a12 = new int[n / 2][n / 2];
            int[][] a21 = new int[n / 2][n / 2];
            int[][] a22 = new int[n / 2][n / 2];
            int[][] b11 = new int[n / 2][n / 2];
            int[][] b12 = new int[n / 2][n / 2];
            int[][] b21 = new int[n / 2][n / 2];
            int[][] b22 = new int[n / 2][n / 2];

            // Dividing matrix A into 4 parts
            split(a, a11, 0, 0);
            split(a, a12, 0, n / 2);
            split(a, a21, n / 2, 0);
            split(a, a22, n / 2, n / 2);

            // Dividing matrix B into 4 parts
            split(b, b11, 0, 0);
            split(b, b12, 0, n / 2);
            split(b, b21, n / 2, 0);
            split(b, b22, n / 2, n / 2);

            // Using Formulas as described in algorithm
            // m1:=(A1+A3)×(B1+B2)
            int[][] m1 = multiply(add(a11, a22), add(b11, b22));

            // m2:=(A2+A4)×(B3+B4)
            int[][] m2 = multiply(add(a21, a22), b11);

            // m3:=(A1−A4)×(B1+A4)
            int[][] m3 = multiply(a11, sub(b12, b22));

            // m4:=A1×(B2−B4)
            int[][] m4 = multiply(a22, sub(b21, b11));

            // m5:=(A3+A4)×(B1)
            int[][] m5 = multiply(add(a11, a12), b22);

            // m6:=(A1+A2)×(B4)
            int[][] m6 = multiply(sub(a21, a11), add(b11, b12));

            // m7:=A4×(B3−B1)
            int[][] m7 = multiply(sub(a12, a22), add(b21, b22));

            // P:=m2+m3−m6−m7
            int[][] c11 = add(sub(add(m1, m4), m5), m7);

            // Q:=m4+m6
            int[][] c12 = add(m3, m5);

            // mat:=m5+m7
            int[][] c21 = add(m2, m4);

            // S:=m1−m3−m4−m5
            int[][] c22 = add(sub(add(m1, m3), m2), m6);

            join(c11, mat, 0, 0);
            join(c12, mat, 0, n / 2);
            join(c21, mat, n / 2, 0);
            join(c22, mat, n / 2, n / 2);
        }

        return mat;
    }

    // Function to subtract two matrices
    public int[][] sub(int[][] a, int[][] b) {
        int n = a.length;

        int[][] c = new int[n][n];

        for (int i = 0; i < n; i++) {
            for (int j = 0; j < n; j++) {
                c[i][j] = a[i][j] - b[i][j];
            }
        }

        return c;
    }

    // Function to add two matrices
    public int[][] add(int[][] a, int[][] b) {
        int n = a.length;

        int[][] c = new int[n][n];

        for (int i = 0; i < n; i++) {
            for (int j = 0; j < n; j++) {
                c[i][j] = a[i][j] + b[i][j];
            }
        }

        return c;
    }

    // Function to split parent matrix into child matrices
    public void split(int[][] p, int[][] c, int iB, int jB) {
        for (int i1 = 0, i2 = iB; i1 < c.length; i1++, i2++) {
            for (int j1 = 0, j2 = jB; j1 < c.length; j1++, j2++) {
                c[i1][j1] = p[i2][j2];
            }
        }
    }

    // Function to join child matrices into (to) parent matrix
    public void join(int[][] c, int[][] p, int iB, int jB) {
        for (int i1 = 0, i2 = iB; i1 < c.length; i1++, i2++) {
            for (int j1 = 0, j2 = jB; j1 < c.length; j1++, j2++) {
                p[i2][j2] = c[i1][j1];
            }
        }
    }
}