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141 changes: 141 additions & 0 deletions DP/MatrixChainMultiplication.java
Original file line number Diff line number Diff line change
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import java.util.*;

public class MatrixChainMultiplication {

static Scanner input = new Scanner(System.in);
static int[][] mem = new int[100][100];

public static void print2dArray(int[][] array) {
for (int i = 1; i < array.length; i++) {
for (int j = 1; j < array[i].length; j++) {
System.out.print(array[i][j] + " ");
}
System.out.println();
}
}

public static void inputArray(int[] array) {
for (int i = 0; i < array.length; i++) {
array[i] = input.nextInt();
}
}

public static int bruteForceRec(int[] matrices, int[][] subProblems, int i, int j) {

if (i == j) {
return 0;
}
subProblems[i][j]++;
int minCount = Integer.MAX_VALUE;

for (int iter = i; iter < j; iter++) {

int count = bruteForceRec(matrices, subProblems, i, iter)
+ bruteForceRec(matrices, subProblems, iter + 1, j)
+ matrices[i - 1] * matrices[iter] * matrices[j];

if (count < minCount) {
minCount = count;
}

}

return minCount;
}

public static int storedRec(int[] matrices, int[][] subProblems, int i, int j) {
if (i == j) {
return 0;
}

if (mem[i][j] != -1) {
return mem[i][j];
}
subProblems[i][j]++;
int minCost = Integer.MAX_VALUE;

for (int iter = i; iter < j; iter++) {
int cost1, cost2;

if (mem[i][iter] != -1) {
cost1 = mem[i][iter];
} else {
cost1 = storedRec(matrices, subProblems, i, iter);
}

if (mem[iter + 1][j] != -1) {
cost2 = mem[iter + 1][j];
} else {
cost2 = storedRec(matrices, subProblems, iter + 1, j);
}

int cost = cost1 + cost2 + matrices[i - 1] * matrices[iter] * matrices[j];

if (cost < minCost) {
minCost = cost;
}
}

mem[i][j] = minCost;
return minCost;
}

static int storedIter(int matrices[], int[][] subProblems) {
int n = matrices.length;
int memIter[][] = new int[n][n];

int i, j, k, chainLength, q;

for (i = 1; i < n; i++)
memIter[i][i] = 0;

for (chainLength = 2; chainLength < n; chainLength++) {
for (i = 1; i < n - chainLength + 1; i++) {
j = i + chainLength - 1;
if (j == n)
continue;
subProblems[i][j]++;
memIter[i][j] = Integer.MAX_VALUE;
for (k = i; k <= j - 1; k++) {
q = memIter[i][k] + memIter[k + 1][j]
+ matrices[i - 1] * matrices[k] * matrices[j];
if (q < memIter[i][j])
memIter[i][j] = q;
}
}
}

return memIter[1][n - 1];
}

public static void main(String[] a) {
for (int i = 0; i < 100; i++) {
for (int j = 0; j < 100; j++) {
mem[i][j] = -1;
}
}

System.out.println("Enter size of Array");

int size = input.nextInt();

int[] matrices = new int[size];
inputArray(matrices);
int[][] subProblems = new int[size][size];
int[][] subProblems2 = new int[size][size];
int[][] subProblems3 = new int[size][size];
System.out.println("Brute Force : ");
System.out.println("Answer = " + bruteForceRec(matrices, subProblems, 1, size - 1));
print2dArray(subProblems);

System.out.println("Dynamic : ");
System.out.println("Answer = " + storedRec(matrices, subProblems2, 1, size - 1));
print2dArray(subProblems2);

System.out.println("Iterative : ");
System.out.println("Answer = " + storedIter(matrices, subProblems3));
print2dArray(subProblems3);

}
}