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Sunday, February 22, 2015

Find minimum number K such that given integer N can be represented by K number of squares


You are given a positive integer number N. Return the minimum number K, such that N can be represented as K integer squares.
Examples:
9 --> 1 (9 = 3^2)
8 --> 2 (8 = 2^2 + 2^2)
15 --> 4 (15 = 3^2 + 2^2 + 1^2 + 1^2)

See the comment on the top of the code... Sorry just don't bother to type them again...

/**
 * You are given a positive integer number N. 
 * Return the minimum number K, such that N can be 
 * represented as K integer squares. 
 * Examples: 
 * 9 --> 1 (9 = 3^2) 
 * 8 --> 2 (8 = 2^2 + 2^2) 
 * 15 --> 4 (15 = 3^2 + 2^2 + 1^2 + 1^2) 
 * First reach a solution without any assumptions, 
 * then you can improve it using this mathematical lemma (Lagrange's four-square theorem): 
 * For any positive integer N, there is at least one representation 
 * of N as 4 or less squares.
 * N = a^2 + b^2 + c^2 + d^2 such that
 * a >= b >= c >= d
 * a : {floor(sqrt(N)), ceil(sqrt(N / 4))}
 * b : {floor(sqrt(N - a * a)), ceil(sqrt((N - a * a)/3)}
 * c : {floor(sqrt(N - a * a - b * b)), ceil(sqrt((N - a * a - b* b)/2))}
 * d : N - a * a - b * b - c * c
 * if we can find a and b, then if sqrt(N - a * a - b * b) is an integer
 * we have our 3rd integer, thus we don't have to loop to find c
 * if we cannot find a, b, c such that a * a + b * b + c * c = N
 * then we need the 4th integer
 * So the complexity is O(sqrt(N) * sqrt(N)), which is O(N)
 * @author shirleyyoung
 *
 */
public class KIntegerSquares {
 public static int kSquares(int N) {
  if (N < 0)
   throw new IllegalArgumentException("Input must be positive!");
  int sqrt = (int)Math.sqrt(N);
  if (sqrt * sqrt == N)
   return 1;
  int aUpper = (int)Math.sqrt(N);
  int aLower = (int)Math.ceil(Math.sqrt(N / 4.0));
  for (int a = aUpper; a >= aLower; a--) {
   int bUpper = (int)Math.sqrt(N - a * a);
   int bLower = (int)Math.ceil(Math.sqrt((N - a * a) / 3.0));
   for (int b = bUpper; b >= bLower; b--) {
    int currSum = a * a + b * b;
    if (currSum == N)
     return 2;
    double c = Math.sqrt(N - currSum);
    if (c == Math.floor(c))
     return 3;
   }
  }
  return 4;
 }

 public static void main(String[] args) {
  System.out.println(kSquares(31));
 }
}


Update 2015 - 03 - 16
A DP solution that is much easier to understand. Note recursion will not work since it follows a greedy approach which may not give the best answer.


public static int kSquares3(int N){
  if(N < 0)
   throw new IllegalArgumentException("Input must be greater than 0!");
  if(N == 0)
   return 0;
  int[] minSquare = new int[N + 1];
  int max = (int)Math.sqrt(N);
  for (int i = 0; i <= N; i++)
   minSquare[i] = i;
  for(int i = 1; i <= N; i++){
   for(int j = 1; j <= max; j++){
    if(i - j * j < 0)
     continue;
    minSquare[i] = Math.min(minSquare[i], minSquare[i - j * j] + 1);
   }
  }
  return minSquare[N];
 }

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