279. Perfect Squares
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题意: Given a positive integer n, find the least number of perfect square numbers (for example, 1, 4, 9, 16, …) which sum to n.
For example, given n = 12, return 3 because 12 = 4 + 4 + 4; given n = 13, return 2 because 13 = 4 + 9.
思路:这题和之前322.Coins Change差不多,只是硬币变成了平方数,具体思路还是DP做,递推式都和之前那题一样:d[i]=min(d[i],d[i−c[i]]+1),每个数都由平方数组合而成,具体见代码:
class Solution {public: int numSquares(int n) { vector<int> res(n+1,n+1); res[0] = 0; for (int i = 1;i<res.size();i++){ for(int j = 0;j<=int(sqrt(i));j++){ res[i] = min(res[i-j*j]+1,res[i]); } } return res[n]; }};
注意到其实在对应计算当前i时,之前的已经计算完了,有种递归的思路在里面,而且这题和322的题不同,它相当于隐含了每个数都有解的意思在里面。但是这个方法还有一个问题,就是问题题目判定程序都要重新构造一个长为n+1的数组,很费时间,所以Solutions里就有人写了下面这个新的方法:
class Solution {public: int numSquares(int n) { if (n <= 0) { return 0; } // cntPerfectSquares[i] = the least number of perfect square numbers // which sum to i. Since cntPerfectSquares is a static vector, if // cntPerfectSquares.size() > n, we have already calculated the result // during previous function calls and we can just return the result now. static vector<int> cntPerfectSquares({0}); // While cntPerfectSquares.size() <= n, we need to incrementally // calculate the next result until we get the result for n. while (cntPerfectSquares.size() <= n) { int m = cntPerfectSquares.size(); int cntSquares = INT_MAX; for (int i = 1; i*i <= m; i++) { cntSquares = min(cntSquares, cntPerfectSquares[m - i*i] + 1); } cntPerfectSquares.push_back(cntSquares); } return cntPerfectSquares[n]; }};
这个静态方法中vector的声明只会被执行一次,所以之后小于上次执行函数中n的解,就可以直接从静态数组中读取出来了,当然这题还有一个数学的方法,也就是我之前说的这题必有解的原因,Lagrange’s four-square theorem,简单来说,就是一个自然数,必定能拆分成四个平方数(当然这里0也算平方数),所以只要求解出解是1~4之中哪个,再结合Legendre’s three-square theorem 就可以找出解是哪个了,具体看参考代码:
class Solution { private: int is_square(int n) { int sqrt_n = (int)(sqrt(n)); return (sqrt_n*sqrt_n == n); }public: // Based on Lagrange's Four Square theorem, there // are only 4 possible results: 1, 2, 3, 4. int numSquares(int n) { // If n is a perfect square, return 1. if(is_square(n)) { return 1; } // The result is 4 if and only if n can be written in the // form of 4^k*(8*m + 7). Please refer to // Legendre's three-square theorem. while ((n & 3) == 0) // n%4 == 0 { n >>= 2; } if ((n & 7) == 7) // n%8 == 7 { return 4; } // Check whether 2 is the result. int sqrt_n = (int)(sqrt(n)); for(int i = 1; i <= sqrt_n; i++) { if (is_square(n - i*i)) { return 2; } } return 3; } };
最后还有一个BFS的python的代码,比较有意思,也放上来
def numSquares(self, n): if n < 2: return n lst = [] i = 1 while i * i <= n: lst.append( i * i ) i += 1 cnt = 0 toCheck = {n} while toCheck: cnt += 1 temp = set() for x in toCheck: for y in lst: if x == y: return cnt if x < y: break temp.add(x-y) toCheck = temp return cnt
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