#476 Stone Game

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题目描述:

There is a stone game.At the beginning of the game the player picks n piles of stones in a line.

The goal is to merge the stones in one pile observing the following rules:

  1. At each step of the game,the player can merge two adjacent piles to a new pile.
  2. The score is the number of stones in the new pile.

You are to determine the minimum of the total score.

Example

For [4, 1, 1, 4], in the best solution, the total score is 18:

1. Merge second and third piles => [4, 2, 4], score +22. Merge the first two piles => [6, 4],score +63. Merge the last two piles => [10], score +10

Other two examples:
[1, 1, 1, 1] return 8
[4, 4, 5, 9] return 43

题目思路:

这题提示用dp解。可以想到,用dp[i][j]来表示合并stone i ~ j所得的最小score,那么求得dp[0][A.size() - 1]就为最后的答案了。那么怎么求dp[i][j]呢?题目是merge score,可以反向思考:每一个merge以后的stone,它是怎么被merge的?它一定是找了两个merge代价最小的stone来merge的。那么可以得到dp的方程为:dp[i][j] = dp[i][k] + dp[k + 1][j] + presum[i][j]。这里presum[i][j]是指在A中i~j所有元素的和;k从i到j - 1遍历,找出所有k中得到的最小dp[i][j],就是最终所求的dp[i][j]. 从dp方程中也可以看出,决定dp[i][j]的并不是stone本身的value(因为presum[i][j]是不变的),而是上一次左右两边的stone各自merge时产生的不同score。

这里为了降低time cost,引入了visited matrix,去记录已经算过的dp[i][j];否则会超时。

Mycode(AC = 218ms):

class Solution {public:    /**     * @param A an integer array     * @return an integer     */    int stoneGame(vector<int>& A) {        // Write your code here        if (A.size() == 0) return 0;                // initialize vectors        vector<vector<int>> dp(A.size(), vector<int>(A.size(), INT_MAX));        vector<vector<bool>> visited(A.size(), vector<bool>(A.size(), false));        vector<vector<int>> presum(A.size(), vector<int>(A.size(), 0));                // get the value of presum matrix        for (int i = 0; i < A.size(); i++) {            presum[i][i] = A[i];            for (int j = i + 1; j < A.size(); j++) {                presum[i][j] = presum[i][j - 1] + A[j];            }        }                stoneGame(dp, presum, visited, A, 0, A.size() - 1);        return dp[0][A.size() - 1];    }        void stoneGame(vector<vector<int>>& dp,                   vector<vector<int>>& presum,                   vector<vector<bool>>& visited,                   vector<int>& A,                   int start,                   int end)    {        // use visited matrix to mark whether         // dp[start][end] is already computed        // to save cost        if (visited[start][end] || start > end) {            return;        }                visited[start][end] = true;                if (start == end) {            dp[start][end] = 0;        }        else {            for (int i = start; i < end; i++) {                stoneGame(dp, presum, visited, A, start, i);                stoneGame(dp, presum, visited, A, i + 1, end);                                // the score of start ~ end stone is equal to                // previous scores of two parts + stone values from start to end                dp[start][end] = min(dp[start][end], presum[start][end] +                        dp[start][i] + dp[i + 1][end]);                            }        }    }                   };



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