Leetcode-312. Burst Balloons

解决LeetCode上的气球爆破问题,寻找最佳策略以获得最大收益。采用动态规划方法,通过构建状态转移方程实现最优解。

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题目:

312. Burst Balloons

 

Given n balloons, indexed from 0 to n-1. Each balloon is painted with a number on it represented by array nums. You are asked to burst all the balloons. If the you burst balloon i you will get nums[left] * nums[i] * nums[right] coins. Here left and right are adjacent indices of i. After the burst, the left and right then becomes adjacent.

Find the maximum coins you can collect by bursting the balloons wisely.

Note: 
(1) You may imagine nums[-1] = nums[n] = 1. They are not real therefore you can not burst them.
(2) 0 ≤ n ≤ 500, 0 ≤ nums[i] ≤ 100

Example:

Given [3, 1, 5, 8]

Return 167

    nums = [3,1,5,8] --> [3,5,8] -->   [3,8]   -->  [8]  --> []
   coins =  3*1*5      +  3*5*8    +  1*3*8      + 1*8*1   = 167

class Solution {
public:
	int maxCoins(vector<int>& nums) {
		if (nums.size() == 1)return nums[0];
		if (nums.size() == 2)return (nums[0] * nums[1] + (nums[1] > nums[0] ? nums[1] : nums[0]));
		int size = nums.size();
		//前后加1
		nums.insert(nums.begin(), 1);
		nums.push_back(1);
		int size1 = size + 2,j=0;
		vector<long int>tmp(size1, 0);
		vector < vector < long int >> dp;
		for (int i = 0; i < size1; i++)dp.push_back(tmp);
		//填表
		for (int gap = 2; gap <size1; gap++){//间隔的最小距离
			for (int i = 0; i< size1; i++){
				j = (i + gap)>size1-1?size1-1:i+gap;
				long int temp = 0;
				for (int k = i + 1; k < j; k++){//最后一个捅破k
					temp = dp[i][k] + nums[i] * nums[k] * nums[j] + dp[k][j];
					if (temp>dp[i][j])dp[i][j] = temp;
				}
			}
		}
		return dp[0][size1 - 1];
	}
};
<h4 style="box-sizing: border-box; font-family: 'Helvetica Neue', Helvetica, Arial, sans-serif; font-weight: 500; line-height: 1.1; color: rgb(51, 51, 51); margin-top: 10px; margin-bottom: 10px; font-size: 18px;">Submission Result: <a target=_blank id="result-state" ng-href="/submissions/detail/81977347/" ng-class="{'blue': 'text-info', 'green': 'text-success', 'red': 'text-danger'}[statusColor]" class="ng-binding text-success" href="https://leetcode.com/submissions/detail/81977347/" style="box-sizing: border-box; color: rgb(60, 118, 61); text-decoration: none; background-color: transparent;">Accepted </a><span class="fa fa-question-circle text-success" ng-show="statusText === 'Accepted'" data-toggle="popover" data-placement="top" data-content="Accepted means your program passes all test cases, however it does not necessarily mean your algorithm is optimal. If you believe your code has bugs, please submit a 'missing test case' report in Discuss or sending an email to admin." data-trigger="hover" data-original-title="" title="" style="box-sizing: border-box; color: rgb(60, 118, 61); display: inline-block; font-stretch: normal; line-height: 1; font-family: FontAwesome;font-size:undefined; text-rendering: auto; -webkit-font-smoothing: antialiased;"></span> <span data-ng-show="statusText !== 'Pending' && statusText !== 'Judging' && url_detail" style="box-sizing: border-box;"><a target=_blank id="more-details" class="btn-left-space btn btn-outline btn-alt" ng-href="/submissions/detail/81977347/" href="https://leetcode.com/submissions/detail/81977347/" style="box-sizing: border-box; color: rgb(0, 136, 204); text-decoration: none; display: inline-block; padding: 8px 18px; margin-bottom: 0px; font-size: 14px; line-height: 1.42857; text-align: center; white-space: nowrap; vertical-align: middle; touch-action: manipulation; cursor: pointer; -webkit-user-select: none; border: 1px solid rgb(207, 207, 207); border-radius: 2em; margin-left: 15px; background: 0px 0px;">More Details <span class="fa fa-chevron-right" style="box-sizing: border-box; display: inline-block; font-stretch: normal; line-height: 1; font-family: FontAwesome;font-size:undefined; text-rendering: auto; -webkit-font-smoothing: antialiased;"></span></a></span></h4><div data-ng-show="statusText === 'Accepted'" class="ng-fade" style="box-sizing: border-box; opacity: 1; color: rgb(51, 51, 51); font-family: 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; line-height: 18.1818px;"><div style="box-sizing: border-box;"><div ng-show="aceCtrl.interpret.next_challenge_pairs.length" style="box-sizing: border-box;"><div style="box-sizing: border-box;"><span style="box-sizing: border-box;">Next challenges: </span><span ng-repeat="pair in aceCtrl.interpret.next_challenge_pairs" class="ng-scope" style="box-sizing: border-box;"><a target=_blank class="btn btn-xs btn-primary ng-binding" ng-href="/problems/maximal-rectangle" ng-click="ga('send', 'event', 'next-challenge', 'click');" href="https://leetcode.com/problems/maximal-rectangle" style="box-sizing: border-box; color: rgb(255, 255, 255); text-decoration: none; display: inline-block; padding: 1px 5px; margin-bottom: 0px; font-size: 12px; line-height: 1.5; text-align: center; white-space: nowrap; vertical-align: middle; touch-action: manipulation; cursor: pointer; -webkit-user-select: none; border: 1px solid rgb(46, 109, 164); border-radius: 3px; background-image: none; background-color: rgb(51, 122, 183);">(H) Maximal Rectangle</a> </span><span ng-repeat="pair in aceCtrl.interpret.next_challenge_pairs" class="ng-scope" style="box-sizing: border-box;"><a target=_blank class="btn btn-xs btn-primary ng-binding" ng-href="/problems/maximal-square" ng-click="ga('send', 'event', 'next-challenge', 'click');" href="https://leetcode.com/problems/maximal-square" style="box-sizing: border-box; color: rgb(255, 255, 255); text-decoration: none; display: inline-block; padding: 1px 5px; margin-bottom: 0px; font-size: 12px; line-height: 1.5; text-align: center; white-space: nowrap; vertical-align: middle; touch-action: manipulation; cursor: pointer; -webkit-user-select: none; border: 1px solid rgb(46, 109, 164); border-radius: 3px; background-image: none; background-color: rgb(51, 122, 183);">(M) Maximal Square</a> </span><span ng-repeat="pair in aceCtrl.interpret.next_challenge_pairs" class="ng-scope" style="box-sizing: border-box;"><a target=_blank class="btn btn-xs btn-primary ng-binding" ng-href="/problems/android-unlock-patterns" ng-click="ga('send', 'event', 'next-challenge', 'click');" href="https://leetcode.com/problems/android-unlock-patterns" style="box-sizing: border-box; color: rgb(255, 255, 255); text-decoration: none; display: inline-block; padding: 1px 5px; margin-bottom: 0px; font-size: 12px; line-height: 1.5; text-align: center; white-space: nowrap; vertical-align: middle; touch-action: manipulation; cursor: pointer; -webkit-user-select: none; border: 1px solid rgb(46, 109, 164); border-radius: 3px; background-image: none; background-color: rgb(51, 122, 183);">(M) Android Unlock Patterns</a></span></div></div></div><h4 style="box-sizing: border-box; font-family: inherit; font-weight: 500; line-height: 1.1; color: inherit; margin-top: 10px; margin-bottom: 10px; font-size: 18px;"><small style="box-sizing: border-box; font-size: 13.5px; line-height: 1; color: rgb(119, 119, 119);">Share your acceptance!</small></h4></div>

分析:

1.利用分治法,当求dp[i][j],我们假设k是(i,j)之间的开区间的数,其中k表示最后一个被弄破的气球是k时的情况,显然dp[i][j]=max{dp[i][i]+num[i]*num[k]*num[j]+dp[k][j]};

2. 用K表示气球k是最后一个弄破的,刚开始看到这道题的时候第一反应就是动态规划算法,但是只想到用dp[i][k]的k表示第一个被弄破的气球,这样对于后续转态很不好表示,

如果用k表示是最后一个弄破的气球,则很好地利用了二分法!!!

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