689. Maximum Sum of 3 Non-Overlapping Subarrays三个不重合数组的求和最大值
[抄题]:
In a given array nums
of positive integers, find three non-overlapping subarrays with maximum sum.
Each subarray will be of size k
, and we want to maximize the sum of all 3*k
entries.
Return the result as a list of indices representing the starting position of each interval (0-indexed). If there are multiple answers, return the lexicographically smallest one.
Example:
Input: [1,2,1,2,6,7,5,1], 2
Output: [0, 3, 5]
Explanation: Subarrays [1, 2], [2, 6], [7, 5] correspond to the starting indices [0, 3, 5].
We could have also taken [2, 1], but an answer of [1, 3, 5] would be lexicographically larger.
[暴力解法]:
时间分析:
空间分析:
[优化后]:
时间分析:
空间分析:
[奇葩输出条件]:
[奇葩corner case]:
note中已经提示了length,就只需要考虑k k&length的关系就了
把“前i项”初始化为“第i项”,方便直接做差
for (int i = 1; i <= n; i++) {
sums[i] = sums[i - 1] + nums[i - 1];
}
[思维问题]:
不知道为什么要用DP:每次都保存之前一组的状态,然后一个个向前更新和比价。
求一组固定为k长度的数组时可用。
//总和=本组和+之前组的和=本组最后之和-本组第一之和+之前的(从j - k开始的)dp求和值
int curSum = sums[j] - sums[j - k] + dp[i - 1][j - k];
[英文数据结构或算法,为什么不用别的数据结构或算法]:
dp数组里存储了结果,可以通过不断输入index来把结果取出来:
int index = n;
for (int i = 2; i >= 0; i--) {
res[i] = pos[i + 1][index];
System.out.println("index = " +index);
System.out.println("res[i] = pos[i + 1][index] = " +res[i]); index = res[i];
System.out.println("index = " +index);
System.out.println("----------------"); }
[一句话思路]:
按照第123组来操作,
总和=本组和+之前所有组的和
[输入量]:空: 正常情况:特大:特小:程序里处理到的特殊情况:异常情况(不合法不合理的输入):
[画图]:
[一刷]:
- 序列型dp所有的有关数组、有关二维数组都要增加1个单位,调用的时候也要+1,因为第一位拿来初始化了。不初始化就是默认为0
[二刷]:
- 发现把第0位给去掉了 不知道为何:
[1,2,1,2,6,7,5,1]
2 i = 1
i - 1 = 0
nums[i - 1] = 1
sum[i - 1] = 0
sum[i - 1] = 1
---------------
i = 2
i - 1 = 1
nums[i - 1] = 2
sum[i - 1] = 0
sum[i - 1] = 2
---------------
i = 3
i - 1 = 2
nums[i - 1] = 1
sum[i - 1] = 0
sum[i - 1] = 1
---------------
i = 4
i - 1 = 3
nums[i - 1] = 2
sum[i - 1] = 0
sum[i - 1] = 2
---------------
i = 5
i - 1 = 4
nums[i - 1] = 6
sum[i - 1] = 0
sum[i - 1] = 6
---------------
i = 6
i - 1 = 5
nums[i - 1] = 7
sum[i - 1] = 0
sum[i - 1] = 7
---------------
i = 7
i - 1 = 6
nums[i - 1] = 5
sum[i - 1] = 0
sum[i - 1] = 5
---------------
i = 8
i - 1 = 7
nums[i - 1] = 1
sum[i - 1] = 0
sum[i - 1] = 1
---------------
[三刷]:
[四刷]:
[五刷]:
[五分钟肉眼debug的结果]:
[总结]:
dp是存储一组状态的,可以拿来调用
[复杂度]:Time complexity: O(n) Space complexity: O(n)
[算法思想:迭代/递归/分治/贪心]:
[关键模板化代码]:
[其他解法]:
[Follow Up]:
[LC给出的题目变变变]:
[代码风格] :
[是否头一次写此类driver funcion的代码] :
class Solution {
public int[] maxSumOfThreeSubarrays(int[] nums, int k) {
//ini: res[3], pos[4][n + 1], dp[4][n + 1]
int n = nums.length;
int[] res = new int[3];
int[] sum = new int[n + 1];
int[][] pos = new int[4][n + 1];
int[][] dp = new int[4][n + 1]; //cc
if (nums == null || nums.length < 3 * k) return res; //ini:sum
for (int i = 1; i <= n; i++) {
int j = i - 1;
System.out.println("i = "+i);
System.out.println("i - 1 = "+j);
System.out.println("nums[i - 1] = "+nums[i - 1]);
System.out.println("sum[i - 1] = "+sum[i - 1]); sum[i - 1] = sum[i - 1] + nums[i - 1]; System.out.println("sum[i - 1] = "+sum[i - 1]);
System.out.println("---------------");
} for (int i = 1; i <= 3; i++) {
for (int j = k * i; j <= n; j++) {
int curSum = sum[j] - sum[j - k] + dp[i - 1][j - k];
if (curSum > dp[i][j - 1]) {
dp[i][j] = curSum;
pos[i][j] = j - k;
}else {
dp[i][j] = dp[i][j - 1];
pos[i][j] = pos[i][j - 1];
}
}
} //retrieve the answer
int index = n;
for (int i = 2; i >= 0; i--) {
//
res[i] = pos[i + 1][index];
index = res[i];
}
//return
return res;
}
}
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