import java.util.HashMap;
import java.util.Map;
public class DynamicProgramming2 {
public static void main(String[] args) {
int[] arr = {3,-4,2,-1,2,6,-5,4};
//暴力枚举法
System.out.println(getMaxSumSubArr(arr));
//加上记忆Map
System.out.println(getMaxSumSubArr2(arr));
//从后往前,不用递归
System.out.println(getMaxSumSubArr3(arr));
}
/**
* 求其中和最大的连续子序列
* 暴力枚举法
* @param arr
* @return
*/
public static int getMaxSumSubArr(int[] arr){
int sum = arr[0];
for (int i = 0; i < arr.length; i++) {
//每轮循环算出从index=i开头的和最大的子序列
int tmp = getMaxSumSubArrGivingStartIndex(arr,i);
sum = tmp>sum?tmp:sum;
}
return sum;
}
public static int getMaxSumSubArrGivingStartIndex(int[] arr, int startIndex) {
if (startIndex == arr.length-1){
//如果是最后一个序号,那肯定就是它自己了
return arr[arr.length-1];
}
//子序列的最大和无非就是当前元素加上后续序列的和,但如果后续序列和小于0,那说明不加更大
int maxSumSubArrGivingStartIndex = getMaxSumSubArrGivingStartIndex(arr, startIndex + 1);
return arr[startIndex] + (maxSumSubArrGivingStartIndex >0?maxSumSubArrGivingStartIndex:0);
}
/**
* 求其中和最大的连续子序列
* 加上记忆Map
* @param arr
* @return
*/
public static int getMaxSumSubArr2(int[] arr){
Map<Integer,Integer> memo = new HashMap<>();
int sum = arr[0];
for (int i = 0; i < arr.length; i++) {
//每轮循环算出从index=i开头的和最大的子序列
//返回的结果中subArr[0]为最大和,subArr[1]为对应的子序列
int tmp = getMaxSumSubArrGivingStartIndex(arr,i);
sum = tmp>sum?tmp:sum;
}
return sum;
}
public static int getMaxSumSubArrGivingStartIndex2(int[] arr, int startIndex,Map<Integer,Integer> memo) {
if (memo.get(startIndex) != null) {
return memo.get(startIndex);
}
if (startIndex == arr.length-1){
memo.put(startIndex,arr[arr.length-1]);
return arr[arr.length-1];
}
int maxSumSubArrGivingStartIndex = getMaxSumSubArrGivingStartIndex(arr, startIndex + 1);
int result = arr[startIndex] + (maxSumSubArrGivingStartIndex > 0 ? maxSumSubArrGivingStartIndex : 0);
memo.put(startIndex,result);
return result;
}
/**
* 求其中和最大的连续子序列
* 取消递归
* @param arr
* @return
*/
public static int getMaxSumSubArr3(int[] arr){
Map<Integer,Integer> memo = new HashMap<>();
for (int i = arr.length-1; i >= 0 ; i--) {
//从后往前,每轮循环算出从序号i开始的最大连续和
if (i == arr.length-1){
memo.put(i,arr[i]);
continue; //注意这里是continue不是break
}
Integer tmp = memo.get(i + 1);
int sum = tmp >0?arr[i]+tmp:arr[i];
memo.put(i,sum);
}
int maxSum = memo.get(arr.length-1);
for (int i = 0; i < arr.length; i++) {
Integer tmp = memo.get(i);
maxSum = tmp>maxSum?tmp:maxSum;
}
return maxSum;
}
}
标签:tmp,arr,int,memo,startIndex,序列,动态,规划,sum
From: https://blog.csdn.net/m0_63246220/article/details/140585594