• 673. Number of Longest Increasing Subsequence最长递增子序列的数量


    [抄题]:

    Given an unsorted array of integers, find the number of longest increasing subsequence.

    Example 1:

    Input: [1,3,5,4,7]
    Output: 2
    Explanation: The two longest increasing subsequence are [1, 3, 4, 7] and [1, 3, 5, 7].
    

    Example 2:

    Input: [2,2,2,2,2]
    Output: 5
    Explanation: The length of longest continuous increasing subsequence is 1, and there are 5 subsequences' length is 1, so output 5.

     [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]:

    [思维问题]:

    不知道为什么len[i] == len[j] + 1:因为可以间隔相加。

    也不知道为什么是DP:原来小人是间隔着跳的。

    [一句话思路]:

    长度一个数组、数量一个数组,两个分开算

    [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]:

    1. 如果出现了新的最长数组,count需要和最大长度一起换

    [二刷]:

    [三刷]:

    [四刷]:

    [五刷]:

      [五分钟肉眼debug的结果]:

    [总结]:

    count length分开算

    [复杂度]:Time complexity: O(n) Space complexity: O(n)

    [英文数据结构或算法,为什么不用别的数据结构或算法]:

    [算法思想:递归/分治/贪心]:贪心

    [关键模板化代码]:

    count更新或相加:

    if (nums[j] < nums[i]) {
                        if (length[j] + 1 > length[i]) {
                            length[i] = length[j] + 1;
                            //renew cnt[i]
                            count[i] = count[j];
                        }else if (length[j] + 1 == length[i]) {
                            count[i] += count[j];
                        }
                    }
                }

    [其他解法]:

    [Follow Up]:

    [LC给出的题目变变变]:

    LIS本身

     [代码风格] :

    class Solution {
        public int findNumberOfLIS(int[] nums) {
            //cc
            if (nums == null || nums.length == 0) return 0;
            
            //ini: length[], count[], res
            int n = nums.length, res = 0, max_len = 0;
            int[] length = new int[n]; 
            int[] count = new int[n];
            
            //for loop: i, nums[j] < nums[i], count j, max_length
            for (int i = 0; i < n; i++) {
                //; not ,
                length[i] = 1; count[i] = 1;
                for (int j = 0; j < i; j++) {
                    if (nums[j] < nums[i]) {
                        if (length[j] + 1 > length[i]) {
                            length[i] = length[j] + 1;
                            //renew cnt[i]
                            count[i] = count[j];
                        }else if (length[j] + 1 == length[i]) {
                            count[i] += count[j];
                        }
                    }
                }
                if (length[i] >  max_len) {
                    max_len = length[i];
                    //renew cnt[i]
                    res = count[i];
                }   
                else if (length[i] ==  max_len) res += count[i];
            }
            
            return res;
        }
    }
    View Code
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  • 原文地址:https://www.cnblogs.com/immiao0319/p/9043419.html
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