Dynamic Programming Algorithm to Count Vowels Permutation

  • 时间:2020-09-11 08:17:29
  • 分类:网络文摘
  • 阅读:88 次

Given an integer n, your task is to count how many strings of length n can be formed under the following rules:

Each character is a lower case vowel (‘a’, ‘e’, ‘i’, ‘o’, ‘u’)
Each vowel ‘a’ may only be followed by an ‘e’.
Each vowel ‘e’ may only be followed by an ‘a’ or an ‘i’.
Each vowel ‘i’ may not be followed by another ‘i’.
Each vowel ‘o’ may only be followed by an ‘i’ or a ‘u’.
Each vowel ‘u’ may only be followed by an ‘a’.
Since the answer may be too large, return it modulo 10^9 + 7.

Example 1:
Input: n = 1
Output: 5
Explanation: All possible strings are: “a”, “e”, “i” , “o” and “u”.

Example 2:
Input: n = 2
Output: 10
Explanation: All possible strings are: “ae”, “ea”, “ei”, “ia”, “ie”, “io”, “iu”, “oi”, “ou” and “ua”.

Example 3:
Input: n = 5
Output: 68

Constraints:
1 <= n <= 2*10^4

Hints:
Use dynamic programming.
Let dp[i][j] be the number of strings of length i that ends with the j-th vowel.
Deduce the recurrence from the given relations between vowels.

Counting the Vowel Permutation using Dynamic Programming Algorithm

Let’s define d[i][j] a two dimension array (or vector) that stores the count for length i and end with the j-th vowel. Thus, the j is ranged from 0 to 4 – for [‘a’, ‘e’, ‘i’, ‘o’, ‘u’].

The initial values can be set for single vowel, which is dp[1][0..4] = 1. Then, we can loop from size 2 to n, then, based on the rules, only summing up those valid permutations.

The answer may be large, thus we need to apply the MOD operator to the intermediate values.

1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
class Solution {
public:
    int countVowelPermutation(int n) {
        vector<vector<int64_t>> dp(n + 1, vector<int64_t>(5, 0));
        for (int i = 0; i < 5; ++ i) {
            dp[1][i] = 1;
        }
        const int MOD = 1000000007;
        for (int i = 2; i <= n; ++ i) {
            dp[i][0] = (dp[i - 1][1] + // ea
                       dp[i - 1][2] + // ia                                   
                       dp[i - 1][4]) % MOD;  // ua
            dp[i][1] = (dp[i - 1][0] + // ae                                   
                       dp[i - 1][2]) % MOD;  // ie
            dp[i][2] = (dp[i - 1][1] + // ei
                       dp[i - 1][3]) % MOD;  // oi
            dp[i][3] = dp[i - 1][2];  // io                                  
            dp[i][4] = (dp[i - 1][2] + // iu
                       dp[i - 1][3]) % MOD;  // ou                                               
        }
        return (dp.back()[0] + 
            dp.back()[1] +
            dp.back()[2] +
            dp.back()[3] +
            dp.back()[4]) % MOD;          
    }
};
class Solution {
public:
    int countVowelPermutation(int n) {
        vector<vector<int64_t>> dp(n + 1, vector<int64_t>(5, 0));
        for (int i = 0; i < 5; ++ i) {
            dp[1][i] = 1;
        }
        const int MOD = 1000000007;
        for (int i = 2; i <= n; ++ i) {
            dp[i][0] = (dp[i - 1][1] + // ea
                       dp[i - 1][2] + // ia                                   
                       dp[i - 1][4]) % MOD;  // ua
            dp[i][1] = (dp[i - 1][0] + // ae                                   
                       dp[i - 1][2]) % MOD;  // ie
            dp[i][2] = (dp[i - 1][1] + // ei
                       dp[i - 1][3]) % MOD;  // oi
            dp[i][3] = dp[i - 1][2];  // io                                  
            dp[i][4] = (dp[i - 1][2] + // iu
                       dp[i - 1][3]) % MOD;  // ou                                               
        }
        return (dp.back()[0] + 
            dp.back()[1] +
            dp.back()[2] +
            dp.back()[3] +
            dp.back()[4]) % MOD;          
    }
};

The final solution will be the sum for the 5 values in dp[n][0..4]. Complexity: O(N) time and O(N) space.

–EOF (The Ultimate Computing & Technology Blog) —

推荐阅读:
牛奶和酸奶,到底哪个更有营养呢?  健康与饮食:养胃护胃之八大饮食禁忌  关于饮用牛奶饮品的六个健康误区  不同颜色的玉米其营养价值也各不相同  富含膳食纤维蔬菜之红薯的保健作用  红薯怎么吃润肠通便及红薯食用禁忌  吃海带的十大好处和海带的饮食禁忌  经常食用这三种饭有助于预防肠癌  保健食品需谨慎 所谓效果是心理作用  关于预防癌症的十条饮食和生活建议 
评论列表
添加评论