Description
You are given a string s consisting only of characters 'a' and 'b'.
You can delete any number of characters in s to make s balanced. s is balanced if there is no pair of indices (i,j) such that i < j and s[i] = 'b' and s[j]= 'a'.
Return the minimum number of deletions needed to make s balanced.
Example 1:
Input: s = "aababbab"
Output: 2
Explanation: You can either:
Delete the characters at 0-indexed positions 2 and 6 ("aababbab" -> "aaabbb"), or
Delete the characters at 0-indexed positions 3 and 6 ("aababbab" -> "aabbbb").
Example 2:
Input: s = "bbaaaaabb" Output: 2 Explanation: The only solution is to delete the first two characters.
Constraints:
1 <= s.length <= 105s[i]is'a'or'b'.
Solutions
Solution 1: Dynamic Programming
We define f[i] as the minimum number of characters to be deleted in the first i characters to make the string balanced. Initially, f[0]=0. The answer is f[n].
We traverse the string s, maintaining a variable b, which represents the number of character 'b' in the characters before the current position.
- If the current character is 'b', it does not affect the balance of the first i characters, so f[i]=f[i-1], then we update b ← b+1.
- If the current character is 'a', we can choose to delete the current character, so f[i]=f[i-1]+1; or we can choose to delete the previous character 'b', so f[i]=b. Therefore, we take the minimum of the two, that is, f[i]=min(f[i-1]+1,b).
In summary, we can get the state transition equation:
The final answer is f[n].
We notice that the state transition equation is only related to the previous state and the variable b, so we can just use an answer variable ans to maintain the current f[i], and there is no need to allocate an array f.
The time complexity is O(n), where n is the length of the string s. The space complexity is O(1).
class Solution: def minimumDeletions(self, s: str) -> int: n = len(s) f = [0] * (n + 1) b = 0 for i, c in enumerate(s, 1): if c == 'b': f[i] = f[i - 1] b += 1 else: f[i] = min(f[i - 1] + 1, b) return f[n](code-box)
Solution 2: Enumeration + Prefix Sum
We can enumerate each position i in the string s, dividing the string s into two parts, namely s[0,..,i-1] and s[i+1,..n-1]. To make the string balanced, the number of characters we need to delete at the current position i is the number of character 'b' in s[0,..,i-1] plus the number of character 'a' in s[i+1,..n-1].
Therefore, we maintain two variables lb and ra to represent the number of character 'b' in s[0,..,i-1] and the number of character 'a' in s[i+1,..n-1] respectively. The number of characters we need to delete is lb+ra. During the enumeration process, we update the variables lb and ra.
The time complexity is O(n), and the space complexity is O(1). Here, n is the length of the string s.
class Solution: def minimumDeletions(self, s: str) -> int: lb, ra = 0, s.count('a') ans = len(s) for c in s: ra -= c == 'a' ans = min(ans, lb + ra) lb += c == 'b' return ans(code-box)
