
Problem Statement
In this problem, you are given a string consisting solely of the characters 'a' and 'b.' Your task is to transform the string into a balanced version by removing as few characters as possible. A string is considered balanced when it does not contain any instance where a 'b' precedes an 'a' across any pair of indices (i, j)
such that i < j
. The challenge is to compute the minimum number of deletions required to make the string balanced.
Examples
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 <= 105
s[i]
is'a'
or'b'
.
Approach and Intuition
To solve the problem of making the string balanced with the minimum deletions, an intuitive approach involves a dynamic thought process that wrestles with the arrangement of 'a's and 'b's in the string:
Traverse the string and track the count of 'a' characters, as one potential solution could be to remove all 'b' characters before the first occurrence of 'a'.
Similarly, count the 'b' characters, since removing all 'a' characters after the last occurrence of 'b' might also yield a balanced string.
However, a more subtle approach takes into account the edge cases:
- Iterate through the string while maintaining a dynamic count of the deletions required if you were to split the string into two parts at that point:
- All 'b's to the left of the current index.
- All 'a's to the right of the current index.
- You compute the deletions needed for every index and track the minimum encountered through the iteration.
- Iterate through the string while maintaining a dynamic count of the deletions required if you were to split the string into two parts at that point:
This approach balances considering all segments of the string dynamically, allowing the identification of the least disruptive (in terms of deletions) point to divide the string. This helps achieve a globally optimal solution that respects the local conditions at each step of the iteration.
This method leverages a combination of dynamic computation and greedy strategies, ensuring that we handle both straightforward and complex string configurations effectively. The goal is a fully balanced string with minimized deletions, thereby preserving as much of the original string as possible while adhering to the balance constraint.
Solutions
- C++
- Java
- Python
class Solution {
public:
int minRemovals(string s) {
int size = s.size();
int del = 0;
int countB = 0;
for (int i = 0; i < size; i++) {
if (s[i] == 'b') {
countB++;
} else {
del = min(del + 1, countB);
}
}
return del;
}
};
This solution addresses the problem of finding the minimum number of deletions required to make a given string balanced. The string is balanced when all 'a's appear before any 'b' in the string without requiring the characters to be consecutive, but simply non-decreasing order.
Key steps in the provided C++ solution are:
- Initialize
size
as the length of the strings
. - Initialize
del
to 0, which will keep track of the minimum deletions needed. - Initialize
countB
to 0 to count the occurrences of 'b'. - Use a loop to iterate through each character of the string. If the character is 'b', increment
countB
. If it's 'a', updatedel
using the formulamin(del + 1, countB)
. This step essentially calculates whether removing the current 'a' or already counted 'b's results in fewer deletions. - Return the value of
del
, representing the minimum number of deletions required to balance the string.
This approach efficiently calculates the minimum deletions in a linear pass through the string based on the character analysis and updates the count accordingly. It is both time-efficient and straightforward, utilizing simple arithmetic and comparison operations to achieve the desired result.
class Solution {
public int minRemovals(String str) {
int length = str.length();
int deletionsNeeded = 0;
int countB = 0;
for (int i = 0; i < length; i++) {
if (str.charAt(i) == 'b') {
countB++;
} else {
deletionsNeeded = Math.min(deletionsNeeded + 1, countB);
}
}
return deletionsNeeded;
}
}
This solution addresses the problem of finding the minimum number of deletions required to make a string "balanced." A balanced string in this context is one where all characters 'a' appear before any character 'b'. The provided Java implementation offers an efficient approach to this problem.
The function minRemovals(String str)
within the Solution
class performs the following steps:
- Initialize variables
length
to store the length of the string,deletionsNeeded
to keep track of the deletions required, andcountB
to count the number of 'b' characters encountered. - Loop through each character of the string using a
for
loop that iterates based on the string’s length.- Within the loop, check if the current character is 'b'. If it is, increment the
countB
variable. - If the current character is not 'b', calculate the minimum deletions needed so far. This is done by comparing the current number of deletions needed plus one (to potentially delete the current 'a') against the count of 'b' characters already passed. This uses
Math.min()
to keep the smaller value.
- Within the loop, check if the current character is 'b'. If it is, increment the
- Return the
deletionsNeeded
at the end of the function, which represents the minimum number of deletions required to make the string balanced.
This algorithm efficiently determines the required deletions by only making a single pass through the string, ensuring a time complexity of O(n), where n is the length of the string. Its space complexity is O(1) as it uses only a few additional variables regardless of the string size. The approach is a blend of tracking seen characters and calculating the minimum steps required dynamically, a typical pattern in problems involving balancing or rearranging characters under constraints.
class Solution:
def minDelOperations(self, input_str: str) -> int:
length = len(input_str)
min_ops = 0
count_b = 0
for char in input_str:
if char == "b":
count_b += 1
else:
# Determine whether to delete 'a' or to retain it
min_ops = min(min_ops + 1, count_b)
return min_ops
This Python solution addresses the problem of finding the minimum number of deletions required to make a string balanced. The string is balanced when all characters 'a' are followed only by characters 'b', with no 'a' occurring after a 'b'.
The function minDelOperations
takes an input_str
as its parameter and executes the following steps:
- Initialize
length
to store the length ofinput_str
. - Set
min_ops
to 0, which will count the minimum deletions needed. - Initialize
count_b
to 0 to tally the number of 'b's encountered.
- Iterate through each character in
input_str
:- If the character is 'b', increment
count_b
. - If it's 'a', compute the minimal operations by deciding whether to increment
min_ops
(indicating deletion of 'a') or to take the current count of 'b's. This choice ensures the smallest number of deletions up to that point in the string.
- If the character is 'b', increment
Return min_ops
, which indicates the minimum deletions necessary to ensure the string is balanced.
This algorithm is efficient as it passes through the string only once, thus having a time complexity of O(n), where n is the length of the string.
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