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Problem Statement
You are given a target
binary string of length n
. Initially, you also have another string str
of length n
containing all 0
s. You need to make str
equal to the target
by performing some number of operations.
In one operation, you can take an index i
where 0 <= i < n
and flip all bits in the inclusive range [i, n - 1]
. Here, Flip means changing '1' to '0' and '0' to '1'.
Return the minimum
number of operations required to make string str
equal to target
.
Examples
-
Example 1:
- Input: target =
"001"
- Expected Output: 1
- Justification: Flipping the last character in the
str
string from0
to1
will make the string"001"
, achieving the goal in one operation.
- Input: target =
-
Example 2:
- Input: target =
"11001"
- Expected Output: 3
- Justification: Starting with
s
as"00000"
, the process to makes
equal to"11001"
is as follows:- Flip the last three digits to get
"00111"
. - Flip all five digits to get
"11000"
. - Flip the last digit to get
"11001"
. This process requires three operations, thus the expected output is 3.
- Flip the last three digits to get
- Input: target =
-
Example 3:
- Input: target =
"100010"
- Expected Output: 4
- Justification: Beginning with
s
as"000000"
, to transforms
into"100010"
, the sequence of operations could be:- Flip the last two digits to get
"000011"
. - Flip the last digit to get
"000010"
. - Flip all six digits to get
"111101"
. - Flip the last five digits to get
"100010"
. This sequence involves four operations, making the expected output 4.
- Flip the last two digits to get
- Input: target =
Solution
To solve this problem, we'll focus on counting the transitions between 0s and 1s in the given string. The core idea is that to minimize the number of flips, we should only consider flipping when there's a change in the character from 0 to 1 or from 1 to 0. This approach works because flipping at each transition point ensures that we are making the most out of each flip, gradually converting the string into a uniform one with either all 0s or all 1s. By only focusing on these transition points, we effectively reduce the problem to counting how many times the character changes in the string, which directly correlates to the minimum number of flips required. This strategy is effective because it directly targets the sources of inconsistency in the string, ensuring a minimal number of operations to achieve uniformity.
Step-by-step Algorithm
- Initialize a variable
flips
to 0. This will keep track of the number of flips required to make the string uniform. - Initialize a variable
prev
to'0'
to represent the initial expected character in the string, considering the string initially contains all'0'
s. - Iterate through each character in the target string using a for loop. In each iteration, compare the current character with
prev
:- If the current character is different from
prev
, this indicates a transition point where a flip is needed. - Increment the
flips
counter by 1 to account for this flip. - Update
prev
to the current character, as this character is now the last flipped state in our operation.
- If the current character is different from
- After completing the iteration through the string, return the
flips
counter as the total number of flips required to make the string uniform.
Algorithm Walkthrough
Let's consider the Input "100010"
-
Initialization
flips = 0
prev = '0'
-
First Character: '1'
- Current character (
'1'
) is different fromprev
('0'
). - Increment
flips
to 1. - Update
prev
to'1'
.
- Current character (
-
Second Character: '0'
- Current character (
'0'
) is different fromprev
('1'
). - Increment
flips
to 2. - Update
prev
to'0'
.
- Current character (
-
Third Character: '0'
- Current character (
'0'
) is the same asprev
('0'
), no flip needed. flips
remains 2.
- Current character (
-
Fourth Character: '0'
- Current character (
'0'
) is the same asprev
('0'
), no flip needed. flips
remains 2.
- Current character (
-
Fifth Character: '1'
- Current character (
'1'
) is different fromprev
('0'
). - Increment
flips
to 3. - Update
prev
to'1'
.
- Current character (
-
Sixth Character: '0'
- Current character (
'0'
) is different fromprev
('1'
). - Increment
flips
to 4. - Update
prev
to'0'
.
- Current character (
-
Final Result
- After iterating through the entire string, the total
flips
required to make the string"100010"
uniform is 4.
- After iterating through the entire string, the total
Code
Complexity Analysis
- Time Complexity: O(n), where n is the length of the input string. The algorithm iterates through the string once to count the transitions.
- Space Complexity: O(1), as the space used does not depend on the input size and only a fixed number of variables are used.
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