Increasing Triplet Subsequence
To solve this coding challenge, you need a method that efficiently checks whether there exists a triplet of indices in a given integer array that satisfies the criteria \(i < j < k\) and \(nums[i] < nums[j] < nums[k]\). The problem also specifies that the algorithm should operate in \(O(n)\) time complexity and \(O(1)\) space complexity for optimal performance.
and
. These variables will be used to store the smallest and the second smallest values found so far, respectively. As we iterate through the array, the following steps will be performed:
Explanation
The solution to this problem involves traversing the array while keeping track of two variables:first
second
- Initialization :
-
Initialize
to a very large number (
first) to keep track of the smallest number found thus far.inf -
Initialize
to a very large number (
second) to keep track of the second smallest number found thus far.inf - Iteration and Comparison :
- Iterate through each element in the array.
-
For each element, compare it with
:
first -
If the element is smaller than or equal to
, update
firstto the current element's value.first -
If the element is larger than
but smaller than or equal to
first, updatesecondto the current element's value.second -
If the element is larger than both
and
first, it means we have found a triplet satisfying the criteria, hence returnsecond.True - Completion :
-
If the loop completes without finding such a triplet, return
.
False -
Initialize
to a very large value (
first).inf -
Initialize
to a very large value (
second).inf - Loop through each element in the array:
-
If the current element is less than or equal to
, update
first.first -
Else, if the current element is less than or equal to
, update
second.second -
Else, if the current element is greater than
, return
second.True -
If no triplet is found, return
.
False
Detailed Steps in Pseudocode
Pseudocode
# Initialize tracking variables to very large values
first_smallest = infinity # Represents the smallest value found
second_smallest = infinity # Represents the second smallest value found
# Iterate through each element in the input array
for current_value in input_array:
# Check if current value is smaller or equal to first_smallest
if current_value <= first_smallest:
# Update first_smallest to this new smaller value
first_smallest = current_value
# Check if current value is smaller or equal to second_smallest but greater than first_smallest
elif current_value <= second_smallest:
# Update second_smallest to this new value as it is the second smallest found
second_smallest = current_value
# If current value is greater than both first_smallest and second_smallest
else:
# This means we found a valid increasing triplet
return True
# If loop completes without returning True, there is no valid triplet
return False
This pseudocode captures the essence of the logic required to solve the coding challenge, ensuring clarity and adherence to the specified constraints. By following the approach described, you can efficiently determine whether an increasing triplet subsequence exists in the given integer array.