Solution: Find the Kth Largest Integer in the Array
Let’s solve the Find the Kth Largest Integer in the Array problem using the Top K Elements pattern.
We'll cover the following
Statement
Given an array of strings, nums
, where each string represents an integer without leading zeros, and an integer k
, your task is to find and return the string representing the k
Note: Treat duplicate integers as distinct entities. For instance, if
nums
, the first largest integer is , the second largest is also , and the third largest is .
Constraints:
k
nums.length
nums[i].length
nums[i]
consists of only digits.nums[i]
will not have any leading zeros.
Solution
The essence of this solution is to use the top K elements pattern to find the k
k
largest elements using a min heap while iterating through the array. The heap allows us to track and update the k
largest elements without sorting the entire array, ensuring an optimal solution for finding the k
Now, let’s look at the steps of the solution:
We initialize an empty min heap,
heap
, which will be used to store thek
largest numbers.We iterate over each string in
nums
, and for each string, we convert the string to an integer and push it into theheap
.We also maintain the size of the heap. After pushing each number into the heap, we check if the size of the heap exceeds
k
. If it does, we remove the smallest element from the top of theheap
. This ensures that only thek
largest elements are always retained in the heap.After iterating over
nums
, we return thek
largest element as the root of the heap
(the smallest element in the min heap) because theheap
only contains thek
largest elements. We also convert the root of theheap
back to a string before returning.
Let’s look at the following illustration to get a better understanding of the solution:
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