
Problem
Solution
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Kth Largest Element .
Certification: Advanced Level
Accuracy: 100%
Submissions: 2
Points: 15
Write a Python program that finds the kth largest element in a given list using the Quickselect algorithm.
Example 1
- Input: [3, 2, 1, 5, 6, 4]
- k: 2
- Output: 5
- Explanation:
- Step 1: Use the Quickselect algorithm to find the kth largest element.
- Step 2: Choose a pivot element and partition the array around it.
- Step 3: Depending on the position of the pivot, either search in the left or right partition.
- Step 4: Continue this process until we find the kth largest element.
- Step 5: In this example, the 2nd largest element is 5.
Example 2
- Input: [1, 2, 3, 4, 5]
- k: 1
- Output: 5
- Explanation:
- Step 1: Use the Quickselect algorithm by choosing pivots and partitioning.
- Step 2: For simplicity, we can choose the first element as the pivot.
- Step 3: After partitioning, determine which side contains the kth largest element.
- Step 4: Continue the process on the selected partition until the pivot is at the correct position.
- Step 5: The 1st largest element is 5.
Constraints
- 1 ≤ len(nums) ≤ 10^4
- 1 ≤ k ≤ len(nums)
- -10^4 ≤ nums[i] ≤ 10^4
- Time Complexity: O(n) on average, O(n²) in the worst case
- Space Complexity: O(1)
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Solution Hints
- Use the Quickselect algorithm, which is a variation of the Quicksort algorithm.
- Partition the array and recursively select the kth largest element.
- Handle edge cases where the list is empty or k is out of bounds.