Solving Leetcode Interviews in Seconds with AI: Kth Missing Positive Number
Introduction
In this blog post, we will explore how to solve the LeetCode problem "1539" using AI. LeetCode is a popular platform for preparing for coding interviews, and with the help of AI tools like Chatmagic, we can generate solutions quickly and efficiently - helping you pass the interviews and get the job offer without having to study for months.
Problem Statement
Given an array arr of positive integers sorted in a strictly increasing order, and an integer k. Return the kth positive integer that is missing from this array. Example 1: Input: arr = [2,3,4,7,11], k = 5 Output: 9 Explanation: The missing positive integers are [1,5,6,8,9,10,12,13,...]. The 5th missing positive integer is 9. Example 2: Input: arr = [1,2,3,4], k = 2 Output: 6 Explanation: The missing positive integers are [5,6,7,...]. The 2nd missing positive integer is 6. Constraints: 1 <= arr.length <= 1000 1 <= arr[i] <= 1000 1 <= k <= 1000 arr[i] < arr[j] for 1 <= i < j <= arr.length Follow up: Could you solve this problem in less than O(n) complexity?
Explanation
Here's the breakdown of the solution:
- Binary Search: The core idea is to use binary search to efficiently find the position in the sorted array where the
kth missing positive integer would be located. - Count Missing Numbers: For any index
midin the array, we can determine how many positive integers are missing beforearr[mid]by calculatingarr[mid] - (mid + 1). Adjust Search Range: Based on whether the number of missing integers before
arr[mid]is less than or greater thank, we adjust the search range (left/right pointers) accordingly.Runtime Complexity: O(log n), where n is the length of the input array.
- Storage Complexity: O(1)
Code
def findKthPositive(arr, k):
"""
Finds the kth positive integer that is missing from a sorted array.
Args:
arr (list): A list of positive integers sorted in strictly increasing order.
k (int): The index of the missing positive integer to find.
Returns:
int: The kth missing positive integer.
"""
left, right = 0, len(arr) - 1
while left <= right:
mid = (left + right) // 2
missing = arr[mid] - (mid + 1)
if missing < k:
left = mid + 1
else:
right = mid - 1
return left + k