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Similar Questions : K way Merge
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Kth Smallest Element in a Sorted Matrix

Kth Smallest Element in a Sorted Matrix

QUESTION

Given an n x n matrix where each of the rows and columns is sorted in ascending order, return the kth smallest element in the matrix.

Note that it is the kth smallest element in the sorted order, not the kth distinct element.

You must find a solution with a memory complexity better than O(n2).

Example 1:

Input: matrix = [[1,5,9],[10,11,13],[12,13,15]], k = 8
Output: 13
Explanation: The elements in the matrix are [1,5,9,10,11,12,13,13(8TH),15], and the 8th smallest number is 13

Leetcode

SOLUTION

  1. Treat each row in a matrix as a seprate sorted array, merge the rows uptill K elements and return when the last element poped out of the heap. Similar to Merge K sorted Arrays 
    2. matrix = 
[
[1,5,9],
[10,11,13],
[12,13,15]
]
  2. Code

Dedications

💡
One of the best written solutions out there
import heapq

class Solution:
    def kthSmallest(self, matrix: List[List[int]], k: int) -> int:


        # treat each row in a matrix as a seprate sorted array
        
        heap = []
        
        
        # Add all pointers for zero-th index in all rows 
        # to the heap, along with the number and array.
        ROWS = len(matrix)
        for i in range(ROWS):
            heappush(heap,(matrix[i][0],matrix[i],i,0))
        
        
        element = -1
        for i in range(k):

            element, array, row, index = heappop(heap)

            nextElementIndex = index + 1 
            nextElementExists = nextElementIndex < len(matrix[0])
            
            if nextElementExists:
                heappush(heap,(matrix[row][nextElementIndex],matrix[row],row,nextElementIndex))

        return element