Kth Largest Element in a Stream
Explore techniques to implement a class that manages a continuous stream of test scores and returns the kth largest score dynamically. Understand the use of heaps to handle real-time updates and efficiently solve problems involving the top K elements in a data stream.
We'll cover the following...
Statement
You are part of a university admissions office that needs to dynamically track the kth highest test score among applicants in real time. This functionality is critical for determining cutoff marks for interviews and admissions as new applicants continue to submit their scores.
You need to implement a class that, given an integer, k, manages a continuous stream of test scores. Each time a new score is added, the class should return the kth highest score among all scores received so far, i.e., the score that would appear in the
Implement the KthLargest class:
Constructor: Initializes the object with the integer
kand the initial stream of test scoresnums.int add(int val): This function adds a new test score
valto the stream and returns thekthhighest score among all scores seen so far.
Constraints: