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Introduction to Top K Elements

Explore the top K elements pattern to efficiently identify the largest or smallest elements in unsorted collections. Learn to use min and max heaps to maintain these elements, reducing sorting time complexity. Understand real-world applications and when this pattern applies to enhance your problem-solving in coding interviews.

About the pattern

The top k elements pattern is an important technique in coding that helps us efficiently find a specific number of elements, known as kk, from a set of data. This is particularly useful when we’re tasked with identifying the largest, smallest, or most/least frequent elements within an unsorted collection.

To solve tasks like these, one might think to sort the entire collection first, which takes O(nlog(n))O(n \log(n)) time, and then select the top k elements, taking additional O( ...