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Introduction to Top K Elements

Discover the top K elements pattern, a key technique to efficiently identify the largest, smallest, or most frequent elements in an unsorted set. Learn how heaps optimize the process to run faster than full sorting. Understand when to apply min or max heaps and how this pattern is used in real-world problems like ride-sharing, finance, and social media trend analysis.

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 ...