A Beginner's Guide to Heap Data Structure
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Table of contents
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Have you ever wondered how some programming algorithms are able to sort large amounts of data efficiently? Well, one answer lies in the heap data structure.
The heap data structure is widely used in computer science for various applications including sorting, graph algorithms, and priority queue implementations. In this blog post, we will dive deep into the heap data structure and explore its use cases, properties, and implementation details. By the end of this blog, you will have a solid understanding of heap data structure. Let's get started!
What is Heap?
A data structure is called a "Heap" if it follows these two properties. That is
Structural Property: The heap always follows the Almost Complete Binary Tree(ACBT) property.
Ordering Property: The heap always follows the Max-heap or Min-heap order.
Types of Heap:
Based on the order heap can be divided into two parts.
Max-Heap: A heap tree is called max-heap if its root/parent node's value exceeds the child nodes.
Min-Heap: A heap tree is called max-heap if its root/parent node's value is smaller than the child nodes.
Heap Tree Construction:
We can insert elements to create a heap tree in two different methods.
Insert keys one by one in the given order(Time Complexity: O(nlogn) )
Heapify Method(Time Complexity: O(n) )
In order to fully comprehend the heap data structure, it's important to understand how to construct a heap tree. We'll explore the various methods of constructing heap trees, and highlight their pros and cons in the next article.
Conclusion:
Heap data structures are fundamental to efficient programming, and a deep understanding of them is essential for programmers looking to optimize their code. Hope that this comprehensive guide has given you a solid understanding of the heap data structure, and its various types. With this knowledge, you'll be well on your way to becoming a programming expert.
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Amelia Dutta
Amelia Dutta
Front-End Web Developer | React, JavaScript, HTML, CSS | AWS Certified | Creating Engaging User Experiences