{"id":709,"date":"2025-01-27T20:24:38","date_gmt":"2025-01-27T14:39:38","guid":{"rendered":"https:\/\/pokharelsugam.com.np\/bioinformatics\/?p=709"},"modified":"2025-02-07T13:54:58","modified_gmt":"2025-02-07T08:09:58","slug":"data-structures","status":"publish","type":"post","link":"https:\/\/pokharelsugam.com.np\/bioinformatics\/data-structures\/","title":{"rendered":"Data Structures"},"content":{"rendered":"\n<script type=\"text\/javascript\" async \n  src=\"https:\/\/cdnjs.cloudflare.com\/ajax\/libs\/mathjax\/2.7.7\/MathJax.js?config=TeX-MML-AM_CHTML\">\n<\/script>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Summary<\/strong><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Linear Structures<\/strong>: Stack (LIFO), Queue (FIFO), Linked List.<\/li>\n\n\n\n<li><strong>Hierarchical Structures<\/strong>: Trees, AVL Trees, Binary Search Trees.<\/li>\n\n\n\n<li><strong>Graph Representation<\/strong>: Adjacency Matrix, Adjacency List.<\/li>\n\n\n\n<li><strong>Search Structures<\/strong>: Heap (Max\/Min), Hash Table.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Linear Data Structures<\/strong><\/h4>\n\n\n\n<p>Linear data structures organize elements sequentially, where each element has a unique predecessor and successor (except the first and last elements).<\/p>\n\n\n\n<p><strong>Examples<\/strong>:<\/p>\n\n\n\n<p><strong>Arrays<\/strong>:<\/p>\n\n\n\n<p>A collection of elements stored in contiguous memory locations.<\/p>\n\n\n\n<p><strong>Operations<\/strong>:<\/p>\n\n\n\n<p>Access: O(1)<\/p>\n\n\n\n<p>Search: O(n)<\/p>\n\n\n\n<p>Insertion\/Deletion: O(n) (in the worst case, due to shifting).<\/p>\n\n\n\n<p><strong>Example<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>arr = &#91;1, 2, 3, 4]\nprint(arr&#91;2])  # Access element at index 2: Output is 3<\/code><\/pre>\n\n\n\n<p><strong>Linked Lists<\/strong>:<\/p>\n\n\n\n<p>A sequence of nodes where each node contains data and a reference to the next node.<\/p>\n\n\n\n<p><strong>Types<\/strong>:<\/p>\n\n\n\n<p>Singly Linked List<\/p>\n\n\n\n<p>Doubly Linked List<\/p>\n\n\n\n<p><strong>Operations<\/strong>:<\/p>\n\n\n\n<p>Insertion\/Deletion: O(1) at the head, O(n) elsewhere.<\/p>\n\n\n\n<p>Search: O(n).<\/p>\n\n\n\n<p><strong>Example<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>class Node:\n    def __init__(self, data):\n        self.data = data\n        self.next = None<\/code><\/pre>\n\n\n\n<p><strong>Stacks<\/strong>:<\/p>\n\n\n\n<p>A Last-In-First-Out (LIFO) structure.<\/p>\n\n\n\n<p><strong>Operations<\/strong>:<\/p>\n\n\n\n<p>Push: O(1)<\/p>\n\n\n\n<p>Pop: O(1)<\/p>\n\n\n\n<p>Peek: O(1)<\/p>\n\n\n\n<p><strong>Applications<\/strong>: Expression evaluation, recursion.<\/p>\n\n\n\n<p>Example<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>stack = &#91;]\nstack.append(1)  # Push\nstack.pop()      # Pop<\/code><\/pre>\n\n\n\n<p><strong>Queues<\/strong>:<\/p>\n\n\n\n<p>A First-In-First-Out (FIFO) structure.<\/p>\n\n\n\n<p><strong>Operations<\/strong>:<\/p>\n\n\n\n<p>Enqueue: O(1)<\/p>\n\n\n\n<p>Dequeue: O(1)<\/p>\n\n\n\n<p><strong>Example<\/strong>:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>from collections import deque\nqueue = deque()\nqueue.append(1)  # Enqueue\nqueue.popleft()  # Dequeue<\/code><\/pre>\n","protected":false},"excerpt":{"rendered":"<p>Summary Linear Data Structures Linear data structures organize elements sequentially, where each element has a unique predecessor and successor (except [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_uag_custom_page_level_css":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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