{"id":33774,"date":"2024-11-01T09:20:13","date_gmt":"2024-11-01T09:20:13","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=33774"},"modified":"2024-11-01T12:27:25","modified_gmt":"2024-11-01T12:27:25","slug":"%ed%8c%8c%ec%9d%b4%ec%8d%ac-%ec%bd%94%eb%94%a9-%ed%85%8c%ec%8a%a4%ed%8a%b8-%ea%b0%95%ec%a2%8c-%ec%b5%9c%ec%86%8c-%ec%8b%a0%ec%9e%a5-%ed%8a%b8%eb%a6%ac","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/33774\/","title":{"rendered":"Python coding test course, minimum spanning tree"},"content":{"rendered":"<p><body><\/p>\n<h2>1. What is a Minimum Spanning Tree?<\/h2>\n<p>A Minimum Spanning Tree (MST) is a subgraph of a connected graph that includes all vertices while minimizing the sum of the weights of the edges. In other words, the Minimum Spanning Tree is the process of finding a tree that connects all vertices in the given graph with the least total cost while avoiding cycles.<\/p>\n<h2>2. Problem Description<\/h2>\n<p>The following is the Minimum Spanning Tree problem:<\/p>\n<blockquote>\n<p>Given <code>n<\/code> cities and <code>m<\/code> roads, find the minimum cost to connect all the cities with roads.<\/p>\n<p>Input format: The first line contains two integers <code>n<\/code> (the number of cities) and <code>m<\/code> (the number of roads). The next <code>m<\/code> lines contain three integers <code>a<\/code>, <code>b<\/code>, <code>c<\/code> representing that the cost of the road connecting city <code>a<\/code> and city <code>b<\/code> is <code>c<\/code>.<\/p>\n<\/blockquote>\n<h2>3. Approach<\/h2>\n<p>To solve the Minimum Spanning Tree problem, two algorithms are commonly used:<\/p>\n<ul>\n<li>Prim&#8217;s Algorithm<\/li>\n<li>Kruskal&#8217;s Algorithm<\/li>\n<\/ul>\n<p>In this article, we will use Kruskal&#8217;s algorithm to solve the problem.<\/p>\n<h3>3.1 Kruskal&#8217;s Algorithm<\/h3>\n<p>Kruskal&#8217;s algorithm proceeds in the following steps:<\/p>\n<ol>\n<li>Sort all the edges in ascending order by weight (cost).<\/li>\n<li>Starting from the smallest edge, select it. If the selected edge does not form a cycle, include it in the MST.<\/li>\n<li>Repeat step 2 until all edges have been examined.<\/li>\n<\/ol>\n<h2>4. Algorithm Implementation<\/h2>\n<p>Now, let&#8217;s start implementing Kruskal&#8217;s algorithm in Python to solve the above problem.<\/p>\n<pre><code>\nclass DisjointSet:\n    def __init__(self, n):\n        self.parent = list(range(n + 1))\n        self.rank = [0] * (n + 1)\n\n    def find(self, u):\n        if self.parent[u] != u:\n            self.parent[u] = self.find(self.parent[u])\n        return self.parent[u]\n\n    def union(self, u, v):\n        root_u = self.find(u)\n        root_v = self.find(v)\n\n        if root_u != root_v:\n            if self.rank[root_u] > self.rank[root_v]:\n                self.parent[root_v] = root_u\n            elif self.rank[root_u] < self.rank[root_v]:\n                self.parent[root_u] = root_v\n            else:\n                self.parent[root_v] = root_u\n                self.rank[root_u] += 1\n    <\/code><\/pre>\n<h3>4.1 Input and Edge Sorting<\/h3>\n<p>We will take the number of cities and road information as input, and sort the edges by weight.<\/p>\n<pre><code>\nimport sys\n\ndef main():\n    input = sys.stdin.readline\n    n, m = map(int, input().split())\n    edges = []\n\n    for _ in range(m):\n        a, b, c = map(int, input().split())\n        edges.append((c, a, b))\n\n    edges.sort()  # Sort by ascending weight\n    <\/code><\/pre>\n<h3>4.2 Applying Kruskal's Algorithm<\/h3>\n<p>We examine the sorted edges one by one to construct the MST.<\/p>\n<pre><code>\n    ds = DisjointSet(n)\n    mst_cost = 0\n\n    for cost, a, b in edges:\n        if ds.find(a) != ds.find(b):  # Check for cycles\n            ds.union(a, b)\n            mst_cost += cost\n\n    print(mst_cost)  # Output the minimum spanning tree cost\nif __name__ == \"__main__\":\n    main()\n    <\/code><\/pre>\n<h2>5. Conclusion<\/h2>\n<p>In this article, we explored the concept of the Minimum Spanning Tree and how to solve the problem using Kruskal's algorithm. I hope you can develop the ability to analyze and solve given problems in your own way.<\/p>\n<div class=\"note\">\n<strong>Note:<\/strong> The code presented in this article is a basic structure and may require additional error handling and optimization.\n    <\/div>\n<p><\/body><\/p>\n","protected":false},"excerpt":{"rendered":"<p>1. What is a Minimum Spanning Tree? A Minimum Spanning Tree (MST) is a subgraph of a connected graph that includes all vertices while minimizing the sum of the weights of the edges. In other words, the Minimum Spanning Tree is the process of finding a tree that connects all vertices in the given graph &hellip; <a href=\"https:\/\/atmokpo.com\/w\/33774\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;Python coding test course, minimum spanning tree&#8221;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[145],"tags":[],"class_list":["post-33774","post","type-post","status-publish","format-standard","hentry","category-python-coding-test"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Python coding test course, minimum spanning tree - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/atmokpo.com\/w\/33774\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Python coding test course, minimum spanning tree - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"1. 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