{"id":34816,"date":"2024-11-01T09:32:20","date_gmt":"2024-11-01T09:32:20","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=34816"},"modified":"2024-11-01T11:26:24","modified_gmt":"2024-11-01T11:26:24","slug":"swift-coding-test-course-union-find","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/34816\/","title":{"rendered":"Swift Coding Test Course, Union Find"},"content":{"rendered":"<p><body><\/p>\n<article>\n<section>\n<h2>Introduction<\/h2>\n<p>\n                Currently, understanding algorithms and data structures is essential in the IT industry. Especially for developers preparing for employment, it is crucial to have problem-solving skills based on this knowledge. In this course, we will take a closer look at the &#8216;Union-Find&#8217; algorithm and explain the problem-solving process using it step by step.\n            <\/p>\n<\/section>\n<section>\n<h2>What is Union-Find?<\/h2>\n<p>\n                Union-Find is a data structure primarily used to handle operations on sets, supporting two main operations:\n            <\/p>\n<ul>\n<li><strong>Union:<\/strong> The operation of merging two sets<\/li>\n<li><strong>Find:<\/strong> The operation of finding which set a particular element belongs to<\/li>\n<\/ul>\n<p>\n                This data structure is useful for solving the Disjoint Set problem. Union-Find increases efficiency using optimization techniques called &#8216;Path Compression&#8217; and &#8216;Rank&#8217;.\n            <\/p>\n<\/section>\n<section>\n<h2>Problem Definition<\/h2>\n<p>\n                To define the problem, let&#8217;s set up a hypothetical situation. <\/p>\n<p><strong>Problem:<\/strong> Given N elements, write a program to determine whether multiple pairs of elements belong to the same set.<br \/>\n                <br \/>\n                The number of elements N and the number of pairs M are provided. For each pair, if they belong to the &#8216;same set&#8217;, print &#8220;YES&#8221;, and if they belong to &#8216;different sets&#8217;, print &#8220;NO&#8221;.\n            <\/p>\n<\/section>\n<section>\n<h2>Example Problem<\/h2>\n<p>\n<strong>Input:<\/strong>\n<\/p>\n<pre>\n5 4\n1 2\n1 3\n2 3\n4 5\n1 4\n            <\/pre>\n<p>\n<strong>Output:<\/strong>\n<\/p>\n<pre>\nNO\nYES\n            <\/pre>\n<p>\n                In the above example, the first pair (1, 4) belongs to different sets, so it outputs &#8220;NO&#8221;, and the second pair (1, 4) belongs to the same set, so it outputs &#8220;YES&#8221;.\n            <\/p>\n<\/section>\n<section>\n<h2>Implementing the Union-Find Algorithm<\/h2>\n<p>\n                Now, let&#8217;s implement the Union-Find algorithm in Swift. We will write the code reflecting the basic concepts.\n            <\/p>\n<pre>\nclass UnionFind {\n    private var parent: [Int]\n    private var rank: [Int]\n    \n    init(size: Int) {\n        self.parent = Array(0..<size)\n        self.rank = Array(repeating: 0, count: size)\n    }\n    \n    func find(_ p: Int) -> Int {\n        if p != parent[p] {\n            parent[p] = find(parent[p]) \/\/ Path Compression\n        }\n        return parent[p]\n    }\n    \n    func union(_ p: Int, _ q: Int) {\n        let rootP = find(p)\n        let rootQ = find(q)\n        \n        if rootP != rootQ {\n            if rank[rootP] > rank[rootQ] {\n                parent[rootQ] = rootP\n            } else if rank[rootP] < rank[rootQ] {\n                parent[rootP] = rootQ\n            } else {\n                parent[rootQ] = rootP\n                rank[rootP] += 1\n            }\n        }\n    }\n}\n            <\/pre>\n<\/section>\n<section>\n<h2>Problem Solving Process<\/h2>\n<p>\n                To solve the problem, we will follow these steps.\n            <\/p>\n<ol>\n<li>Parse the input to obtain the number of elements N and the number of pairs M.<\/li>\n<li>Use the UnionFind class to manage the sets of elements.<\/li>\n<li>Perform the union operation for each pair to merge the sets.<\/li>\n<li>Perform the find operation for each pair and print the results.<\/li>\n<\/ol>\n<p>\n                The code is as follows.\n            <\/p>\n<pre>\nimport Foundation\n\nlet input = readLine()!.split(separator: \" \").map { Int($0)! }\nlet n = input[0]\nlet m = input[1]\n\nlet unionFind = UnionFind(size: n + 1)\n\nfor _ in 0..<m {\n    let pair = readLine()!.split(separator: \" \").map { Int($0)! }\n    unionFind.union(pair[0], pair[1])\n}\n\nfor _ in 0..<m {\n    let checkPair = readLine()!.split(separator: \" \").map { Int($0)! }\n    if unionFind.find(checkPair[0]) == unionFind.find(checkPair[1]) {\n        print(\"YES\")\n    } else {\n        print(\"NO\")\n    }\n}\n            <\/pre>\n<\/section>\n<section>\n<h2>Conclusion<\/h2>\n<p>\n                In this course, we have implemented the theoretical background of the Union-Find algorithm and the problem-solving process in Swift. Union-Find is one of the very useful data structures for graph-related problems. By utilizing this data structure, complex problems can be effectively solved.\n            <\/p>\n<p>\n                I hope you continue to explore various algorithms to aid in your coding test preparation, and I look forward to introducing other algorithms in the next course.\n            <\/p>\n<\/section>\n<\/article>\n<p><\/body><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Introduction Currently, understanding algorithms and data structures is essential in the IT industry. Especially for developers preparing for employment, it is crucial to have problem-solving skills based on this knowledge. In this course, we will take a closer look at the &#8216;Union-Find&#8217; algorithm and explain the problem-solving process using it step by step. What is &hellip; <a href=\"https:\/\/atmokpo.com\/w\/34816\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;Swift Coding Test Course, Union Find&#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":[129],"tags":[],"class_list":["post-34816","post","type-post","status-publish","format-standard","hentry","category-swift-coding-test"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Swift Coding Test Course, Union Find - \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\/34816\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Swift Coding Test Course, Union Find - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"Introduction Currently, understanding algorithms and data structures is essential in the IT industry. 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