{"id":27176,"date":"2024-10-27T13:44:17","date_gmt":"2024-10-27T13:44:17","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=27176"},"modified":"2024-11-26T07:20:56","modified_gmt":"2024-11-26T07:20:56","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%eb%8b%a8-%ea%b2%bd%eb%a1%9c-%ea%b5%ac%ed%95%98%ea%b8%b0","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/27176\/","title":{"rendered":"\ud30c\uc774\uc36c \ucf54\ub529\ud14c\uc2a4\ud2b8 \uac15\uc88c, \ucd5c\ub2e8 \uacbd\ub85c \uad6c\ud558\uae30"},"content":{"rendered":"<p><body><\/p>\n<p>\uc548\ub155\ud558\uc138\uc694! \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 \ucde8\uc5c5\uc744 \uc704\ud55c \uc54c\uace0\ub9ac\uc998 \uc2dc\ud5d8 \uc900\ube44\uacfc\uc815\uc5d0 \ub300\ud574 \uc774\uc57c\uae30\ud558\uace0\uc790 \ud569\ub2c8\ub2e4. \ud2b9\ud788, <strong>\ucd5c\ub2e8 \uacbd\ub85c \uad6c\ud558\uae30<\/strong> \uc54c\uace0\ub9ac\uc998 \ubb38\uc81c\uc5d0 \ub300\ud574 \uae4a\uc774 \uc788\uac8c \ub2e4\ub904\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc774 \ubb38\uc81c\ub294 \ub2e4\uc591\ud55c \uc0c1\ud669\uc5d0\uc11c \uc811\ud560 \uc218 \uc788\uc73c\uba70, \uadf8\ub798\ud504 \uc774\ub860\uc758 \uae30\ubcf8 \uac1c\ub150\uc778 \ucd5c\ub2e8 \uacbd\ub85c \uc54c\uace0\ub9ac\uc998\uc740 \ucde8\uc5c5 \uc778\ud130\ubdf0\uc5d0\uc11c \uc790\uc8fc \ucd9c\uc81c\ub418\ub294 \ubb38\uc81c\uc785\ub2c8\ub2e4.<\/p>\n<h2>\ucd5c\ub2e8 \uacbd\ub85c \ubb38\uc81c\uc758 \uc815\uc758<\/h2>\n<p>\ucd5c\ub2e8 \uacbd\ub85c \ubb38\uc81c\ub294 \uc8fc\uc5b4\uc9c4 \uadf8\ub798\ud504\uc5d0\uc11c \ub450 \ub178\ub4dc \uc0ac\uc774\uc758 \uacbd\ub85c \uc911\uc5d0\uc11c \uac00\uc7a5 \uc9e7\uc740 \uacbd\ub85c\ub97c \ucc3e\ub294 \ubb38\uc81c\uc785\ub2c8\ub2e4. \uc5ec\uae30\uc11c \uadf8\ub798\ud504\ub294 \ub3c4\ub85c, \ud1b5\uc2e0\ub9dd \ub4f1\uc758 \ub124\ud2b8\uc6cc\ud06c\ub97c \uc218\ud559\uc801\uc73c\ub85c \ud45c\ud604\ud55c \uac83\uc73c\ub85c, \uc815\uc810(vertex)\uacfc \uac04\uc120(edge)\uc73c\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4. \uc6b0\ub9ac\ub294 \uc774 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574 \uc5ec\ub7ec \uac00\uc9c0 \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc73c\uba70, \uc5ec\uae30\uc5d0\uc11c\ub294 Dijkstra \uc54c\uace0\ub9ac\uc998\uc744 \uc9d1\uc911\uc801\uc73c\ub85c \ub2e4\ub8f0 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<h3>Dijkstra \uc54c\uace0\ub9ac\uc998 \uc774\ud574\ud558\uae30<\/h3>\n<p>Dijkstra \uc54c\uace0\ub9ac\uc998\uc740 \uac00\uc911\uce58\uac00 \uc788\ub294 \uadf8\ub798\ud504\uc5d0\uc11c \ud558\ub098\uc758 \uc815\uc810\uc5d0\uc11c \ub2e4\ub978 \ubaa8\ub4e0 \uc815\uc810\uae4c\uc9c0\uc758 \ucd5c\ub2e8 \uacbd\ub85c\ub97c \ucc3e\ub294 \ud6a8\uc728\uc801\uc778 \uc54c\uace0\ub9ac\uc998\uc785\ub2c8\ub2e4. \uc774 \uc54c\uace0\ub9ac\uc998\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \ubc29\uc2dd\uc73c\ub85c \uc791\ub3d9\ud569\ub2c8\ub2e4:<\/p>\n<ol>\n<li>\uc2dc\uc791 \uc815\uc810\uc744 \uc120\ud0dd\ud558\uace0, \ud574\ub2f9 \uc815\uc810\uc5d0 \ub300\ud55c \uac70\ub9ac\ub97c 0\uc73c\ub85c \uc124\uc815\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc2dc\uc791 \uc815\uc810\uacfc \uc5f0\uacb0\ub41c \uc815\uc810\ub4e4\uc758 \uac70\ub9ac\ub97c \uac31\uc2e0\ud569\ub2c8\ub2e4.<\/li>\n<li>\uac31\uc2e0\ub41c \uac70\ub9ac \uc911 \uac00\uc7a5 \uc9e7\uc740 \uc815\uc810\uc744 \uc120\ud0dd\ud558\uace0, \uadf8 \uc815\uc810\uc744 &#8216;\ubc29\ubb38\ud55c \uc815\uc810&#8217;\uc73c\ub85c \ud45c\uc2dc\ud569\ub2c8\ub2e4.<\/li>\n<li>\ubc29\ubb38\ud55c \uc815\uc810\uacfc \uc5f0\uacb0\ub41c \uc815\uc810\uc744 \ubc18\ubcf5\uc801\uc73c\ub85c \uc120\ud0dd\ud558\uc5ec \uac70\ub9ac\ub97c \uac31\uc2e0\ud569\ub2c8\ub2e4.<\/li>\n<li>\ubaa8\ub4e0 \uc815\uc810\uc774 \ubc29\ubb38\ub420 \ub54c\uae4c\uc9c0 \uc774 \uacfc\uc815\uc744 \ubc18\ubcf5\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n<h2>\ubb38\uc81c \uc81c\uc2dc<\/h2>\n<p>\uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \uadf8\ub798\ud504\uac00 \uc8fc\uc5b4\uc84c\uc744 \ub54c, \ub450 \uc815\uc810 \uac04\uc758 \ucd5c\ub2e8 \uacbd\ub85c\ub97c \uad6c\ud558\ub294 \ubb38\uc81c\ub97c \ub2e4\ub8e8\uaca0\uc2b5\ub2c8\ub2e4. \uc544\ub798\uc640 \uac19\uc740 \ud615\ud0dc\ub85c \ubb38\uc81c\ub97c \uc815\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<div class=\"example\">\n<h3>\ubb38\uc81c: \ucd5c\ub2e8 \uacbd\ub85c \uad6c\ud558\uae30<\/h3>\n<p>\uc8fc\uc5b4\uc9c4 \ubc29\ud5a5 \uadf8\ub798\ud504\uc640 \uadf8 \uac00\uc911\uce58\uac00 \uc8fc\uc5b4\uc9c8 \ub54c, \uc815\uc810 <code>S<\/code>\uc5d0\uc11c \uc815\uc810 <code>T<\/code>\uae4c\uc9c0\uc758 \ucd5c\ub2e8 \uacbd\ub85c\uc758 \uac70\ub9ac\ub97c \uad6c\ud558\uc2dc\uc624.<\/p>\n<p>\uc785\ub825:<\/p>\n<pre><code>5 7\n0 1 2\n0 2 3\n1 2 1\n1 3 5\n2 4 2\n3 4 1\n4 3 3\n0 4<\/code><\/pre>\n<p>\ucd9c\ub825: <code>5<\/code><\/p>\n<p>\uc124\uba85: 0\ubc88 \uc815\uc810\uc5d0\uc11c 4\ubc88 \uc815\uc810\uae4c\uc9c0 \uac00\ub294 \uacbd\ub85c\ub294 0\u21921\u21922\u21924 \ub610\ub294 0\u21922\u21924\uac00 \uc788\uc73c\uba70, \ub450 \uacbd\ub85c\uc758 \ucd5c\ub2e8 \uac70\ub9ac\uc778 5\ub97c \ucd9c\ub825\ud558\uba74 \ub429\ub2c8\ub2e4.<\/p>\n<\/div>\n<h2>\ubb38\uc81c \ud574\uacb0 \uacfc\uc815<\/h2>\n<h3>1. \uadf8\ub798\ud504 \uad6c\uc870 \uc124\uc815<\/h3>\n<p>\uc6b0\uc120, \uc704 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574\uc11c\ub294 \uadf8\ub798\ud504\ub97c \uc801\uc808\ud55c \ub370\uc774\ud130 \uad6c\uc870\ub85c \uc124\uc815\ud574\uc57c \ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \uc778\uc811 \ub9ac\uc2a4\ud2b8 \ud615\ud0dc\ub97c \uc0ac\uc6a9\ud558\ub294 \uac83\uc774 \uba54\ubaa8\ub9ac \ubc0f \ucc98\ub9ac \uc18d\uba74\uc5d0\uc11c \ud6a8\uc728\uc801\uc785\ub2c8\ub2e4. Python\uc5d0\uc11c\ub294 \ub515\uc154\ub108\ub9ac\ub97c \uc0ac\uc6a9\ud558\uc5ec \uad6c\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>2. Dijkstra \uc54c\uace0\ub9ac\uc998 \uad6c\ud604<\/h3>\n<p>\ub2e4\uc74c\uc73c\ub85c Dijkstra \uc54c\uace0\ub9ac\uc998\uc744 \uad6c\ud604\ud558\uae30 \uc704\ud574 \ud544\uc694\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<pre><code>import heapq\nimport sys\nfrom collections import defaultdict\n<\/code><\/pre>\n<p>\uc5ec\uae30\uc11c <code>heapq<\/code>\ub294 \uc6b0\uc120\uc21c\uc704 \ud050(priority queue)\ub97c \uc704\ud574 \uc0ac\uc6a9\ud558\uace0, <code>defaultdict<\/code>\ub294 \uc778\uc811 \ub9ac\uc2a4\ud2b8\ub97c \uc27d\uac8c \uad6c\ud604\ud558\uae30 \uc704\ud574 \uc0ac\uc6a9\ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<h3>3. Python \ucf54\ub4dc \uc608\uc81c<\/h3>\n<p>\uc774\uc81c \ucd5c\ub2e8 \uacbd\ub85c\ub97c \uad6c\ud558\ub294 \uc804\uccb4 \ucf54\ub4dc\ub97c \uc791\uc131\ud574\ubcf4\uaca0\uc2b5\ub2c8\ub2e4:<\/p>\n<pre><code>\ndef dijkstra(graph, start, end):\n    # \uac70\ub9ac \ucd08\uae30\ud654\n    distance = {node: float('inf') for node in graph}\n    distance[start] = 0\n    priority_queue = [(0, start)]  # (\uac70\ub9ac, \uc815\uc810)\n\n    while priority_queue:\n        current_distance, current_node = heapq.heappop(priority_queue)\n\n        # \ud604\uc7ac \ub178\ub4dc\uae4c\uc9c0\uc758 \uac70\ub9ac\ubcf4\ub2e4 \ud070 \uac12\uc774 \ub4e4\uc5b4\uc628 \uacbd\uc6b0 \ubb34\uc2dc\n        if current_distance &gt; distance[current_node]:\n            continue\n\n        # \uc774\uc6c3 \ub178\ub4dc \ubc29\ubb38\n        for neighbor, weight in graph[current_node]:\n            distance_via_neighbor = current_distance + weight\n            if distance_via_neighbor &lt; distance[neighbor]:\n                distance[neighbor] = distance_via_neighbor\n                heapq.heappush(priority_queue, (distance_via_neighbor, neighbor))\n\n    return distance[end]\n\n# \uadf8\ub798\ud504 \uc815\uc758\ngraph = defaultdict(list)\nedges = [\n    (0, 1, 2),\n    (0, 2, 3),\n    (1, 2, 1),\n    (1, 3, 5),\n    (2, 4, 2),\n    (3, 4, 1),\n    (4, 3, 3)\n]\n\nfor u, v, w in edges:\n    graph[u].append((v, w))\n\n# \ucd5c\ub2e8 \uacbd\ub85c \uacc4\uc0b0\nstart, end = 0, 4\nresult = dijkstra(graph, start, end)\nprint(result)  # \ucd9c\ub825 \uacb0\uacfc: 5\n<\/code><\/pre>\n<h2>4. \ucf54\ub4dc \uc124\uba85<\/h2>\n<p>\uc704 \ucf54\ub4dc\ub294 Dijkstra \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc8fc\uc5b4\uc9c4 \uadf8\ub798\ud504\uc5d0\uc11c \ucd5c\ub2e8 \uacbd\ub85c\ub97c \uad6c\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uac01 \uc8fc\uc11d\uc744 \ud1b5\ud574 \ucf54\ub4dc\ub97c \ub2e8\uacc4\ubcc4\ub85c \uc774\ud574\ud560 \uc218 \uc788\uc9c0\ub9cc, \uc5ec\uae30\uc11c \uac04\ub2e8\ud788 \uc694\uc57d\ud558\uc790\uba74:<\/p>\n<ol>\n<li>\uadf8\ub798\ud504\ub97c \ub515\uc154\ub108\ub9ac \ud615\ud0dc\ub85c \uc124\uc815\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc2dc\uc791 \uc815\uc810\uc758 \uac70\ub9ac\ub97c \ucd08\uae30\ud654\ud558\uace0, \uc6b0\uc120\uc21c\uc704 \ud050\uc5d0 \ucd94\uac00\ud569\ub2c8\ub2e4.<\/li>\n<li>\ud050\uc5d0\uc11c \uc815\uc810\uc744 \uaebc\ub0b4 \ud574\ub2f9 \uc815\uc810\uc758 \uc774\uc6c3\uc744 \uc870\uc0ac\ud558\uc5ec \uac70\ub9ac \uc5c5\ub370\uc774\ud2b8 \ubc0f \ud050\uc5d0 \ucd94\uac00\ud569\ub2c8\ub2e4.<\/li>\n<li>\ubaa8\ub4e0 \uc815\uc810\uc5d0 \ub300\ud55c \uac70\ub9ac\ub97c \uacc4\uc0b0\ud55c \ud6c4, \ucd5c\uc885\uc801\uc73c\ub85c \ub3c4\ucc29 \uc815\uc810\uc758 \uac70\ub9ac\ub97c \ubc18\ud658\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n<h2>\uacb0\ub860<\/h2>\n<p>\ucd5c\ub2e8 \uacbd\ub85c \uad6c\ud558\uae30 \uc54c\uace0\ub9ac\uc998\uc740 \ucef4\ud4e8\ud130 \uacfc\ud559\uc758 \uc911\uc694\ud55c \uc8fc\uc81c \uc911 \ud558\ub098\ub85c, \uac04\ub2e8\ud558\uac8c \ubcf4\uc77c \uc218 \uc788\uc9c0\ub9cc \uc2e4\uc81c\ub85c\ub294 \ub2e4\uc591\ud55c \ud615\ud0dc\ub85c \ubcc0\ud615\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Dijkstra \uc54c\uace0\ub9ac\uc998 \uc774\uc678\uc5d0\ub3c4 Bellman-Ford, A* \uc54c\uace0\ub9ac\uc998 \ub4f1 \uc5ec\ub7ec \uac00\uc9c0 \ubc29\ubc95\uc774 \uc874\uc7ac\ud569\ub2c8\ub2e4. \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 \uac00\uc7a5 \uae30\ubcf8\uc801\uc774\uace0 \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 Dijkstra \uc54c\uace0\ub9ac\uc998\uc5d0 \ub300\ud574 \ud30c\ud5e4\uccd0 \ubcf4\uc558\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc55e\uc73c\ub85c\ub3c4 \ub2e4\uc591\ud55c \uc54c\uace0\ub9ac\uc998 \ubb38\uc81c\ub4e4\uc744 \ud568\uaed8 \ud480\uc5b4\ub098\uac00\uba70 \ub354 \uc2ec\ud654\ub41c \ub0b4\uc6a9\ub3c4 \ub2e4\ub8e8\uc5b4 \ubcf4\ub3c4\ub85d \ud558\uaca0\uc2b5\ub2c8\ub2e4. \uac10\uc0ac\ud569\ub2c8\ub2e4!<\/p>\n<p><\/body><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uc548\ub155\ud558\uc138\uc694! \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 \ucde8\uc5c5\uc744 \uc704\ud55c \uc54c\uace0\ub9ac\uc998 \uc2dc\ud5d8 \uc900\ube44\uacfc\uc815\uc5d0 \ub300\ud574 \uc774\uc57c\uae30\ud558\uace0\uc790 \ud569\ub2c8\ub2e4. \ud2b9\ud788, \ucd5c\ub2e8 \uacbd\ub85c \uad6c\ud558\uae30 \uc54c\uace0\ub9ac\uc998 \ubb38\uc81c\uc5d0 \ub300\ud574 \uae4a\uc774 \uc788\uac8c \ub2e4\ub904\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc774 \ubb38\uc81c\ub294 \ub2e4\uc591\ud55c \uc0c1\ud669\uc5d0\uc11c \uc811\ud560 \uc218 \uc788\uc73c\uba70, \uadf8\ub798\ud504 \uc774\ub860\uc758 \uae30\ubcf8 \uac1c\ub150\uc778 \ucd5c\ub2e8 \uacbd\ub85c \uc54c\uace0\ub9ac\uc998\uc740 \ucde8\uc5c5 \uc778\ud130\ubdf0\uc5d0\uc11c \uc790\uc8fc \ucd9c\uc81c\ub418\ub294 \ubb38\uc81c\uc785\ub2c8\ub2e4. \ucd5c\ub2e8 \uacbd\ub85c \ubb38\uc81c\uc758 \uc815\uc758 \ucd5c\ub2e8 \uacbd\ub85c \ubb38\uc81c\ub294 \uc8fc\uc5b4\uc9c4 \uadf8\ub798\ud504\uc5d0\uc11c \ub450 \ub178\ub4dc \uc0ac\uc774\uc758 \uacbd\ub85c \uc911\uc5d0\uc11c \uac00\uc7a5 &hellip; <a href=\"https:\/\/atmokpo.com\/w\/27176\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\ud30c\uc774\uc36c \ucf54\ub529\ud14c\uc2a4\ud2b8 \uac15\uc88c, \ucd5c\ub2e8 \uacbd\ub85c \uad6c\ud558\uae30&#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":[23],"tags":[],"class_list":["post-27176","post","type-post","status-publish","format-standard","hentry","category-23"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\ud30c\uc774\uc36c \ucf54\ub529\ud14c\uc2a4\ud2b8 \uac15\uc88c, \ucd5c\ub2e8 \uacbd\ub85c \uad6c\ud558\uae30 - \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\/27176\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\ud30c\uc774\uc36c \ucf54\ub529\ud14c\uc2a4\ud2b8 \uac15\uc88c, \ucd5c\ub2e8 \uacbd\ub85c \uad6c\ud558\uae30 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\uc548\ub155\ud558\uc138\uc694! \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 \ucde8\uc5c5\uc744 \uc704\ud55c \uc54c\uace0\ub9ac\uc998 \uc2dc\ud5d8 \uc900\ube44\uacfc\uc815\uc5d0 \ub300\ud574 \uc774\uc57c\uae30\ud558\uace0\uc790 \ud569\ub2c8\ub2e4. \ud2b9\ud788, \ucd5c\ub2e8 \uacbd\ub85c \uad6c\ud558\uae30 \uc54c\uace0\ub9ac\uc998 \ubb38\uc81c\uc5d0 \ub300\ud574 \uae4a\uc774 \uc788\uac8c \ub2e4\ub904\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc774 \ubb38\uc81c\ub294 \ub2e4\uc591\ud55c \uc0c1\ud669\uc5d0\uc11c \uc811\ud560 \uc218 \uc788\uc73c\uba70, \uadf8\ub798\ud504 \uc774\ub860\uc758 \uae30\ubcf8 \uac1c\ub150\uc778 \ucd5c\ub2e8 \uacbd\ub85c \uc54c\uace0\ub9ac\uc998\uc740 \ucde8\uc5c5 \uc778\ud130\ubdf0\uc5d0\uc11c \uc790\uc8fc 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