{"id":477375,"date":"2023-08-09T09:11:34","date_gmt":"2023-08-09T09:11:34","guid":{"rendered":""},"modified":"2023-09-05T11:14:34","modified_gmt":"2023-09-05T11:14:34","slug":"graph-neural-networks","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ir\/wiki\/graph-neural-networks\/","title":{"rendered":"\u06af\u0631\u0627\u0641 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc"},"content":{"rendered":"<h2>\u0645\u0631\u0648\u0631\u06cc \u0628\u0631 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u06af\u0631\u0627\u0641<\/h2>\n<p>\u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u06af\u0631\u0627\u0641 (GNN) \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u067e\u06cc\u0634\u0631\u0641\u062a \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0647\u062f\u0641 \u0622\u0646 \u0636\u0628\u0637 \u0648 \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0633\u0627\u062e\u062a\u0627\u0631 \u06cc\u0627\u0641\u062a\u0647 \u0646\u0645\u0648\u062f\u0627\u0631 \u0627\u0633\u062a. \u0627\u0633\u0627\u0633\u0627\u064b\u060c GNN \u0647\u0627 \u0646\u0648\u0639\u06cc \u0627\u0632 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0628\u0647 \u0637\u0648\u0631 \u062e\u0627\u0635 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0646\u062f \u062a\u0627 \u0628\u0631 \u0631\u0648\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0633\u0627\u062e\u062a\u0627\u0631 \u06cc\u0627\u0641\u062a\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0646\u0645\u0648\u062f\u0627\u0631 \u06a9\u0627\u0631 \u06a9\u0646\u0646\u062f \u0648 \u0628\u0647 \u0622\u0646\u0647\u0627 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u0628\u0627 \u0637\u06cc\u0641 \u0645\u062a\u0646\u0648\u0639\u06cc \u0627\u0632 \u0645\u0634\u06a9\u0644\u0627\u062a\u06cc \u06a9\u0647 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0633\u0646\u062a\u06cc \u0628\u0627 \u0622\u0646\u0647\u0627 \u062f\u0633\u062a \u0648 \u067e\u0646\u062c\u0647 \u0646\u0631\u0645 \u0645\u06cc \u06a9\u0646\u0646\u062f\u060c \u0645\u0642\u0627\u0628\u0644\u0647 \u06a9\u0646\u0646\u062f. \u0627\u06cc\u0646 \u0634\u0627\u0645\u0644 \u0628\u0627\u0632\u0646\u0645\u0627\u06cc\u06cc \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0627\u062c\u062a\u0645\u0627\u0639\u06cc\u060c \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u062a\u0648\u0635\u06cc\u0647\u060c \u062a\u0641\u0633\u06cc\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u06cc\u0648\u0644\u0648\u0698\u06cc\u06a9\u06cc \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062a\u0631\u0627\u0641\u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0627\u0633\u062a\u060c \u0627\u0645\u0627 \u0645\u062d\u062f\u0648\u062f \u0628\u0647 \u0622\u0646 \u0646\u0645\u06cc \u0634\u0648\u062f.<\/p>\n<h2>\u062a\u0627\u0631\u06cc\u062e\u0686\u0647 \u0648 \u067e\u06cc\u062f\u0627\u06cc\u0634 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u06af\u0631\u0627\u0641<\/h2>\n<p>\u0645\u0641\u0647\u0648\u0645 GNN \u0628\u0631\u0627\u06cc \u0627\u0648\u0644\u06cc\u0646 \u0628\u0627\u0631 \u062f\u0631 \u0627\u0648\u0627\u06cc\u0644 \u062f\u0647\u0647 2000 \u0628\u0627 \u06a9\u0627\u0631 \u0641\u0631\u0627\u0646\u06a9\u0648 \u0627\u0633\u06a9\u0627\u0631\u0633\u0644\u06cc\u060c \u0645\u0627\u0631\u06a9\u0648 \u06af\u0648\u0631\u06cc \u0648 \u062f\u06cc\u06af\u0631\u0627\u0646 \u067e\u062f\u06cc\u062f\u0627\u0631 \u0634\u062f. \u0622\u0646\u0647\u0627 \u0645\u062f\u0644 \u0627\u0635\u0644\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc Graph \u0631\u0627 \u062a\u0648\u0633\u0639\u0647 \u062f\u0627\u062f\u0646\u062f \u06a9\u0647 \u0647\u0645\u0633\u0627\u06cc\u06af\u06cc \u0645\u062d\u0644\u06cc \u06cc\u06a9 \u06af\u0631\u0647 \u0631\u0627 \u0628\u0647 \u0633\u0628\u06a9 \u062a\u06a9\u0631\u0627\u0631\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u06cc \u06a9\u0631\u062f. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0627\u0635\u0644\u06cc \u0628\u0627 \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc\u06cc \u0628\u0627 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0648 \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc \u0645\u0648\u0627\u062c\u0647 \u0628\u0648\u062f.<\/p>\n<p>\u062a\u0627 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u0627\u0644 (CNN) \u0631\u0648\u06cc \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627 \u0645\u0639\u0631\u0641\u06cc \u0634\u062f\u0646\u062f\u060c \u06a9\u0647 \u0627\u063a\u0644\u0628 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u06af\u0631\u0627\u0641 (GCN) \u0634\u0646\u0627\u062e\u062a\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f\u060c GNN\u200c\u0647\u0627 \u062a\u0648\u062c\u0647 \u0628\u06cc\u0634\u062a\u0631\u06cc \u0631\u0627 \u0628\u0647 \u062e\u0648\u062f \u062c\u0644\u0628 \u06a9\u0631\u062f\u0646\u062f. \u06a9\u0627\u0631 \u062a\u0648\u0645\u0627\u0633 N. Kipf \u0648 Max Welling \u062f\u0631 \u0633\u0627\u0644 2016 \u0627\u06cc\u0646 \u0645\u0641\u0647\u0648\u0645 \u0631\u0627 \u0628\u0633\u06cc\u0627\u0631 \u0645\u062d\u0628\u0648\u0628 \u06a9\u0631\u062f \u0648 \u067e\u0627\u06cc\u0647 \u0627\u06cc \u0645\u062d\u06a9\u0645 \u0628\u0647 \u062d\u0648\u0632\u0647 GNN \u062f\u0627\u062f.<\/p>\n<h2>\u06af\u0633\u062a\u0631\u0634 \u0645\u0648\u0636\u0648\u0639: \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0646\u0645\u0648\u062f\u0627\u0631\u06cc<\/h2>\n<p>\u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u06af\u0631\u0627\u0641 (GNN) \u0627\u0632 \u0633\u0627\u062e\u062a\u0627\u0631 \u0646\u0645\u0648\u062f\u0627\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u06af\u0631\u0647 \u0647\u0627\u060c \u0644\u0628\u0647 \u0647\u0627 \u06cc\u0627 \u06a9\u0644 \u0646\u0645\u0648\u062f\u0627\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f. \u062f\u0631 \u0627\u0635\u0644\u060c GNN \u0647\u0627 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0647\u0631 \u06af\u0631\u0647 \u0648 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0647\u0645\u0633\u0627\u06cc\u0647 \u0647\u0627\u06cc \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc \u0628\u0631\u0627\u06cc \u0628\u0647 \u0631\u0648\u0632 \u0631\u0633\u0627\u0646\u06cc \u0648\u06cc\u0698\u06af\u06cc \u06af\u0631\u0647 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0627\u0631\u0633\u0627\u0644 \u067e\u06cc\u0627\u0645 \u0648 \u062a\u062c\u0645\u06cc\u0639 \u062f\u0631 \u0646\u0638\u0631 \u0645\u06cc \u06af\u06cc\u0631\u0646\u062f. \u0627\u06cc\u0646 \u0641\u0631\u0622\u06cc\u0646\u062f \u0627\u063a\u0644\u0628 \u0628\u0631\u0627\u06cc \u0686\u0646\u062f\u06cc\u0646 \u0628\u0627\u0631 \u062a\u06a9\u0631\u0627\u0631 \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u0628\u0647 \u0622\u0646\u0647\u0627 &quot;\u0644\u0627\u06cc\u0647 \u0647\u0627\u06cc&quot; GNN \u06af\u0641\u062a\u0647 \u0645\u06cc \u0634\u0648\u062f \u0648 \u0628\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0627\u062c\u0627\u0632\u0647 \u0627\u0646\u062a\u0634\u0627\u0631 \u062f\u0631 \u0634\u0628\u06a9\u0647 \u0631\u0627 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<h2>\u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062e\u0644\u06cc \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u06af\u0631\u0627\u0641<\/h2>\n<p>\u0645\u0639\u0645\u0627\u0631\u06cc GNN \u0627\u0632 \u0686\u0646\u062f \u062c\u0632\u0621 \u0627\u0635\u0644\u06cc \u062a\u0634\u06a9\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<ol>\n<li>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06af\u0631\u0647: \u0647\u0631 \u06af\u0631\u0647 \u062f\u0631 \u0646\u0645\u0648\u062f\u0627\u0631 \u062d\u0627\u0648\u06cc \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0627\u0648\u0644\u06cc\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0631 \u0627\u0633\u0627\u0633 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u06cc\u0627 \u0648\u0631\u0648\u062f\u06cc \u0647\u0627\u06cc \u062f\u0644\u062e\u0648\u0627\u0647 \u0628\u0627\u0634\u062f.<\/li>\n<li>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0644\u0628\u0647: \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 GNN \u0647\u0627 \u0646\u06cc\u0632 \u0627\u0632 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0644\u0628\u0647 \u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f \u06a9\u0647 \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u0631\u0648\u0627\u0628\u0637 \u0628\u06cc\u0646 \u06af\u0631\u0647 \u0647\u0627 \u0627\u0633\u062a.<\/li>\n<li>\u0627\u0631\u0633\u0627\u0644 \u067e\u06cc\u0627\u0645: \u06af\u0631\u0647\u200c\u0647\u0627 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0647\u0645\u0633\u0627\u06cc\u06af\u0627\u0646 \u062e\u0648\u062f \u0631\u0627 \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u062a\u0627 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u0647\u200c\u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc \u06a9\u0646\u0646\u062f \u0648 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0624\u062b\u0631 \u00ab\u067e\u06cc\u0627\u0645\u200c\u0647\u0627\u00bb \u0631\u0627 \u062f\u0631 \u0646\u0645\u0648\u062f\u0627\u0631 \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/li>\n<li>\u062a\u0627\u0628\u0639 \u0628\u0627\u0632\u062e\u0648\u0627\u0646\u06cc: \u067e\u0633 \u0627\u0632 \u0686\u0646\u062f\u06cc\u0646 \u0644\u0627\u06cc\u0647 \u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u060c \u06cc\u06a9 \u062a\u0627\u0628\u0639 \u0628\u0627\u0632\u062e\u0648\u0627\u0646\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u062e\u0631\u0648\u062c\u06cc \u062f\u0631 \u0633\u0637\u062d \u0646\u0645\u0648\u062f\u0627\u0631 \u0627\u0639\u0645\u0627\u0644 \u0634\u0648\u062f.<\/li>\n<\/ol>\n<h2>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u06af\u0631\u0627\u0641<\/h2>\n<ul>\n<li><strong>\u0642\u0627\u0628\u0644\u06cc\u062a \u0645\u062f\u06cc\u0631\u06cc\u062a \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0646\u0627\u0645\u0646\u0638\u0645:<\/strong> GNN \u0647\u0627 \u062f\u0631 \u0628\u0631\u062e\u0648\u0631\u062f \u0628\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0646\u0627\u0645\u0646\u0638\u0645\u060c \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0631\u0648\u0627\u0628\u0637 \u0628\u06cc\u0646 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0647\u0627 \u0627\u0647\u0645\u06cc\u062a \u062f\u0627\u0631\u0646\u062f \u0648 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u062a\u0648\u0633\u0637 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0633\u0646\u062a\u06cc \u0636\u0628\u0637 \u0646\u0645\u06cc \u0634\u0648\u0646\u062f\u060c \u0628\u0631\u062a\u0631\u06cc \u062f\u0627\u0631\u0646\u062f.<\/li>\n<li><strong>\u062a\u0639\u0645\u06cc\u0645 \u067e\u0630\u06cc\u0631\u06cc:<\/strong> GNN \u0647\u0627 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0645\u0634\u06a9\u0644\u06cc \u06a9\u0647 \u0628\u062a\u0648\u0627\u0646 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0646\u0645\u0648\u062f\u0627\u0631 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u060c \u0627\u0639\u0645\u0627\u0644 \u06a9\u0631\u062f \u0648 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0633\u06cc\u0627\u0631 \u0645\u062a\u0646\u0648\u0639 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li><strong>\u0639\u062f\u0645 \u062a\u063a\u06cc\u06cc\u0631 \u0628\u0647 \u062a\u0631\u062a\u06cc\u0628 \u0648\u0631\u0648\u062f\u06cc:<\/strong> GNN \u0647\u0627 \u0628\u062f\u0648\u0646 \u062a\u0648\u062c\u0647 \u0628\u0647 \u062a\u0631\u062a\u06cc\u0628 \u06af\u0631\u0647 \u0647\u0627 \u062f\u0631 \u06af\u0631\u0627\u0641\u060c \u062e\u0631\u0648\u062c\u06cc \u0647\u0627\u06cc \u062b\u0627\u0628\u062a\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u0646\u062f \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u062b\u0627\u0628\u062a \u0631\u0627 \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/li>\n<li><strong>\u0627\u0645\u06a9\u0627\u0646 \u062b\u0628\u062a \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0645\u062d\u0644\u06cc \u0648 \u062c\u0647\u0627\u0646\u06cc:<\/strong> GNN \u0647\u0627 \u0628\u0627 \u0645\u0639\u0645\u0627\u0631\u06cc \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f \u062e\u0648\u062f \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0645\u062d\u0644\u06cc \u0648 \u062c\u0647\u0627\u0646\u06cc \u0631\u0627 \u062f\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0646\u0646\u062f.<\/li>\n<\/ul>\n<h2>\u0627\u0646\u0648\u0627\u0639 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0646\u0645\u0648\u062f\u0627\u0631\u06cc<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u0646\u0648\u0639 GNN<\/th>\n<th>\u0634\u0631\u062d<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u06af\u0631\u0627\u0641 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u0627\u0644 (GCN)<\/td>\n<td>\u0627\u0632 \u0639\u0645\u0644\u06cc\u0627\u062a \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0628\u0631\u0627\u06cc \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u062d\u0644\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/td>\n<\/tr>\n<tr>\n<td>\u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u062a\u0648\u062c\u0647 \u0646\u0645\u0648\u062f\u0627\u0631 (GAT)<\/td>\n<td>\u0627\u0632 \u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 \u0647\u0627\u06cc \u062a\u0648\u062c\u0647 \u0628\u0631\u0627\u06cc \u0648\u0632\u0646 \u062f\u0627\u062f\u0646 \u0628\u0647 \u062a\u0623\u062b\u06cc\u0631 \u06af\u0631\u0647 \u0647\u0627\u06cc \u0647\u0645\u0633\u0627\u06cc\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/td>\n<\/tr>\n<tr>\n<td>\u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0627\u06cc\u0632\u0648\u0645\u0648\u0631\u0641\u06cc\u0633\u0645 \u0646\u0645\u0648\u062f\u0627\u0631 (GIN)<\/td>\n<td>\u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u06af\u0631\u0641\u062a\u0646 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062a\u0648\u067e\u0648\u0644\u0648\u0698\u06cc\u06a9\u06cc \u0645\u062e\u062a\u0644\u0641 \u0628\u0627 \u062a\u0645\u0627\u06cc\u0632 \u0633\u0627\u062e\u062a\u0627\u0631\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u06af\u0631\u0627\u0641.<\/td>\n<\/tr>\n<tr>\n<td>GraphSAGE<\/td>\n<td>\u062a\u0639\u0628\u06cc\u0647 \u06af\u0631\u0647 \u0647\u0627\u06cc \u0627\u0644\u0642\u0627\u06cc\u06cc \u0631\u0627 \u0628\u06cc\u0627\u0645\u0648\u0632\u06cc\u062f \u0648 \u0627\u0645\u06a9\u0627\u0646 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062f\u06cc\u062f\u0647 \u0646\u0634\u062f\u0647 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627 \u0648 \u0686\u0627\u0644\u0634 \u0647\u0627\u06cc \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0646\u0645\u0648\u062f\u0627\u0631\u06cc<\/h2>\n<p>GNN \u0647\u0627 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0645\u062a\u0646\u0648\u0639\u06cc \u062f\u0627\u0631\u0646\u062f\u060c \u0627\u0632 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0627\u062c\u062a\u0645\u0627\u0639\u06cc \u0648 \u0628\u06cc\u0648\u0627\u0646\u0641\u0648\u0631\u0645\u0627\u062a\u06cc\u06a9 \u06af\u0631\u0641\u062a\u0647 \u062a\u0627 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u062a\u0631\u0627\u0641\u06cc\u06a9 \u0648 \u062a\u0623\u06cc\u06cc\u062f \u0628\u0631\u0646\u0627\u0645\u0647. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0622\u0646\u0647\u0627 \u0646\u06cc\u0632 \u0628\u0627 \u0686\u0627\u0644\u0634 \u0647\u0627\u06cc\u06cc \u0631\u0648\u0628\u0631\u0648 \u0647\u0633\u062a\u0646\u062f. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c GNN \u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0627 \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631\u06cc \u0628\u0647 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u062f\u0633\u062a \u0648 \u067e\u0646\u062c\u0647 \u0646\u0631\u0645 \u06a9\u0646\u0646\u062f \u0648 \u0637\u0631\u0627\u062d\u06cc \u0646\u0645\u0627\u06cc\u0634 \u06af\u0631\u0627\u0641 \u0645\u0646\u0627\u0633\u0628 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0628\u0627\u0634\u062f.<\/p>\n<p>\u067e\u0631\u062f\u0627\u062e\u062a\u0646 \u0628\u0647 \u0627\u06cc\u0646 \u0686\u0627\u0644\u0634 \u0647\u0627 \u0627\u063a\u0644\u0628 \u0634\u0627\u0645\u0644 \u0645\u0628\u0627\u062f\u0644\u0647 \u0628\u06cc\u0646 \u062f\u0642\u062a \u0648 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0637\u0631\u0627\u062d\u06cc \u0648 \u0622\u0632\u0645\u0627\u06cc\u0634 \u062f\u0642\u06cc\u0642 \u062f\u0627\u0631\u062f. \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0645\u0627\u0646\u0646\u062f PyTorch Geometric\u060c DGL \u0648 Spectral \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0641\u0631\u0622\u06cc\u0646\u062f \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0648 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0631\u0627 \u0622\u0633\u0627\u0646 \u06a9\u0646\u0646\u062f.<\/p>\n<h2>\u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0633\u0627\u06cc\u0631 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u062c\u0646\u0628\u0647<\/th>\n<th>GNN \u0647\u0627<\/th>\n<th>CNN \u0647\u0627<\/th>\n<th>RNN \u0647\u0627<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627<\/td>\n<td>\u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627<\/td>\n<td>\u0634\u0628\u06a9\u0647 \u0647\u0627 (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u062a\u0635\u0627\u0648\u06cc\u0631)<\/td>\n<td>\u062f\u0646\u0628\u0627\u0644\u0647 \u0647\u0627 (\u0645\u062b\u0644\u0627\u064b \u0645\u062a\u0646)<\/td>\n<\/tr>\n<tr>\n<td>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc<\/td>\n<td>\u0627\u0632 \u0633\u0627\u062e\u062a\u0627\u0631 \u06af\u0631\u0627\u0641 \u0628\u0647\u0631\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u0645\u06cc \u06a9\u0646\u062f<\/td>\n<td>\u0627\u0632 \u0645\u0648\u0642\u0639\u06cc\u062a \u0645\u06a9\u0627\u0646\u06cc \u0628\u0647\u0631\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u0645\u06cc \u06a9\u0646\u062f<\/td>\n<td>\u0627\u0632 \u067e\u0648\u06cc\u0627\u06cc\u06cc \u0647\u0627\u06cc \u0632\u0645\u0627\u0646\u06cc \u0628\u0647\u0631\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u0645\u06cc \u06a9\u0646\u062f<\/td>\n<\/tr>\n<tr>\n<td>\u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc<\/td>\n<td>\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0627\u062c\u062a\u0645\u0627\u0639\u06cc\u060c \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0633\u0627\u062e\u062a\u0627\u0631 \u0645\u0648\u0644\u06a9\u0648\u0644\u06cc<\/td>\n<td>\u062a\u0634\u062e\u06cc\u0635 \u062a\u0635\u0648\u06cc\u0631\u060c \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0648\u06cc\u062f\u0626\u0648<\/td>\n<td>\u0645\u062f\u0644 \u0633\u0627\u0632\u06cc \u0632\u0628\u0627\u0646\u060c \u062a\u062d\u0644\u06cc\u0644 \u0633\u0631\u06cc \u0647\u0627\u06cc \u0632\u0645\u0627\u0646\u06cc<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0686\u0634\u0645 \u0627\u0646\u062f\u0627\u0632\u0647\u0627 \u0648 \u0641\u0646\u0627\u0648\u0631\u06cc \u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0628\u0631\u0627\u06cc \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u06af\u0631\u0627\u0641<\/h2>\n<p>GNN \u0647\u0627 \u06cc\u06a9 \u0645\u06cc\u062f\u0627\u0646 \u0631\u0648 \u0628\u0647 \u0631\u0634\u062f \u0628\u0627 \u067e\u062a\u0627\u0646\u0633\u06cc\u0644 \u0628\u0633\u06cc\u0627\u0631 \u0632\u06cc\u0627\u062f \u0628\u0631\u0627\u06cc \u0627\u06a9\u062a\u0634\u0627\u0641 \u0648 \u0628\u0647\u0628\u0648\u062f \u0628\u06cc\u0634\u062a\u0631 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u0646\u062f. \u067e\u06cc\u0634\u0631\u0641\u062a\u200c\u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0634\u0627\u0645\u0644 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u067e\u0648\u06cc\u0627\u060c \u06a9\u0627\u0648\u0634 \u062f\u0631 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0633\u0647 \u0628\u0639\u062f\u06cc \u0648 \u062a\u0648\u0633\u0639\u0647 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631 \u0628\u0627\u0634\u062f. \u062a\u0631\u06a9\u06cc\u0628 GNN \u0647\u0627 \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0646\u062a\u0642\u0627\u0644\u06cc \u0646\u06cc\u0632 \u0631\u0627\u0647 \u0647\u0627\u06cc \u067e\u0698\u0648\u0647\u0634\u06cc \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u06a9\u0646\u0646\u062f\u0647 \u0627\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<h2>\u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u06af\u0631\u0627\u0641 \u0648 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc<\/h2>\n<p>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0637\u0648\u0631 \u063a\u06cc\u0631 \u0645\u0633\u062a\u0642\u06cc\u0645 \u0627\u0632 \u0639\u0645\u0644\u06a9\u0631\u062f GNN \u0647\u0627 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u06a9\u0646\u062f. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u06a9\u0647 \u0634\u0627\u0645\u0644 \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u0622\u0646\u0644\u0627\u06cc\u0646 \u0645\u062e\u062a\u0644\u0641 \u0645\u06cc\u200c\u0634\u0648\u062f (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u062e\u0631\u0627\u0634 \u062f\u0627\u062f\u0646 \u0648\u0628 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0627\u062c\u062a\u0645\u0627\u0639\u06cc)\u060c \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0627\u06a9\u0633\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f \u0648 \u0646\u0627\u0634\u0646\u0627\u0633 \u06a9\u0645\u06a9 \u06a9\u0646\u0646\u062f \u0648 \u0628\u0647 \u0637\u0648\u0631 \u0628\u0627\u0644\u0642\u0648\u0647 \u0628\u0647 \u0633\u0627\u062e\u062a \u0648 \u0628\u0647\u200c\u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0646\u0645\u0648\u062f\u0627\u0631 \u06a9\u0645\u06a9 \u06a9\u0646\u0646\u062f.<\/p>\n<h2>\u0644\u06cc\u0646\u06a9 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637\u0647<\/h2>\n<ol>\n<li><a href=\"https:\/\/ieeexplore.ieee.org\/document\/9046288\" target=\"_new\" rel=\"noopener nofollow\">\u0628\u0631\u0631\u0633\u06cc \u062c\u0627\u0645\u0639 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0646\u0645\u0648\u062f\u0627\u0631\u06cc<\/a><\/li>\n<li><a href=\"https:\/\/arxiv.org\/abs\/1812.08434\" target=\"_new\" rel=\"noopener nofollow\">\u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0646\u0645\u0648\u062f\u0627\u0631: \u0645\u0631\u0648\u0631\u06cc \u0628\u0631 \u0631\u0648\u0634 \u0647\u0627 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627<\/a><\/li>\n<li><a href=\"https:\/\/arxiv.org\/abs\/1812.04202\" target=\"_new\" rel=\"noopener nofollow\">\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u062f\u0631 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627: \u06cc\u06a9 \u0646\u0638\u0631\u0633\u0646\u062c\u06cc<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/rusty1s\/pytorch_geometric\" target=\"_new\" rel=\"noopener nofollow\">\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0646\u062f\u0633\u06cc PyTorch<\/a><\/li>\n<\/ol>","protected":false},"featured_media":468487,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-477375","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Graph Neural Networks: Harnessing Power from Graph-Structured Data<\/mark>","faq_items":[{"question":"What are Graph Neural Networks (GNNs)?","answer":"<p>Graph Neural Networks (GNNs) are a type of neural network designed to process and make predictions about data structured as a graph. They are particularly useful in problems where the relationships between entities are complex and cannot be efficiently captured by traditional neural networks.<\/p>"},{"question":"When was the concept of GNNs first introduced?","answer":"<p>The concept of Graph Neural Networks first emerged in the early 2000s with the work of Franco Scarselli, Marco Gori, and others. They laid the groundwork for future development of GNNs.<\/p>"},{"question":"How do GNNs work?","answer":"<p>GNNs operate by treating each node's features and its neighbors' features as inputs to update the node's feature through a process called message passing and aggregation. This process is often repeated for several iterations or \"layers\", which allows information to propagate through the network.<\/p>"},{"question":"What are some key features of GNNs?","answer":"<p>Key features of GNNs include their capability to handle irregular data, generalizability to any problem that can be represented as a graph, invariance to input order, and their ability to capture both local and global patterns in the data.<\/p>"},{"question":"What types of Graph Neural Networks exist?","answer":"<p>Several types of Graph Neural Networks exist, including Graph Convolutional Networks (GCNs), Graph Attention Networks (GATs), Graph Isomorphism Networks (GINs), and GraphSAGE.<\/p>"},{"question":"What are some applications of GNNs and what challenges do they face?","answer":"<p>Applications of GNNs are diverse and include social network analysis, bioinformatics, traffic prediction, and program verification. However, they do face challenges like scalability to large graphs and complexity in designing the appropriate graph representation.<\/p>"},{"question":"How do GNNs compare with other neural networks?","answer":"<p>Unlike Convolutional Neural Networks (CNNs) that exploit spatial locality in grid-like data (like images), and Recurrent Neural Networks (RNNs) that exploit temporal dynamics in sequential data (like text), GNNs exploit the graph structure in the data.<\/p>"},{"question":"What is the future of GNNs?","answer":"<p>The field of GNNs is rapidly growing, with potential for further exploration and improvement. Future developments may include handling dynamic graphs, exploring 3D graphs, and developing more efficient training methods.<\/p>"},{"question":"How can proxy servers be used with Graph Neural Networks?","answer":"<p>Proxy servers can indirectly support the operation of GNNs. In real-world applications like data collection from various online sources, proxy servers can assist in efficient and anonymous data collection, thereby aiding in the construction and updating of graph datasets.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/477375","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/477375\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media\/468487"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media?parent=477375"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}