{"id":477443,"date":"2023-08-09T09:15:09","date_gmt":"2023-08-09T09:15:09","guid":{"rendered":""},"modified":"2023-09-05T11:14:43","modified_gmt":"2023-09-05T11:14:43","slug":"heterogeneous-graph-neural-networks","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ar\/wiki\/heterogeneous-graph-neural-networks\/","title":{"rendered":"\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u062c\u0627\u0646\u0633\u0629"},"content":{"rendered":"<p>\u0638\u0647\u0631\u062a \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0644\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a (GNNs) \u0643\u0623\u062f\u0627\u0629 \u0623\u0633\u0627\u0633\u064a\u0629 \u0641\u064a \u062a\u0645\u062b\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u0644\u0627\u0626\u0642\u064a\u0629 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u062a\u0646\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a. \u062a\u0648\u0641\u0631 \u0645\u062c\u0645\u0648\u0639\u0629 \u0641\u0631\u0639\u064a\u0629 \u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0630\u0627\u062a \u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u062c\u0627\u0646\u0633 (H-GNNs) \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0623\u0643\u062b\u0631 \u062a\u0646\u0648\u0639\u064b\u0627 \u0648\u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0623\u0648\u062c\u0647. \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u0627\u0644\u0629\u060c \u0646\u062a\u0639\u0645\u0642 \u0641\u064a \u0639\u0627\u0644\u0645 \u0634\u0628\u0643\u0627\u062a H-GNN\u060c \u0648\u0646\u0633\u062a\u0643\u0634\u0641 \u0646\u0634\u0623\u062a\u0647\u0627 \u0648\u0628\u0646\u064a\u062a\u0647\u0627 \u0648\u0645\u064a\u0632\u0627\u062a\u0647\u0627 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0648\u0623\u0646\u0648\u0627\u0639\u0647\u0627 \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0647\u0627 \u0648\u0645\u0642\u0627\u0631\u0646\u0627\u062a\u0647\u0627 \u0645\u0639 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0645\u0627\u062b\u0644\u0629 \u0648\u0622\u0641\u0627\u0642\u0647\u0627 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629. \u0648\u0623\u062e\u064a\u0631\u064b\u0627\u060c \u0646\u0633\u062a\u0643\u0634\u0641 \u0627\u0644\u0639\u0644\u0627\u0642\u0629 \u0628\u064a\u0646 \u0634\u0628\u0643\u0627\u062a H-GNN \u0648\u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629.<\/p>\n<h2>\u0646\u0634\u0623\u0629 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0630\u0627\u062a \u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u062c\u0627\u0646\u0633<\/h2>\n<p>\u062a\u0639\u062f \u0634\u0628\u0643\u0627\u062a H-GNN \u0625\u0636\u0627\u0641\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u0646\u0633\u0628\u064a\u064b\u0627 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u0641\u064a \u062d\u064a\u0646 \u0623\u0646 \u0645\u0641\u0647\u0648\u0645 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0644\u0647 \u062c\u0630\u0648\u0631 \u0641\u064a \u0627\u0644\u0623\u0631\u0628\u0639\u064a\u0646\u064a\u0627\u062a \u0645\u0646 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2019\u060c \u062d\u064a\u062b \u0623\u062f\u0631\u0643 \u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0646\u0645\u0627\u0630\u062c \u064a\u0645\u0643\u0646\u0647\u0627 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0648\u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0623\u0648\u062c\u0647 \u0648\u062a\u0645\u062b\u064a\u0644 \u0623\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0646 \u0627\u0644\u0639\u0642\u062f \u0648\u0627\u0644\u062d\u0648\u0627\u0641.<\/p>\n<h2>\u0627\u0644\u062e\u0648\u0636 \u0641\u064a \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0630\u0627\u062a \u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u062c\u0627\u0646\u0633<\/h2>\n<p>\u0641\u064a \u0634\u0628\u0643\u0629 GNN \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629\u060c \u064a\u064f\u0641\u062a\u0631\u0636 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0643\u0644 \u0639\u0642\u062f\u0629 \u0648\u062d\u0627\u0641\u0629 \u0645\u0646 \u0646\u0641\u0633 \u0627\u0644\u0646\u0648\u0639. \u062a\u062d\u064a\u062f \u0634\u0628\u0643\u0627\u062a H-GNN \u0639\u0646 \u0647\u0630\u0627 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u060c \u0645\u0639 \u0625\u062f\u0631\u0627\u0643 \u0623\u0646 \u0627\u0644\u0639\u0642\u062f \u0648\u0627\u0644\u062d\u0648\u0627\u0641 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0645\u062b\u0644 \u0623\u0646\u0648\u0627\u0639\u064b\u0627 \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0646 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a\u060c \u0639\u0644\u0649 \u0627\u0644\u062a\u0648\u0627\u0644\u064a. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0641\u064a \u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a \u0644\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a\u0629\u060c \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0645\u062b\u0644 \u0627\u0644\u0639\u0642\u062f \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0648\u0627\u0644\u0645\u0646\u0634\u0648\u0631\u0627\u062a \u0648\u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0648\u0645\u0627 \u0625\u0644\u0649 \u0630\u0644\u0643\u060c \u0641\u064a \u062d\u064a\u0646 \u0642\u062f \u062a\u0634\u064a\u0631 \u0627\u0644\u062d\u0648\u0627\u0641 \u0625\u0644\u0649 \u0627\u0644\u0635\u062f\u0627\u0642\u0627\u062a \u0648\u0627\u0644\u0625\u0639\u062c\u0627\u0628\u0627\u062a \u0648\u0627\u0644\u0645\u062a\u0627\u0628\u0639\u0629 \u0648\u0645\u0627 \u0625\u0644\u0649 \u0630\u0644\u0643. \u0648\u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0646\u0638\u0631 \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0641\u0631\u0648\u0642\u060c \u064a\u0645\u0643\u0646 \u0644\u0634\u0628\u0643\u0627\u062a H-GNN \u0627\u0644\u062a\u0642\u0627\u0637 \u0631\u0624\u064a\u0629 \u0623\u0643\u062b\u0631 \u062f\u0642\u0629 \u0644\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629 .<\/p>\n<h2>\u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u062f\u0627\u062e\u0644\u064a\u0629 \u0644\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0630\u0627\u062a \u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u062c\u0627\u0646\u0633<\/h2>\n<p>\u062a\u0639\u0645\u0644 \u0634\u0628\u0643\u0627\u062a H-GNN \u0639\u0644\u0649 \u0623\u0633\u0627\u0633 \u0645\u0628\u062f\u0623 \u062a\u0645\u0631\u064a\u0631 \u0627\u0644\u0631\u0633\u0627\u0626\u0644 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\u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0646\u0648\u0639 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0647\u0630\u0647 \u0627\u0644\u0631\u0633\u0627\u0626\u0644\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0645\u064a\u0632\u0629 \u0644\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0639\u0642\u062f \u0648\u0627\u0644\u062d\u0648\u0627\u0641 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0648\u062f\u0645\u062c\u0647\u0627 \u0628\u0634\u0643\u0644 \u0645\u0646\u0627\u0633\u0628.<\/p>\n<h2>\u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0630\u0627\u062a \u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u062c\u0627\u0646\u0633<\/h2>\n<ol>\n<li><strong>\u0628\u0631\u0627\u0639\u0647<\/strong>: \u064a\u0645\u0643\u0646 \u0644\u0634\u0628\u0643\u0627\u062a H-GNN \u0623\u0646 \u062a\u0635\u0645\u0645 \u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0633\u0639\u0629 \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0648\u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0623\u0648\u062c\u0647.<\/li>\n<li><strong>\u0642\u0648\u0629 \u0627\u0644\u062a\u0645\u062b\u064a\u0644<\/strong>: \u064a\u0645\u0643\u0646\u0647\u0645 \u0627\u0644\u062a\u0642\u0627\u0637 \u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0628\u064a\u0646 \u0623\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0646 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a.<\/li>\n<li><strong>\u0627\u0644\u0642\u0627\u0628\u0644\u064a\u0629 \u0644\u0644\u062a\u0641\u0633\u064a\u0631<\/strong>: \u062a\u0639\u062f \u0634\u0628\u0643\u0627\u062a H-GNN \u0623\u0643\u062b\u0631 \u0642\u0627\u0628\u0644\u064a\u0629 \u0644\u0644\u062a\u0641\u0633\u064a\u0631 \u0645\u0646 \u0634\u0628\u0643\u0627\u062a GNN \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629 \u0646\u0638\u0631\u064b\u0627 \u0644\u0646\u0645\u0627\u0630\u062c\u0647\u0627 \u0627\u0644\u0648\u0627\u0636\u062d\u0629 \u0644\u0623\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0646 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a.<\/li>\n<\/ol>\n<h2>\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0630\u0627\u062a \u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u062c\u0627\u0646\u0633<\/h2>\n<p>\u062a\u0648\u062c\u062f \u0639\u062f\u0629 \u0623\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0646 \u0634\u0628\u0643\u0627\u062a H-GNN\u060c \u0643\u0644 \u0645\u0646\u0647\u0627 \u0645\u0635\u0645\u0645 \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0645\u0647\u0627\u0645 \u0623\u0648 \u0623\u0646\u0648\u0627\u0639 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062d\u062f\u062f\u0629. \u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0628\u0639\u0636 \u0623\u0628\u0631\u0632\u0647\u0627:<\/p>\n<ol>\n<li>\n<p><strong>\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a \u0644\u0644\u0627\u0646\u062a\u0628\u0627\u0647 (GATs)<\/strong>: \u062a\u0642\u062f\u0645 GATs \u0622\u0644\u064a\u0627\u062a \u0627\u0644\u0627\u0647\u062a\u0645\u0627\u0645 \u0641\u064a \u0634\u0628\u0643\u0627\u062a GNN\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u062c\u064a\u0631\u0627\u0646 \u0645\u062e\u062a\u0644\u0641\u064a\u0646 \u0628\u0627\u0644\u0645\u0633\u0627\u0647\u0645\u0629 \u0628\u0634\u0643\u0644 \u0645\u062e\u062a\u0644\u0641 \u0641\u064a \u062a\u0645\u062b\u064a\u0644 \u0627\u0644\u0639\u0642\u062f\u0629 \u0627\u0644\u0645\u0633\u062a\u0647\u062f\u0641\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 \u0644\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a \u0627\u0644\u0639\u0644\u0627\u0626\u0642\u064a (R-GCNs)<\/strong>: \u062a\u0639\u0645\u0644 \u0634\u0628\u0643\u0627\u062a R-GCN \u0639\u0644\u0649 \u062a\u0648\u0633\u064a\u0639 \u0634\u0628\u0643\u0627\u062a GNN \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a\u060c \u0648\u0647\u0648 \u0623\u0645\u0631 \u0634\u0627\u0626\u0639 \u0641\u064a \u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u0629 \u0627\u0644\u0645\u0639\u0631\u0641\u064a\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u062d\u0648\u0644 \u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u062c\u0627\u0646\u0633 (HGT)<\/strong>: \u062a\u0642\u0648\u0645 HGTs \u0628\u062a\u0643\u064a\u064a\u0641 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u062d\u0648\u0644 \u0645\u0639 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u062c\u0627\u0646\u0633\u0629\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0628\u0646\u0645\u0630\u062c\u0629 \u062a\u0641\u0627\u0639\u0644 \u0623\u0643\u062b\u0631 \u062a\u0639\u0642\u064a\u062f\u064b\u0627.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0648\u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0648\u0627\u0644\u062d\u0644\u0648\u0644<\/h2>\n<p>\u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0634\u0628\u0643\u0627\u062a H-GNN \u0641\u064a \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a\u0629 \u0648\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0648\u0635\u064a\u0629 \u0648\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0628\u064a\u0648\u0644\u0648\u062c\u064a\u0629. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0641\u0625\u0646\u0647\u0645 \u064a\u0648\u0627\u062c\u0647\u0648\u0646 \u062a\u062d\u062f\u064a\u0627\u062a \u0645\u062b\u0644 \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639 \u0648\u0627\u0644\u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0645\u0639\u0642\u062f. \u062a\u062a\u0636\u0645\u0646 \u0627\u0644\u062d\u0644\u0648\u0644 \u062a\u0637\u0648\u064a\u0631 \u0623\u0633\u0627\u0644\u064a\u0628 \u062a\u062f\u0631\u064a\u0628 \u0623\u0643\u062b\u0631 \u0643\u0641\u0627\u0621\u0629\u060c \u0648\u062a\u0635\u0645\u064a\u0645\u0627\u062a \u0645\u0628\u0633\u0637\u0629\u060c \u0648\u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u062a\u0633\u0631\u064a\u0639 \u0627\u0644\u0623\u062c\u0647\u0632\u0629.<\/p>\n<h2>\u0645\u0642\u0627\u0631\u0646\u0627\u062a \u0645\u0639 \u0646\u0645\u0627\u0630\u062c \u0645\u0645\u0627\u062b\u0644\u0629<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u0646\u0645\u0648\u0630\u062c<\/th>\n<th>\u0627\u0644\u0645\u0631\u0648\u0646\u0629<\/th>\n<th>\u062a\u0639\u0642\u064a\u062f<\/th>\n<th>\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0634\u0628\u0643\u0627\u062a GNN \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629<\/td>\n<td>\u0642\u0644\u064a\u0644<\/td>\n<td>\u0645\u0639\u062a\u062f\u0644<\/td>\n<td>\u0639\u0627\u0644\u064a<\/td>\n<\/tr>\n<tr>\n<td>\u0634\u0628\u0643\u0627\u062a GNN \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u062c\u0627\u0646\u0633\u0629<\/td>\n<td>\u0639\u0627\u0644\u064a<\/td>\n<td>\u0639\u0627\u0644\u064a<\/td>\n<td>\u0645\u0639\u062a\u062f\u0644<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629<\/td>\n<td>\u0642\u0644\u064a\u0644<\/td>\n<td>\u0645\u0639\u062a\u062f\u0644<\/td>\n<td>\u0639\u0627\u0644\u064a<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0627\u0644\u0622\u0641\u0627\u0642 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0644\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0630\u0627\u062a \u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u062c\u0627\u0646\u0633<\/h2>\n<p>\u062a\u0639\u062f \u0634\u0628\u0643\u0627\u062a H-GNN \u0645\u062c\u0627\u0644\u064b\u0627 \u0633\u0631\u064a\u0639 \u0627\u0644\u062a\u0637\u0648\u0631\u060c \u062d\u064a\u062b \u062a\u0633\u062a\u0645\u0631 \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0641\u064a \u0625\u0646\u0634\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0623\u0643\u062b\u0631 \u0642\u0648\u0629 \u0648\u0627\u0644\u062a\u063a\u0644\u0628 \u0639\u0644\u0649 \u0645\u0634\u0643\u0644\u0627\u062a \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639 \u0648\u062a\u0648\u0633\u064a\u0639 \u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u0637\u0628\u064a\u0642. \u0642\u062f \u062a\u062a\u0636\u0645\u0646 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0622\u0644\u064a\u0627\u062a \u0627\u0647\u062a\u0645\u0627\u0645 \u0645\u062a\u0642\u062f\u0645\u0629\u060c \u0648\u0623\u0633\u0627\u0644\u064a\u0628 \u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0648\u0633\u0627\u0626\u0637\u060c \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u062a\u062f\u0631\u064a\u0628 \u0623\u0643\u062b\u0631 \u0643\u0641\u0627\u0621\u0629.<\/p>\n<h2>\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0630\u0627\u062a \u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u062c\u0627\u0646\u0633 \u0648\u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629<\/h2>\n<p>\u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0644\u0639\u0628 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u062f\u0648\u0631\u064b\u0627 \u0641\u064a \u0646\u0634\u0631 \u0634\u0628\u0643\u0627\u062a H-GNN \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0648\u0641\u064a\u0631 \u0627\u062a\u0635\u0627\u0644 \u0645\u062d\u0633\u0651\u0646 \u0648\u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0648\u0635\u0648\u0644. \u064a\u0645\u0643\u0646\u0647\u0645 \u0623\u064a\u0636\u064b\u0627 \u0627\u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0641\u064a \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062d\u0645\u0644 \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a H-GNN \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642\u060c \u0648\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0639\u0628\u0631 \u062e\u0648\u0627\u062f\u0645 \u0645\u062a\u0639\u062f\u062f\u0629 \u0644\u0636\u0645\u0627\u0646 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0623\u0645\u062b\u0644.<\/p>\n<h2>\u0631\u0648\u0627\u0628\u0637 \u0630\u0627\u062a \u0639\u0644\u0627\u0642\u0629<\/h2>\n<ol>\n<li><a href=\"https:\/\/arxiv.org\/abs\/1901.00596\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u0633\u062d \u0634\u0627\u0645\u0644 \u0639\u0644\u0649 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a<\/a><\/li>\n<li><a href=\"https:\/\/arxiv.org\/abs\/2003.01332\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u062d\u0648\u0644 \u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u062c\u0627\u0646\u0633<\/a><\/li>\n<li><a href=\"https:\/\/arxiv.org\/abs\/1710.10903\" target=\"_new\" rel=\"noopener nofollow\">\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0627\u0647\u062a\u0645\u0627\u0645 \u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a<\/a><\/li>\n<li><a href=\"https:\/\/arxiv.org\/abs\/1703.06103\" target=\"_new\" rel=\"noopener nofollow\">\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 \u0644\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a \u0627\u0644\u0639\u0644\u0627\u0626\u0642\u064a<\/a><\/li>\n<\/ol>","protected":false},"featured_media":468537,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-477443","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Heterogeneous Graph Neural Networks: A Comprehensive Overview<\/mark>","faq_items":[{"question":"What are Heterogeneous Graph Neural Networks?","answer":"<p>Heterogeneous Graph Neural Networks (H-GNNs) are a subset of Graph Neural Networks that handle diverse and multifaceted information. Unlike standard GNNs that assume all nodes and edges are of the same type, H-GNNs consider different nodes and edges to represent different types of entities and relationships.<\/p>"},{"question":"When did the concept of Heterogeneous Graph Neural Networks emerge?","answer":"<p>The concept of Heterogeneous Graph Neural Networks emerged around 2019, following the introduction of Graph Neural Networks in 2005.<\/p>"},{"question":"How do Heterogeneous Graph Neural Networks function?","answer":"<p>H-GNNs function based on the principle of message passing or neighborhood aggregation. Each node in the network collects information or \"messages\" from its neighboring nodes to update its representation. Given the heterogeneous nature of the nodes and edges, H-GNNs employ type-specific transformation functions to process these messages.<\/p>"},{"question":"What are some key features of Heterogeneous Graph Neural Networks?","answer":"<p>H-GNNs are characterized by their versatility in modeling a wide range of complex, multifaceted data sources. They have high representation power, capturing nuanced relationships between different types of entities. H-GNNs also offer improved interpretability due to their explicit modeling of different types of entities and relationships.<\/p>"},{"question":"What types of Heterogeneous Graph Neural Networks exist?","answer":"<p>Several variants of H-GNNs exist, including Graph Attention Networks (GATs), Relational Graph Convolutional Networks (R-GCNs), and Heterogeneous Graph Transformer (HGT).<\/p>"},{"question":"What are some applications and challenges of Heterogeneous Graph Neural Networks?","answer":"<p>H-GNNs find applications in various domains such as social network analysis, recommendation systems, and biological networks. However, they face challenges like scalability and complex design, which are being addressed by developing more efficient training methods and simplified designs.<\/p>"},{"question":"How do Heterogeneous Graph Neural Networks compare with similar models?","answer":"<p>Compared to standard GNNs and Convolutional Neural Networks, H-GNNs offer higher flexibility and complexity but face challenges in scalability.<\/p>"},{"question":"What is the future of Heterogeneous Graph Neural Networks?","answer":"<p>The future of H-GNNs is promising with ongoing research into creating more powerful models, overcoming scalability issues, and expanding application areas. Future technologies might include advanced attention mechanisms, cross-modal learning approaches, and more efficient training techniques.<\/p>"},{"question":"How are proxy servers related to Heterogeneous Graph Neural Networks?","answer":"<p>Proxy servers can play a role in deploying H-GNNs by providing improved connectivity and access control. They can also help manage the load in large-scale H-GNN applications by distributing requests across multiple servers for optimal performance.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/477443","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/477443\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media\/468537"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media?parent=477443"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}