{"id":476286,"date":"2023-08-09T07:28:31","date_gmt":"2023-08-09T07:28:31","guid":{"rendered":""},"modified":"2023-09-05T11:12:25","modified_gmt":"2023-09-05T11:12:25","slug":"cluster-analysis","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ar\/wiki\/cluster-analysis\/","title":{"rendered":"\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0639\u0646\u0642\u0648\u062f\u064a"},"content":{"rendered":"<p>\u064a\u0639\u062f \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0639\u0646\u0642\u0648\u062f\u064a \u062a\u0642\u0646\u064a\u0629 \u0642\u0648\u064a\u0629 \u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0645\u062b\u0644 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 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\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u062f\u0627\u062e\u0644\u064a \u0645\u062b\u0644 Silhouette Score \u0648Davies-Bouldin Index\u060c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0637\u0631\u0642 \u0627\u0644\u062a\u062d\u0642\u0642 \u0627\u0644\u062e\u0627\u0631\u062c\u064a\u0629\u060c \u0628\u0634\u0643\u0644 \u0634\u0627\u0626\u0639 \u0644\u0647\u0630\u0627 \u0627\u0644\u063a\u0631\u0636.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0627\u0644\u0647\u064a\u0643\u0644 \u0627\u0644\u062f\u0627\u062e\u0644\u064a \u0644\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0639\u0646\u0642\u0648\u062f\u064a: \u0643\u064a\u0641 \u064a\u0639\u0645\u0644 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0639\u0646\u0642\u0648\u062f\u064a<\/h2>\n<p>\u064a\u062a\u0628\u0639 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0639\u0646\u0642\u0648\u062f\u064a \u0639\u0627\u062f\u0629\u064b \u0623\u062d\u062f \u0627\u0644\u0646\u0647\u062c\u064a\u0646 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u064a\u0646:<\/p>\n<ol>\n<li>\n<p><strong>\u0646\u0647\u062c \u0627\u0644\u062a\u0642\u0633\u064a\u0645:<\/strong> \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0637\u0631\u064a\u0642\u0629\u060c \u064a\u062a\u0645 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0639\u062f\u062f \u0645\u062d\u062f\u062f \u0645\u0633\u0628\u0642\u064b\u0627 \u0645\u0646 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a. \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 K-means \u0647\u064a \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u062a\u0642\u0633\u064a\u0645 \u0634\u0627\u0626\u0639\u0629 \u062a\u0647\u062f\u0641 \u0625\u0644\u0649 \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u062a\u0628\u0627\u064a\u0646 \u062f\u0627\u062e\u0644 \u0643\u0644 \u0645\u062c\u0645\u0648\u0639\u0629 \u0639\u0646 \u0637\u0631\u064a\u0642 \u062a\u062d\u062f\u064a\u062b \u0627\u0644\u0646\u0642\u0637 \u0627\u0644\u0648\u0633\u0637\u0649 \u0644\u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u0634\u0643\u0644 \u0645\u062a\u0643\u0631\u0631.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u0646\u0647\u062c \u0627\u0644\u0647\u0631\u0645\u064a:<\/strong> \u064a\u064f\u0646\u0634\u0626 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0647\u0631\u0645\u064a \u0628\u0646\u064a\u0629 \u0634\u0628\u064a\u0647\u0629 \u0628\u0627\u0644\u0634\u062c\u0631\u0629 \u0645\u0646 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0645\u062a\u062f\u0627\u062e\u0644\u0629. \u064a\u0628\u062f\u0623 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0647\u0631\u0645\u064a \u0627\u0644\u062a\u0643\u062a\u0644\u064a \u0628\u0643\u0644 \u0646\u0642\u0637\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0643\u0645\u062c\u0645\u0648\u0639\u0629 \u062e\u0627\u0635\u0629 \u0628\u0647\u0627 \u0648\u064a\u062f\u0645\u062c \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0645\u0645\u0627\u062b\u0644\u0629 \u062a\u062f\u0631\u064a\u062c\u064a\u064b\u0627 \u062d\u062a\u0649 \u064a\u062a\u0645 \u062a\u0634\u0643\u064a\u0644 \u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u062d\u062f\u0629.<\/p>\n<\/li>\n<\/ol>\n<h2>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0645\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0639\u0646\u0642\u0648\u062f\u064a<\/h2>\n<p>\u062a\u0634\u0645\u0644 \u0627\u0644\u0633\u0645\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0639\u0646\u0642\u0648\u062f\u064a \u0645\u0627 \u064a\u0644\u064a:<\/p>\n<ol>\n<li>\n<p><strong>\u062a\u0639\u0644\u064a\u0645 \u063a\u064a\u0631 \u0645\u0634\u0631\u0641 \u0639\u0644\u064a\u0647:<\/strong> \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0639\u0646\u0642\u0648\u062f\u064a \u0647\u0648 \u0623\u0633\u0644\u0648\u0628 \u062a\u0639\u0644\u0645 \u063a\u064a\u0631 \u062e\u0627\u0636\u0639 \u0644\u0644\u0631\u0642\u0627\u0628\u0629\u060c \u0645\u0645\u0627 \u064a\u0639\u0646\u064a \u0623\u0646\u0647 \u0644\u0627 \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0635\u0646\u0641\u0629. \u0648\u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0630\u0644\u0643\u060c \u064a\u0642\u0648\u0645 \u0628\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0648\u0623\u0648\u062c\u0647 \u0627\u0644\u062a\u0634\u0627\u0628\u0647 \u0627\u0644\u0645\u062a\u0623\u0635\u0644\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/strong> \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0639\u0646\u0642\u0648\u062f\u064a \u0647\u0648 \u0623\u0633\u0644\u0648\u0628 \u062a\u062d\u0644\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0633\u062a\u0643\u0634\u0627\u0641\u064a \u064a\u0633\u0627\u0639\u062f \u0641\u064a \u0641\u0647\u0645 \u0627\u0644\u0647\u064a\u0627\u0643\u0644 \u0648\u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u062f\u0627\u062e\u0644 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a:<\/strong> \u064a\u062c\u062f \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0639\u0646\u0642\u0648\u062f\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0645\u062b\u0644 \u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0633\u0648\u0642\u060c \u0648\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0635\u0648\u0631\u060c \u0648\u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0634\u0627\u0630\u0629\u060c \u0648\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0648\u0635\u064a\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639:<\/strong> \u062a\u0639\u062a\u0645\u062f \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639 \u0641\u064a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0639\u0646\u0642\u0648\u062f\u064a \u0639\u0644\u0649 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0627\u0644\u0645\u062e\u062a\u0627\u0631\u0629. \u064a\u0645\u0643\u0646 \u0644\u0628\u0639\u0636 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a\u060c \u0645\u062b\u0644 K-means\u060c \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0628\u0643\u0641\u0627\u0621\u0629 \u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629\u060c \u0628\u064a\u0646\u0645\u0627 \u0642\u062f \u062a\u0648\u0627\u062c\u0647 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0623\u062e\u0631\u0649 \u0635\u0639\u0648\u0628\u0629 \u0641\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629 \u0623\u0648 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0639\u0646\u0642\u0648\u062f\u064a<\/h2>\n<p>\u064a\u0645\u0643\u0646 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0639\u0646\u0642\u0648\u062f\u064a \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0625\u0644\u0649 \u0639\u062f\u0629 \u0623\u0646\u0648\u0627\u0639:<\/p>\n<ol>\n<li>\n<p><strong>\u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u062d\u0635\u0631\u064a:<\/strong><\/p>\n<ul>\n<li>K-\u064a\u0639\u0646\u064a \u0627\u0644\u062a\u062c\u0645\u064a\u0639<\/li>\n<li>\u062a\u062c\u0645\u064a\u0639\u0629 K-medoids<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u062c\u0645\u0639\u0627\u062a \u0627\u0644\u062a\u062c\u0645\u064a\u0639\u064a\u0629:<\/strong><\/p>\n<ul>\n<li>\u0631\u0628\u0637 \u0648\u0627\u062d\u062f<\/li>\n<li>\u0627\u0644\u0631\u0628\u0637 \u0627\u0644\u0643\u0627\u0645\u0644<\/li>\n<li>\u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0637<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u062c\u0645\u0639\u0627\u062a \u0627\u0644\u062a\u0642\u0633\u064a\u0645\u064a\u0629:<\/strong><\/p>\n<ul>\n<li>\u062f\u064a\u0627\u0646\u0627 (\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0627\u0646\u0642\u0633\u0627\u0645\u064a)<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0639\u0644\u0649 \u0623\u0633\u0627\u0633 \u0627\u0644\u0643\u062b\u0627\u0641\u0629:<\/strong><\/p>\n<ul>\n<li>DBSCAN (\u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0645\u0643\u0627\u0646\u064a \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0639\u0644\u0649 \u0623\u0633\u0627\u0633 \u0627\u0644\u0643\u062b\u0627\u0641\u0629 \u0645\u0639 \u0627\u0644\u0636\u0648\u0636\u0627\u0621)<\/li>\n<li>OPTICS (\u062a\u0631\u062a\u064a\u0628 \u0627\u0644\u0646\u0642\u0627\u0637 \u0644\u062a\u062d\u062f\u064a\u062f \u0647\u064a\u0643\u0644 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a)<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u064a:<\/strong><\/p>\n<ul>\n<li>\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062e\u0644\u064a\u0637 \u0627\u0644\u063a\u0648\u0633\u064a (GMM)<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h2>\u0637\u0631\u0642 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0639\u0646\u0642\u0648\u062f\u064a \u0648\u0645\u0634\u0627\u0643\u0644\u0647 \u0648\u062d\u0644\u0648\u0644\u0647\u0627 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645<\/h2>\n<p>\u064a\u062c\u062f \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0639\u0646\u0642\u0648\u062f\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u064b\u0627 \u0648\u0627\u0633\u0639 \u0627\u0644\u0646\u0637\u0627\u0642 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629:<\/p>\n<ol>\n<li>\n<p><strong>\u0641\u0626\u0627\u062a \u0627\u0644\u0632\u0628\u0627\u0626\u0646:<\/strong> \u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0639\u0646\u0642\u0648\u062f\u064a \u0644\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0633\u0644\u0648\u0643\u064a\u0627\u062a \u0648\u062a\u0641\u0636\u064a\u0644\u0627\u062a \u0627\u0644\u0634\u0631\u0627\u0621 \u0627\u0644\u0645\u0645\u0627\u062b\u0644\u0629\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u062a\u0633\u0648\u064a\u0642 \u0627\u0644\u0645\u0633\u062a\u0647\u062f\u0641\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0642\u0637\u064a\u0639 \u0627\u0644\u0635\u0648\u0631\u0629:<\/strong> \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0635\u0648\u0631\u060c \u064a\u0633\u0627\u0639\u062f \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0639\u0646\u0642\u0648\u062f\u064a \u0639\u0644\u0649 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0635\u0648\u0631 \u0625\u0644\u0649 \u0645\u0646\u0627\u0637\u0642 \u0645\u062a\u0645\u064a\u0632\u0629\u060c \u0645\u0645\u0627 \u064a\u0633\u0647\u0644 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0631\u0624\u064a\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631.<\/p>\n<\/li>\n<li>\n<p><strong>\u0625\u0643\u062a\u0634\u0627\u0641 \u0639\u064a\u0628 \u062e\u0644\u0642\u064a:<\/strong> \u064a\u0639\u062f \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u063a\u064a\u0631 \u0627\u0644\u0639\u0627\u062f\u064a\u0629 \u0623\u0648 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0645\u0631\u064b\u0627 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0644 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\u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f.<\/p>\n<p>\u0628\u0639\u0636 \u0627\u0644\u062d\u0644\u0648\u0644 \u0644\u0647\u0630\u0647 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u062a\u0634\u0645\u0644:<\/p>\n<ul>\n<li>\u062a\u0648\u0638\u064a\u0641 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u0638\u0644\u064a\u0629 \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0639\u062f\u062f \u0627\u0644\u0623\u0645\u062b\u0644 \u0644\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a.<\/li>\n<li>\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0645\u062b\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 (PCA) \u0623\u0648 \u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u062c\u0648\u0627\u0631 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a \u0627\u0644\u0645\u0648\u0632\u0639 (t-SNE) \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f.<\/li>\n<li>\u0627\u0639\u062a\u0645\u0627\u062f \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u062a\u062c\u0645\u064a\u0639 \u0642\u0648\u064a\u0629 \u0645\u062b\u0644 DBSCAN\u060c \u0648\u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646\u0647\u0627 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0636\u0648\u0636\u0627\u0621 \u0648\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629.<\/li>\n<\/ul>\n<h2>\u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0648\u0645\u0642\u0627\u0631\u0646\u0627\u062a \u0623\u062e\u0631\u0649 \u0645\u0639 \u0645\u0635\u0637\u0644\u062d\u0627\u062a \u0645\u0645\u0627\u062b\u0644\u0629<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u0634\u0631\u0637<\/th>\n<th>\u0648\u0635\u0641<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0639\u0646\u0642\u0648\u062f\u064a<\/td>\n<td>\u062a\u062c\u0645\u064a\u0639 \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0634\u0627\u0628\u0647\u0629 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0645\u064a\u0632\u0627\u062a.<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0635\u0646\u064a\u0641<\/td>\n<td>\u064a\u0642\u0648\u0645 \u0628\u062a\u0639\u064a\u064a\u0646 \u062a\u0633\u0645\u064a\u0627\u062a \u0644\u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0641\u0626\u0627\u062a \u0645\u062d\u062f\u062f\u0629 \u0645\u0633\u0628\u0642\u064b\u0627.<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0631\u0627\u062c\u0639<\/td>\n<td>\u064a\u062a\u0646\u0628\u0623 \u0628\u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u0625\u062f\u062e\u0627\u0644.<\/td>\n<\/tr>\n<tr>\n<td>\u0625\u0643\u062a\u0634\u0627\u0641 \u0639\u064a\u0628 \u062e\u0644\u0642\u064a<\/td>\n<td>\u064a\u062d\u062f\u062f \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0646\u062d\u0631\u0641 \u0639\u0646 \u0627\u0644\u0642\u0627\u0639\u062f\u0629.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0648\u062c\u0647\u0627\u062a \u0646\u0638\u0631 \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 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\u0623\u0645\u0631\u064b\u0627 \u062d\u064a\u0648\u064a\u064b\u0627 \u0644\u0644\u0635\u0646\u0627\u0639\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0643\u0645\u064a\u0627\u062a \u0643\u0628\u064a\u0631\u0629 \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u062a\u062e\u0635\u0635\u0627\u062a:<\/strong> \u0648\u0645\u0646 \u0627\u0644\u0645\u0631\u062c\u062d \u0623\u0646 \u064a\u062c\u062f \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0639\u0646\u0642\u0648\u062f\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u062a\u062e\u0635\u0635\u0627\u062a\u060c \u0645\u062b\u0644 \u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629\u060c \u0648\u0627\u0644\u0639\u0644\u0648\u0645 \u0627\u0644\u0628\u064a\u0626\u064a\u0629\u060c \u0648\u0627\u0644\u0623\u0645\u0646 \u0627\u0644\u0633\u064a\u0628\u0631\u0627\u0646\u064a.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0643\u064a\u0641 \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0623\u0648 \u0631\u0628\u0637\u0647\u0627 \u0628\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0639\u0646\u0642\u0648\u062f\u064a<\/h2>\n<p>\u062a\u0644\u0639\u0628 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u062f\u0648\u0631\u064b\u0627 \u0645\u0647\u0645\u064b\u0627 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0639\u0646\u0642\u0648\u062f\u064a\u060c \u062e\u0627\u0635\u0629 \u0641\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u062a\u062c\u0631\u064a\u0641 \u0627\u0644\u0648\u064a\u0628 \u0648\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0625\u062e\u0641\u0627\u0621 \u0627\u0644\u0647\u0648\u064a\u0629. \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0648\u062c\u064a\u0647 \u062d\u0631\u0643\u0629 \u0645\u0631\u0648\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0645\u0646 \u062e\u0644\u0627\u0644 \u062e\u0648\u0627\u062f\u0645 \u0628\u0631\u0648\u0643\u0633\u064a\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0625\u062e\u0641\u0627\u0621 \u0639\u0646\u0627\u0648\u064a\u0646 IP \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0647\u0645 \u0648\u062a\u0648\u0632\u064a\u0639 \u0645\u0647\u0627\u0645 \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0648\u0643\u0644\u0627\u0621\u060c \u0648\u062a\u062c\u0646\u0628 \u062d\u0638\u0631 IP \u0648\u0627\u0644\u062a\u062d\u0645\u064a\u0644 \u0627\u0644\u0632\u0627\u0626\u062f \u0639\u0644\u0649 \u0627\u0644\u062e\u0627\u062f\u0645. \u0648\u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0639\u0646\u0642\u0648\u062f\u064a \u0628\u062f\u0648\u0631\u0647 \u0644\u062a\u062c\u0645\u064a\u0639 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0645 \u062c\u0645\u0639\u0647\u0627 \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0623\u0648 \u0645\u0646\u0627\u0637\u0642 \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u0645\u0645\u0627 \u064a\u0633\u0647\u0644 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u0641\u0643\u0627\u0631 \u0648\u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0642\u064a\u0645\u0629.<\/p>\n<h2>\u0631\u0648\u0627\u0628\u0637 \u0630\u0627\u062a \u0639\u0644\u0627\u0642\u0629<\/h2>\n<p>\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062d\u0648\u0644 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0639\u0646\u0642\u0648\u062f\u064a\u060c \u0642\u062f \u062a\u062c\u062f \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0645\u0641\u064a\u062f\u0629:<\/p>\n<ol>\n<li><a href=\"https:\/\/en.wikipedia.org\/wiki\/Cluster_analysis\" target=\"_new\" rel=\"noopener nofollow\">\u0648\u064a\u0643\u064a\u0628\u064a\u062f\u064a\u0627 \u2013 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0639\u0646\u0642\u0648\u062f\u064a<\/a><\/li>\n<li><a href=\"https:\/\/scikit-learn.org\/stable\/modules\/clustering.html\" target=\"_new\" rel=\"noopener nofollow\">Scikit-Learn - \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u062c\u0645\u064a\u0639<\/a><\/li>\n<li><a href=\"https:\/\/towardsdatascience.com\/an-introduction-to-cluster-analysis-in-python-12343857438b\" target=\"_new\" rel=\"noopener nofollow\">\u0646\u062d\u0648 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u2013 \u0645\u0642\u062f\u0645\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0643\u062a\u0644\u0629<\/a><\/li>\n<li><a href=\"https:\/\/www.datacamp.com\/community\/tutorials\/hierarchical-clustering-python\" target=\"_new\" rel=\"noopener nofollow\">DataCamp \u2013 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0647\u0631\u0645\u064a \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646<\/a><\/li>\n<\/ol>\n<p>\u0641\u064a \u0627\u0644\u062e\u062a\u0627\u0645\u060c \u064a\u0639\u062f \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0639\u0646\u0642\u0648\u062f\u064a \u062a\u0642\u0646\u064a\u0629 \u0623\u0633\u0627\u0633\u064a\u0629 \u062a\u0644\u0639\u0628 \u062f\u0648\u0631\u064b\u0627 \u062d\u064a\u0648\u064a\u064b\u0627 \u0641\u064a \u0641\u0647\u0645 \u0647\u064a\u0627\u0643\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0623\u0641\u0636\u0644\u060c \u0648\u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0631\u0624\u0649 \u0627\u0644\u0645\u062e\u0641\u064a\u0629 \u062f\u0627\u062e\u0644 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0645\u0639 \u0627\u0644\u062a\u0642\u062f\u0645 \u0627\u0644\u0645\u0633\u062a\u0645\u0631 \u0641\u064a \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a\u060c \u064a\u062d\u0645\u0644 \u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0639\u0646\u0642\u0648\u062f\u064a \u0625\u0645\u0643\u0627\u0646\u064a\u0627\u062a \u0645\u062b\u064a\u0631\u0629 \u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0633\u0639\u0629 \u0645\u0646 \u0627\u0644\u0635\u0646\u0627\u0639\u0627\u062a \u0648\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a.<\/p>","protected":false},"featured_media":476287,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-476286","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Cluster Analysis: Unveiling Patterns in Data<\/mark>","faq_items":[{"question":"What is Cluster Analysis?","answer":"<p>Cluster analysis is a powerful data exploration technique used in various fields to group similar objects or data points into clusters based on common characteristics. It helps uncover patterns and relationships within datasets, aiding decision-making processes.<\/p>"},{"question":"How did Cluster Analysis originate?","answer":"<p>The concept of clustering dates back to the early 20th century, with researchers in psychology categorizing human behavior patterns based on traits. The formal development of cluster analysis as a mathematical and statistical technique began in the 1950s and 1960s. The first significant mention can be attributed to Robert R. Sokal and Theodore J. Crovello in 1958.<\/p>"},{"question":"What are the key features of Cluster Analysis?","answer":"<p>Cluster analysis is an unsupervised learning technique, meaning it doesn't require labeled data. It enables data exploration, finds applications in market segmentation, image analysis, and more. Scalability depends on the chosen algorithm, and evaluation metrics assess cluster quality.<\/p>"},{"question":"What are the types of Cluster Analysis?","answer":"<p>Cluster analysis can be categorized into exclusive, agglomerative, divisive, density-based, and probabilistic clustering. Examples include K-means, hierarchical clustering, and DBSCAN.<\/p>"},{"question":"How does Cluster Analysis work internally?","answer":"<p>Cluster analysis follows either a partitioning or hierarchical approach. In the partitioning approach, data is divided into a pre-defined number of clusters, while hierarchical clustering creates a tree-like structure of nested clusters.<\/p>"},{"question":"How is Cluster Analysis used in real-world scenarios?","answer":"<p>Cluster analysis finds diverse applications, such as customer segmentation, image segmentation, anomaly detection, and social network analysis. It aids in identifying patterns, detecting outliers, and understanding data relationships.<\/p>"},{"question":"What challenges can arise when using Cluster Analysis?","answer":"<p>Common challenges include determining the optimal number of clusters, handling noisy data, and dealing with high-dimensional datasets. Silhouette analysis, dimensionality reduction, and robust algorithms like DBSCAN can address these issues.<\/p>"},{"question":"What are the perspectives and future technologies related to Cluster Analysis?","answer":"<p>The future of cluster analysis holds promising developments in deep learning integration, big data clustering, and interdisciplinary applications in healthcare, environmental science, and cybersecurity.<\/p>"},{"question":"How are Proxy Servers associated with Cluster Analysis?","answer":"<p>Proxy servers play a significant role in cluster analysis applications, especially in web scraping, data mining, and anonymity. They facilitate data retrieval tasks and enhance data exploration by distributing requests through multiple proxies.<\/p>"},{"question":"Where can I find more information about Cluster Analysis?","answer":"<p>For more in-depth insights into cluster analysis, you can explore the related links provided, including Wikipedia, Scikit-learn documentation, and educational tutorials. Additionally, read our comprehensive guide at OneProxy to unravel the power of cluster analysis in your data analysis journey.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/476286","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\/476286\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media\/476287"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media?parent=476286"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}