{"id":477568,"date":"2023-08-09T09:16:45","date_gmt":"2023-08-09T09:16:45","guid":{"rendered":""},"modified":"2023-09-05T11:14:59","modified_gmt":"2023-09-05T11:14:59","slug":"independent-component-analysis","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ir\/wiki\/independent-component-analysis\/","title":{"rendered":"\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u062c\u0632\u0627\u06cc \u0645\u0633\u062a\u0642\u0644"},"content":{"rendered":"<p>\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u062c\u0632\u0627\u06cc \u0645\u0633\u062a\u0642\u0644 (ICA) \u06cc\u06a9 \u0631\u0648\u0634 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0628\u0631\u0627\u06cc \u062c\u062f\u0627\u0633\u0627\u0632\u06cc \u06cc\u06a9 \u0633\u06cc\u06af\u0646\u0627\u0644 \u0686\u0646\u062f \u0645\u062a\u063a\u06cc\u0631\u0647 \u0628\u0647 \u0627\u062c\u0632\u0627\u06cc \u0641\u0631\u0639\u06cc \u0627\u0641\u0632\u0648\u062f\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 \u0646\u0638\u0631 \u0622\u0645\u0627\u0631\u06cc \u0645\u0633\u062a\u0642\u0644 \u06cc\u0627 \u062a\u0627 \u062d\u062f \u0627\u0645\u06a9\u0627\u0646 \u0645\u0633\u062a\u0642\u0644 \u0647\u0633\u062a\u0646\u062f. ICA \u0627\u0628\u0632\u0627\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647\u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0633\u06cc\u06af\u0646\u0627\u0644 \u0648 \u0645\u062e\u0627\u0628\u0631\u0627\u062a \u0645\u0641\u06cc\u062f \u0627\u0633\u062a.<\/p>\n<h2>\u067e\u06cc\u062f\u0627\u06cc\u0634 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u0624\u0644\u0641\u0647 \u0647\u0627\u06cc \u0645\u0633\u062a\u0642\u0644<\/h2>\n<p>\u062a\u0648\u0633\u0639\u0647 ICA \u062f\u0631 \u0627\u0648\u0627\u062e\u0631 \u062f\u0647\u0647 1980 \u0622\u063a\u0627\u0632 \u0634\u062f \u0648 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0631\u0648\u0634 \u0645\u062a\u0645\u0627\u06cc\u0632 \u062f\u0631 \u062f\u0647\u0647 1990 \u062a\u062b\u0628\u06cc\u062a \u0634\u062f. \u06a9\u0627\u0631 \u0627\u0635\u0644\u06cc \u0628\u0631 \u0631\u0648\u06cc ICA \u062a\u0648\u0633\u0637 \u0645\u062d\u0642\u0642\u0627\u0646\u06cc \u0645\u0627\u0646\u0646\u062f \u067e\u06cc\u0631 \u06a9\u0648\u0645\u0648\u0646 \u0648 \u0698\u0627\u0646 \u0641\u0631\u0627\u0646\u0633\u0648\u0627 \u06a9\u0627\u0631\u062f\u0648\u0633\u0648 \u0627\u0646\u062c\u0627\u0645 \u0634\u062f. \u0627\u06cc\u0646 \u062a\u06a9\u0646\u06cc\u06a9 \u062f\u0631 \u0627\u0628\u062a\u062f\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0633\u06cc\u06af\u0646\u0627\u0644\u060c \u0645\u0627\u0646\u0646\u062f \u0645\u0634\u06a9\u0644 \u0645\u0647\u0645\u0627\u0646\u06cc \u06a9\u0648\u06a9\u062a\u0644\u060c \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0647\u062f\u0641 \u062c\u062f\u0627 \u06a9\u0631\u062f\u0646 \u0635\u062f\u0627\u0647\u0627\u06cc \u0641\u0631\u062f\u06cc \u062f\u0631 \u0627\u062a\u0627\u0642\u06cc \u067e\u0631 \u0627\u0632 \u0645\u06a9\u0627\u0644\u0645\u0627\u062a \u0647\u0645\u067e\u0648\u0634\u0627\u0646\u06cc \u0627\u0633\u062a\u060c \u062a\u0648\u0633\u0639\u0647 \u06cc\u0627\u0641\u062a.<\/p>\n<p>\u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0645\u0641\u0647\u0648\u0645 \u0627\u062c\u0632\u0627\u06cc \u0645\u0633\u062a\u0642\u0644 \u0631\u06cc\u0634\u0647 \u0647\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0642\u062f\u06cc\u0645\u06cc \u062a\u0631\u06cc \u062f\u0627\u0631\u062f. \u0627\u06cc\u062f\u0647 \u0639\u0648\u0627\u0645\u0644 \u0645\u0633\u062a\u0642\u0644 \u0622\u0645\u0627\u0631\u06cc \u0645\u0624\u062b\u0631 \u0628\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u062f\u0631 \u06a9\u0627\u0631 \u0628\u0631 \u0631\u0648\u06cc \u062a\u062d\u0644\u06cc\u0644 \u0639\u0627\u0645\u0644\u06cc \u062f\u0631 \u0627\u0648\u0627\u06cc\u0644 \u0642\u0631\u0646 \u0628\u06cc\u0633\u062a\u0645 \u062f\u0646\u0628\u0627\u0644 \u06a9\u0631\u062f. \u062a\u0645\u0627\u06cc\u0632 \u0627\u0635\u0644\u06cc \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u062a\u062d\u0644\u06cc\u0644 \u0639\u0627\u0645\u0644\u06cc \u062a\u0648\u0632\u06cc\u0639 \u06af\u0627\u0648\u0633\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0641\u0631\u0636 \u0645\u06cc \u06a9\u0646\u062f\u060c ICA \u0627\u06cc\u0646 \u0641\u0631\u0636 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0646\u0645\u06cc \u062f\u0647\u062f \u0648 \u0627\u0645\u06a9\u0627\u0646 \u062a\u062d\u0644\u06cc\u0644 \u0647\u0627\u06cc \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u062a\u0631 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<h2>\u0646\u06af\u0627\u0647\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0647 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u0624\u0644\u0641\u0647 \u0647\u0627\u06cc \u0645\u0633\u062a\u0642\u0644<\/h2>\n<p>ICA \u0631\u0648\u0634\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0639\u0648\u0627\u0645\u0644 \u06cc\u0627 \u0627\u062c\u0632\u0627\u06cc \u0627\u0633\u0627\u0633\u06cc \u0631\u0627 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0627\u0631\u06cc \u0686\u0646\u062f \u0645\u062a\u063a\u06cc\u0631\u0647 (\u0686\u0646\u062f \u0628\u0639\u062f\u06cc) \u067e\u06cc\u062f\u0627 \u0645\u06cc \u06a9\u0646\u062f. \u0686\u06cc\u0632\u06cc \u06a9\u0647 ICA \u0631\u0627 \u0627\u0632 \u0633\u0627\u06cc\u0631 \u0631\u0648\u0634 \u0647\u0627 \u0645\u062a\u0645\u0627\u06cc\u0632 \u0645\u06cc \u06a9\u0646\u062f \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0645\u0624\u0644\u0641\u0647 \u0647\u0627\u06cc\u06cc \u0645\u06cc \u06af\u0631\u062f\u062f \u06a9\u0647 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\u0647\u0633\u062a\u0646\u062f \u0648 \u0633\u06cc\u0633\u062a\u0645 \u0627\u062e\u062a\u0644\u0627\u0637 \u0646\u06cc\u0632 \u0646\u0627\u0634\u0646\u0627\u062e\u062a\u0647 \u0627\u0633\u062a. \u0633\u06cc\u06af\u0646\u0627\u0644 \u0647\u0627 \u063a\u06cc\u0631 \u06af\u0627\u0648\u0633\u06cc \u0648 \u0627\u0632 \u0646\u0638\u0631 \u0622\u0645\u0627\u0631\u06cc \u0645\u0633\u062a\u0642\u0644 \u0641\u0631\u0636 \u0645\u06cc \u0634\u0648\u0646\u062f. \u0633\u067e\u0633 \u0647\u062f\u0641 ICA \u06cc\u0627\u0641\u062a\u0646 \u0645\u0639\u06a9\u0648\u0633 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0627\u062e\u062a\u0644\u0627\u0637 \u0627\u0633\u062a.<\/p>\n<p>ICA \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0646\u0648\u0639\u06cc \u0627\u0632 \u062a\u062d\u0644\u06cc\u0644 \u0639\u0627\u0645\u0644\u06cc \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u0624\u0644\u0641\u0647 \u0627\u0635\u0644\u06cc (PCA) \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u060c \u0627\u0645\u0627 \u0628\u0627 \u062a\u0641\u0627\u0648\u062a \u062f\u0631 \u0645\u0641\u0631\u0648\u0636\u0627\u062a \u0622\u0646. \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 PCA \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0639\u0627\u0645\u0644\u06cc \u0641\u0631\u0636 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u06a9\u0647 \u0645\u0624\u0644\u0641\u0647\u200c\u0647\u0627 \u0646\u0627\u0645\u0631\u062a\u0628\u0637 \u0648 \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u064b \u06af\u0648\u0633\u06cc \u0647\u0633\u062a\u0646\u062f\u060c ICA \u0641\u0631\u0636 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u0645\u0624\u0644\u0641\u0647\u200c\u0647\u0627 \u0627\u0632 \u0646\u0638\u0631 \u0622\u0645\u0627\u0631\u06cc \u0645\u0633\u062a\u0642\u0644 \u0648 \u063a\u06cc\u0631 \u06af\u0627\u0648\u0633\u06cc \u0647\u0633\u062a\u0646\u062f.<\/p>\n<h2>\u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 \u062a\u062d\u0644\u06cc\u0644 \u0645\u0624\u0644\u0641\u0647 \u0647\u0627\u06cc \u0645\u0633\u062a\u0642\u0644<\/h2>\n<p>ICA \u0627\u0632 \u0637\u0631\u06cc\u0642 \u06cc\u06a9 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u062a\u06a9\u0631\u0627\u0631\u06cc \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0647\u062f\u0641 \u0622\u0646 \u0628\u0647 \u062d\u062f\u0627\u06a9\u062b\u0631 \u0631\u0633\u0627\u0646\u062f\u0646 \u0627\u0633\u062a\u0642\u0644\u0627\u0644 \u0622\u0645\u0627\u0631\u06cc \u0627\u062c\u0632\u0627\u06cc \u0628\u0631\u0622\u0648\u0631\u062f \u0634\u062f\u0647 \u0627\u0633\u062a. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0646\u062d\u0648\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0627\u06cc\u0646 \u0641\u0631\u0622\u06cc\u0646\u062f \u0628\u0647 \u0637\u0648\u0631 \u0645\u0639\u0645\u0648\u0644 \u0622\u0645\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<ol>\n<li>\u0645\u0631\u06a9\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627: \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0647\u0631 \u0645\u062a\u063a\u06cc\u0631 \u0631\u0627 \u062d\u0630\u0641 \u06a9\u0646\u06cc\u062f\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062d\u0648\u0644 \u0645\u062d\u0648\u0631 \u0635\u0641\u0631 \u0642\u0631\u0627\u0631 \u0645\u06cc \u06af\u06cc\u0631\u0646\u062f.<\/li>\n<li>Whitening: \u0645\u062a\u063a\u06cc\u0631\u0647\u0627 \u0631\u0627 \u0628\u062f\u0648\u0646 \u0647\u0645\u0628\u0633\u062a\u06af\u06cc \u0648 \u0648\u0627\u0631\u06cc\u0627\u0646\u0633 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u0628\u0631 \u06cc\u06a9 \u0642\u0631\u0627\u0631 \u062f\u0647\u06cc\u062f. \u0628\u0627 \u062a\u0628\u062f\u06cc\u0644 \u0622\u0646 \u0628\u0647 \u0641\u0636\u0627\u06cc\u06cc \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0645\u0646\u0627\u0628\u0639 \u06a9\u0631\u0648\u06cc \u0647\u0633\u062a\u0646\u062f\u060c \u0645\u0633\u0626\u0644\u0647 \u0631\u0627 \u0633\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li>\u0627\u0639\u0645\u0627\u0644 \u06cc\u06a9 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u062a\u06a9\u0631\u0627\u0631\u06cc: \u0645\u0627\u062a\u0631\u06cc\u0633 \u0686\u0631\u062e\u0634\u06cc \u0631\u0627 \u0628\u06cc\u0627\u0628\u06cc\u062f \u06a9\u0647 \u0627\u0633\u062a\u0642\u0644\u0627\u0644 \u0622\u0645\u0627\u0631\u06cc \u0645\u0646\u0627\u0628\u0639 \u0631\u0627 \u0628\u0647 \u062d\u062f\u0627\u06a9\u062b\u0631 \u0645\u06cc \u0631\u0633\u0627\u0646\u062f. \u0627\u06cc\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u063a\u06cc\u0631 \u06af\u0627\u0648\u0633\u06cc\u060c \u0627\u0632 \u062c\u0645\u0644\u0647 \u06a9\u0634\u06cc\u062f\u06af\u06cc \u0648 \u0646\u0698\u0627\u0646\u062a\u0631\u0648\u067e\u06cc \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<\/ol>\n<h2>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u0624\u0644\u0641\u0647 \u0647\u0627\u06cc \u0645\u0633\u062a\u0642\u0644<\/h2>\n<ol>\n<li>\u063a\u06cc\u0631 \u06af\u0627\u0648\u0633\u06cc \u0628\u0648\u062f\u0646: \u0627\u06cc\u0646 \u0627\u0633\u0627\u0633 ICA \u0627\u0633\u062a \u0648 \u0627\u0632 \u0627\u06cc\u0646 \u0648\u0627\u0642\u0639\u06cc\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u0645\u0633\u062a\u0642\u0644 \u063a\u06cc\u0631\u06af\u0627\u0648\u0633\u06cc\u200c\u062a\u0631 \u0627\u0632 \u062a\u0631\u06a9\u06cc\u0628\u200c\u0647\u0627\u06cc \u062e\u0637\u06cc \u0622\u0646\u0647\u0627 \u0647\u0633\u062a\u0646\u062f.<\/li>\n<li>\u0627\u0633\u062a\u0642\u0644\u0627\u0644 \u0622\u0645\u0627\u0631\u06cc: ICA \u0641\u0631\u0636 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0645\u0646\u0627\u0628\u0639 \u0627\u0632 \u0646\u0638\u0631 \u0622\u0645\u0627\u0631\u06cc \u0645\u0633\u062a\u0642\u0644 \u0627\u0632 \u06cc\u06a9\u062f\u06cc\u06af\u0631 \u0647\u0633\u062a\u0646\u062f.<\/li>\n<li>\u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631\u06cc: ICA \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0627 \u0627\u0628\u0639\u0627\u062f \u0628\u0627\u0644\u0627 \u0627\u0639\u0645\u0627\u0644 \u0634\u0648\u062f.<\/li>\n<li>\u062c\u062f\u0627\u0633\u0627\u0632\u06cc \u0645\u0646\u0628\u0639 \u06a9\u0648\u0631: \u0645\u062e\u0644\u0648\u0637\u06cc \u0627\u0632 \u0633\u06cc\u06af\u0646\u0627\u0644 \u0647\u0627 \u0631\u0627 \u0628\u062f\u0648\u0646 \u0627\u0637\u0644\u0627\u0639 \u0627\u0632 \u0641\u0631\u0622\u06cc\u0646\u062f \u0627\u062e\u062a\u0644\u0627\u0637 \u0628\u0647 \u0645\u0646\u0627\u0628\u0639 \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u062c\u062f\u0627 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<\/ol>\n<h2>\u0627\u0646\u0648\u0627\u0639 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u0624\u0644\u0641\u0647 \u0647\u0627\u06cc \u0645\u0633\u062a\u0642\u0644<\/h2>\n<p>\u0631\u0648\u0634 \u0647\u0627\u06cc ICA \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0631\u0648\u06cc\u06a9\u0631\u062f\u06cc \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u0627\u0633\u062a\u0642\u0644\u0627\u0644 \u0627\u062a\u062e\u0627\u0630 \u0645\u06cc \u06a9\u0646\u0646\u062f \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0631\u062f. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0627\u0646\u0648\u0627\u0639 \u0627\u0635\u0644\u06cc \u0630\u06a9\u0631 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u062a\u0627\u06cc\u067e \u06a9\u0646\u06cc\u062f<\/th>\n<th>\u0634\u0631\u062d<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>JADE (\u0627\u0631\u0645\u06cc\u200c\u0633\u0627\u0632\u06cc \u062a\u0642\u0631\u06cc\u0628\u06cc \u0645\u0634\u062a\u0631\u06a9 \u0645\u0627\u062a\u0631\u06cc\u0633\u200c\u0647\u0627\u06cc \u0648\u06cc\u0698\u0647)<\/td>\n<td>\u0627\u0632 \u062a\u062c\u0645\u0639 \u06a9\u0646\u0646\u062f\u0647 \u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0647 \u0686\u0647\u0627\u0631\u0645 \u0628\u0631\u0627\u06cc \u062a\u0639\u0631\u06cc\u0641 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u062a\u0648\u0627\u0628\u0639 \u06a9\u0646\u062a\u0631\u0627\u0633\u062a \u0628\u0631\u0627\u06cc \u0628\u0647 \u062d\u062f\u0627\u0642\u0644 \u0631\u0633\u0627\u0646\u062f\u0646 \u0633\u0648\u0621 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/td>\n<\/tr>\n<tr>\n<td>FastICA<\/td>\n<td>\u0627\u0632 \u0637\u0631\u062d \u062a\u06a9\u0631\u0627\u0631 \u0646\u0642\u0637\u0647 \u062b\u0627\u0628\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0622\u0646 \u0631\u0627 \u0627\u0632 \u0646\u0638\u0631 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f \u0645\u06cc \u06a9\u0646\u062f.<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u06cc\u0646\u0641\u0648\u0645\u06a9\u0633<\/td>\n<td>\u0633\u0639\u06cc \u0645\u06cc \u06a9\u0646\u062f \u0622\u0646\u062a\u0631\u0648\u067e\u06cc \u062e\u0631\u0648\u062c\u06cc \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 ICA \u0628\u0647 \u062d\u062f\u0627\u06a9\u062b\u0631 \u0628\u0631\u0633\u0627\u0646\u062f.<\/td>\n<\/tr>\n<tr>\n<td>SOBI (\u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0648\u0631 \u0645\u0631\u062a\u0628\u0647 \u062f\u0648\u0645)<\/td>\n<td>\u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 ICA \u0627\u0632 \u0633\u0627\u062e\u062a\u0627\u0631 \u0632\u0645\u0627\u0646\u06cc \u062f\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0645\u0627\u0646\u0646\u062f \u062a\u0627\u062e\u06cc\u0631\u0647\u0627\u06cc \u0632\u0645\u0627\u0646\u06cc \u062e\u0648\u062f\u0647\u0645\u0628\u0633\u062a\u06af\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \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 \u062a\u062d\u0644\u06cc\u0644 \u0645\u0624\u0644\u0641\u0647 \u0647\u0627\u06cc \u0645\u0633\u062a\u0642\u0644<\/h2>\n<p>ICA \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0647\u0627\u06cc \u0645\u062a\u0639\u062f\u062f\u06cc \u0627\u0632 \u062c\u0645\u0644\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631\u060c \u0628\u06cc\u0648\u0627\u0646\u0641\u0648\u0631\u0645\u0627\u062a\u06cc\u06a9 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u0627\u0644\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u062f\u0631 \u0627\u0631\u062a\u0628\u0627\u0637\u0627\u062a \u0627\u0632 \u0631\u0627\u0647 \u062f\u0648\u0631 \u0628\u0631\u0627\u06cc \u062c\u062f\u0627\u0633\u0627\u0632\u06cc \u0645\u0646\u0628\u0639 \u06a9\u0648\u0631 \u0648 \u0648\u0627\u062a\u0631\u0645\u0627\u0631\u06a9 \u062f\u06cc\u062c\u06cc\u062a\u0627\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0647\u0627\u06cc \u067e\u0632\u0634\u06a9\u06cc\u060c \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0633\u06cc\u06af\u0646\u0627\u0644 \u0645\u063a\u0632 (EEG\u060c fMRI) \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0636\u0631\u0628\u0627\u0646 \u0642\u0644\u0628 (ECG) \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u0686\u0627\u0644\u0634 \u0647\u0627\u06cc ICA \u0634\u0627\u0645\u0644 \u062a\u062e\u0645\u06cc\u0646 \u062a\u0639\u062f\u0627\u062f \u0627\u062c\u0632\u0627\u06cc \u0645\u0633\u062a\u0642\u0644 \u0648 \u062d\u0633\u0627\u0633\u06cc\u062a \u0628\u0647 \u0634\u0631\u0627\u06cc\u0637 \u0627\u0648\u0644\u06cc\u0647 \u0627\u0633\u062a. \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u06af\u0627\u0648\u0633\u06cc \u06cc\u0627 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0645\u0624\u0644\u0641\u0647\u200c\u0647\u0627\u06cc \u0645\u0633\u062a\u0642\u0644 \u0641\u0648\u0642 \u06af\u0627\u0648\u0633\u06cc \u06cc\u0627 \u0632\u06cc\u0631 \u06af\u0627\u0648\u0633\u06cc \u0647\u0633\u062a\u0646\u062f\u060c \u0628\u0647 \u062e\u0648\u0628\u06cc \u06a9\u0627\u0631 \u0646\u06a9\u0646\u062f.<\/p>\n<h2>ICA \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u0645\u0634\u0627\u0628\u0647<\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0646\u062d\u0648\u0647 \u0645\u0642\u0627\u06cc\u0633\u0647 ICA \u0628\u0627 \u0633\u0627\u06cc\u0631 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u0645\u0634\u0627\u0628\u0647 \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<table>\n<thead>\n<tr>\n<th><\/th>\n<th>ICA<\/th>\n<th>PCA<\/th>\n<th>\u062a\u062d\u0644\u06cc\u0644 \u0639\u0627\u0645\u0644\u06cc<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0645\u0641\u0631\u0648\u0636\u0627\u062a<\/td>\n<td>\u0627\u0633\u062a\u0642\u0644\u0627\u0644 \u0622\u0645\u0627\u0631\u06cc\u060c \u063a\u06cc\u0631 \u06af\u0627\u0648\u0633\u06cc<\/td>\n<td>\u0646\u0627\u0645\u0631\u062a\u0628\u0637\u060c \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u064b \u06af\u0648\u0633\u06cc<\/td>\n<td>\u0646\u0627\u0645\u0631\u062a\u0628\u0637\u060c \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u064b \u06af\u0648\u0633\u06cc<\/td>\n<\/tr>\n<tr>\n<td>\u0647\u062f\u0641<\/td>\n<td>\u0645\u0646\u0627\u0628\u0639 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0645\u062e\u0644\u0648\u0637 \u062e\u0637\u06cc \u062c\u062f\u0627 \u06a9\u0646\u06cc\u062f<\/td>\n<td>\u06a9\u0627\u0647\u0634 \u0627\u0628\u0639\u0627\u062f<\/td>\n<td>\u062f\u0631\u06a9 \u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627<\/td>\n<\/tr>\n<tr>\n<td>\u0631\u0648\u0634<\/td>\n<td>\u0639\u062f\u0645 \u06af\u0627\u0648\u0633\u06cc\u062a \u0631\u0627 \u0628\u0647 \u062d\u062f\u0627\u06a9\u062b\u0631 \u0628\u0631\u0633\u0627\u0646\u06cc\u062f<\/td>\n<td>\u0648\u0627\u0631\u06cc\u0627\u0646\u0633 \u0631\u0627 \u0628\u0647 \u062d\u062f\u0627\u06a9\u062b\u0631 \u0628\u0631\u0633\u0627\u0646\u06cc\u062f<\/td>\n<td>\u0648\u0627\u0631\u06cc\u0627\u0646\u0633 \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0631\u0627 \u0628\u0647 \u062d\u062f\u0627\u06a9\u062b\u0631 \u0628\u0631\u0633\u0627\u0646\u06cc\u062f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0686\u0634\u0645 \u0627\u0646\u062f\u0627\u0632\u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u062a\u062d\u0644\u06cc\u0644 \u0645\u0624\u0644\u0641\u0647 \u0647\u0627\u06cc \u0645\u0633\u062a\u0642\u0644<\/h2>\n<p>ICA \u0628\u0647 \u06cc\u06a9 \u0627\u0628\u0632\u0627\u0631 \u0636\u0631\u0648\u0631\u06cc \u062f\u0631 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a \u0648 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u06af\u0633\u062a\u0631\u0634 \u0645\u06cc \u06cc\u0627\u0628\u062f. \u067e\u06cc\u0634\u0631\u0641\u062a\u200c\u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u064b \u0628\u0631 \u0631\u0648\u06cc \u063a\u0644\u0628\u0647 \u0628\u0631 \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f\u060c \u0628\u0647\u0628\u0648\u062f \u0627\u0633\u062a\u062d\u06a9\u0627\u0645 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0648 \u06af\u0633\u062a\u0631\u0634 \u06a9\u0627\u0631\u0628\u0631\u062f \u0622\u0646 \u0645\u062a\u0645\u0631\u06a9\u0632 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.<\/p>\n<p>\u067e\u06cc\u0634\u0631\u0641\u062a\u200c\u0647\u0627\u06cc \u0628\u0627\u0644\u0642\u0648\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0634\u0627\u0645\u0644 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u062a\u062e\u0645\u06cc\u0646 \u062a\u0639\u062f\u0627\u062f \u0645\u0624\u0644\u0641\u0647\u200c\u0647\u0627 \u0648 \u0628\u0631\u062e\u0648\u0631\u062f \u0628\u0627 \u062a\u0648\u0632\u06cc\u0639\u200c\u0647\u0627\u06cc \u0633\u0648\u067e\u0631\u06af\u0627\u0648\u0633\u06cc \u0648 \u0632\u06cc\u0631\u06af\u0648\u0633\u06cc \u0628\u0627\u0634\u062f. \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u0631\u0648\u0634\u200c\u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc ICA \u063a\u06cc\u0631\u062e\u0637\u06cc \u0628\u0631\u0627\u06cc \u06af\u0633\u062a\u0631\u0634 \u06a9\u0627\u0631\u0628\u0631\u062f \u0622\u0646 \u062f\u0631 \u062d\u0627\u0644 \u0628\u0631\u0631\u0633\u06cc \u0647\u0633\u062a\u0646\u062f.<\/p>\n<h2>\u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u062c\u0632\u0627\u06cc \u0645\u0633\u062a\u0642\u0644<\/h2>\n<p>\u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0648 ICA \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0646\u0627\u0645\u0631\u062a\u0628\u0637 \u0628\u0647 \u0646\u0638\u0631 \u0628\u0631\u0633\u0646\u062f\u060c \u0627\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u062f\u0631 \u062d\u0648\u0632\u0647 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062a\u0631\u0627\u0641\u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u062a\u0644\u0627\u0642\u06cc \u06a9\u0646\u0646\u062f. \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062a\u0631\u0627\u0641\u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0648 \u0686\u0646\u062f \u0628\u0639\u062f\u06cc \u0628\u0627\u0634\u062f \u06a9\u0647 \u0634\u0627\u0645\u0644 \u0645\u0646\u0627\u0628\u0639 \u0645\u062e\u062a\u0644\u0641 \u0645\u0633\u062a\u0642\u0644 \u0645\u06cc \u0634\u0648\u062f. ICA \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0686\u0646\u06cc\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc\u06cc\u060c \u062c\u062f\u0627\u0633\u0627\u0632\u06cc \u0627\u062c\u0632\u0627\u06cc \u062a\u0631\u0627\u0641\u06cc\u06a9 \u0641\u0631\u062f\u06cc\u060c \u0648 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0627\u0644\u06af\u0648\u0647\u0627\u060c \u0646\u0627\u0647\u0646\u062c\u0627\u0631\u06cc \u0647\u0627 \u06cc\u0627 \u062a\u0647\u062f\u06cc\u062f\u0627\u062a \u0627\u0645\u0646\u06cc\u062a\u06cc \u0628\u0627\u0644\u0642\u0648\u0647 \u06a9\u0645\u06a9 \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0648\u06cc\u0698\u0647 \u062f\u0631 \u062d\u0641\u0638 \u0639\u0645\u0644\u06a9\u0631\u062f \u0648 \u0627\u0645\u0646\u06cc\u062a \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u0641\u06cc\u062f \u0628\u0627\u0634\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:\/\/scikit-learn.org\/stable\/modules\/generated\/sklearn.decomposition.FastICA.html\" target=\"_new\" rel=\"noopener nofollow\">\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 FastICA \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646<\/a><\/li>\n<li><a href=\"https:\/\/www.sciencedirect.com\/science\/article\/abs\/pii\/0165168494900577\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u0642\u0627\u0644\u0647 \u0627\u0635\u0644\u06cc ICA \u062a\u0648\u0633\u0637 Comon<\/a><\/li>\n<li><a href=\"http:\/\/www.sci.utah.edu\/~shireen\/pdfs\/tutorials\/Elhabian_ICA09.pdf\" target=\"_new\" rel=\"noopener nofollow\">\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u0624\u0644\u0641\u0647 \u0647\u0627\u06cc \u0645\u0633\u062a\u0642\u0644: \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627<\/a><\/li>\n<li><a href=\"https:\/\/www.miketipping.com\/papers\/met-mppca.pdf\" target=\"_new\" rel=\"noopener nofollow\">ICA \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 PCA<\/a><\/li>\n<li><a href=\"https:\/\/ieeexplore.ieee.org\/document\/5946099\" target=\"_new\" rel=\"noopener nofollow\">\u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc ICA \u062f\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631<\/a><\/li>\n<li><a href=\"https:\/\/journals.plos.org\/plosone\/article?id=10.1371\/journal.pone.0067195\" target=\"_new\" rel=\"noopener nofollow\">\u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc ICA \u062f\u0631 \u0628\u06cc\u0648\u0627\u0646\u0641\u0648\u0631\u0645\u0627\u062a\u06cc\u06a9<\/a><\/li>\n<\/ol>","protected":false},"featured_media":468610,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-477568","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Independent Component Analysis: An Integral Aspect of Data Analysis<\/mark>","faq_items":[{"question":"What is Independent Component Analysis (ICA)?","answer":"<p>ICA is a computational method that separates a multivariate signal into additive subcomponents which are statistically independent or as independent as possible. It's primarily used for analyzing complex datasets and is especially useful in signal processing and telecommunications.<\/p>"},{"question":"Who were the pioneers of Independent Component Analysis?","answer":"<p>The seminal work on Independent Component Analysis was conducted by researchers like Pierre Comon and Jean-Fran\u00e7ois Cardoso in the late 1980s and early 1990s.<\/p>"},{"question":"How does Independent Component Analysis work?","answer":"<p>ICA works through an iterative algorithm, which aims to maximize the statistical independence of the estimated components. The process typically begins with centering the data around zero, then whitening the variables, and finally applying an iterative algorithm to find the rotation matrix that maximizes the statistical independence of the sources.<\/p>"},{"question":"What are the key features of Independent Component Analysis?","answer":"<p>The key features of ICA include non-Gaussianity, statistical independence, scalability, and its ability to perform blind source separation.<\/p>"},{"question":"What are the types of Independent Component Analysis?","answer":"<p>Some of the main types of ICA include JADE (Joint Approximate Diagonalization of Eigen-matrices), FastICA, Infomax, and SOBI (Second Order Blind Identification).<\/p>"},{"question":"What are some applications of Independent Component Analysis?","answer":"<p>ICA is applied in numerous areas, including image processing, bioinformatics, and financial analysis. It's used for blind source separation and digital watermarking in telecommunications. In the medical field, it's used for brain signal analysis (EEG, fMRI) and heartbeat analysis (ECG).<\/p>"},{"question":"How does Independent Component Analysis compare to similar techniques?","answer":"<p>Unlike PCA and factor analysis which assume the components are uncorrelated and possibly Gaussian, ICA assumes the components are statistically independent and non-Gaussian.<\/p>"},{"question":"What is the future perspective of Independent Component Analysis?","answer":"<p>Future advances of ICA are likely to focus on overcoming existing challenges, improving the robustness of the algorithm, and expanding its applications. Potential improvements may include methods for estimating the number of components and dealing with super-Gaussian and sub-Gaussian distributions.<\/p>"},{"question":"How are proxy servers related to Independent Component Analysis?","answer":"<p>In the realm of network traffic analysis, ICA can help analyze complex and multidimensional network traffic data. It can separate individual traffic components and identify patterns, anomalies, or potential security threats, which could be useful in maintaining the performance and security of proxy servers.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/477568","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\/477568\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media\/468610"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media?parent=477568"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}