{"id":478923,"date":"2023-08-09T09:40:29","date_gmt":"2023-08-09T09:40:29","guid":{"rendered":""},"modified":"2023-09-05T11:17:48","modified_gmt":"2023-09-05T11:17:48","slug":"sentiment-analysis","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ar\/wiki\/sentiment-analysis\/","title":{"rendered":"\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631"},"content":{"rendered":"<p>\u064a\u0634\u064a\u0631 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631\u060c \u0627\u0644\u0645\u0639\u0631\u0648\u0641 \u0623\u064a\u0636\u064b\u0627 \u0628\u0627\u0633\u0645 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0631\u0623\u064a \u0623\u0648 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0644\u0639\u0627\u0637\u0641\u0629\u060c \u0625\u0644\u0649 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLP)\u060c \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0646\u0635\u0648\u0635\u060c \u0648\u0627\u0644\u0644\u063a\u0648\u064a\u0627\u062a \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0644\u062a\u062d\u062f\u064a\u062f \u0648\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0634\u062e\u0635\u064a\u0629 \u0645\u0646 \u0627\u0644\u0645\u0627\u062f\u0629 \u0627\u0644\u0645\u0635\u062f\u0631. \u0641\u0647\u0648 \u064a\u062d\u062f\u062f \u0628\u0634\u0643\u0644 \u0623\u0633\u0627\u0633\u064a \u0627\u0644\u0645\u0648\u0642\u0641 \u0623\u0648 \u0627\u0644\u0639\u0627\u0637\u0641\u0629 \u0627\u0644\u062a\u064a \u064a\u062a\u0645 \u0646\u0642\u0644\u0647\u0627 \u0641\u064a \u0633\u0644\u0633\u0644\u0629 \u0645\u0646 \u0627\u0644\u0643\u0644\u0645\u0627\u062a\u060c \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0641\u064a 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\u0645\u0635\u0637\u0644\u062d &quot;\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631&quot; \u0641\u064a \u0627\u0644\u0638\u0647\u0648\u0631 \u0641\u064a \u0627\u0644\u0623\u0648\u0631\u0627\u0642 \u0627\u0644\u0628\u062d\u062b\u064a\u0629\u060c \u0645\u0639 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0627\u0644\u0630\u064a \u0642\u0627\u0645 \u0628\u0647 \u0628\u0627\u062d\u062b\u0648\u0646 \u0645\u062b\u0644 \u0628\u0648 \u0628\u0627\u0646\u063a \u0648\u0644\u064a\u0644\u064a\u0627\u0646 \u0644\u064a \u0641\u064a \u0639\u0627\u0645 2002\u060c \u0645\u0645\u0627 \u064a\u0645\u062b\u0644 \u0628\u062f\u0627\u064a\u0629 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631 \u0643\u0645\u062c\u0627\u0644 \u0645\u062a\u0645\u064a\u0632 \u0641\u064a \u0627\u0644\u0644\u063a\u0648\u064a\u0627\u062a \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629.<\/p>\n<h2>\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062a\u0641\u0635\u064a\u0644\u064a\u0629 \u062d\u0648\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631<\/h2>\n<p>\u064a\u0634\u0645\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631 \u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0633\u0639\u0629 \u0645\u0646 \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0644\u062a\u0641\u0633\u064a\u0631 \u0648\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0645\u0634\u0627\u0639\u0631 \u0636\u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0646\u0635\u064a\u0629. \u064a\u0645\u0643\u0646\u0647 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0630\u064a \u064a\u0646\u0634\u0626\u0647 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0645\u062b\u0644 \u0627\u0644\u0645\u0631\u0627\u062c\u0639\u0627\u062a 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\u062a\u062d\u0644\u064a\u0644 \u0643\u0644 \u062c\u0645\u0644\u0629 \u0639\u0644\u0649 \u062d\u062f\u0629.<\/li>\n<li><strong>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u062c\u0627\u0646\u0628:<\/strong> \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u062c\u0648\u0627\u0646\u0628 \u0623\u0648 \u0645\u064a\u0632\u0627\u062a \u0645\u062d\u062f\u062f\u0629 \u0644\u0645\u0646\u062a\u062c \u0623\u0648 \u0645\u0648\u0636\u0648\u0639 \u0645\u0627.<\/li>\n<\/ul>\n<h3>\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629<\/h3>\n<ul>\n<li><strong>\u0637\u0631\u0642 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a:<\/strong> \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0645\u062b\u0644 SVM \u0648Nive Bayes \u0648Random Forests \u0648\u0645\u0627 \u0625\u0644\u0649 \u0630\u0644\u0643.<\/li>\n<li><strong>\u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u0645\u0639\u062a\u0645\u062f\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u0639\u062c\u0645:<\/strong> \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0642\u0648\u0627\u0626\u0645 \u0645\u062d\u062f\u062f\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0645\u0646 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0648\u062f\u0631\u062c\u0627\u062a \u0645\u0634\u0627\u0639\u0631\u0647\u0627.<\/li>\n<li><strong>\u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u0647\u062c\u064a\u0646\u0629:<\/strong> \u0627\u0644\u062c\u0645\u0639 \u0628\u064a\u0646 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u0639\u062c\u0645.<\/li>\n<\/ul>\n<h2>\u0627\u0644\u0647\u064a\u0643\u0644 \u0627\u0644\u062f\u0627\u062e\u0644\u064a 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\u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0648\u0627\u0644\u0639\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0627\u0644\u062a\u064a \u0642\u062f \u062a\u062f\u0644 \u0639\u0644\u0649 \u0627\u0644\u0645\u0634\u0627\u0639\u0631.<\/li>\n<li><strong>\u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a \u0648\u0627\u0644\u062a\u0635\u0646\u064a\u0641:<\/strong> \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a ML \u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0645\u0634\u0627\u0639\u0631.<\/li>\n<li><strong>\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0645\u0634\u0627\u0639\u0631:<\/strong> \u062a\u0639\u064a\u064a\u0646 \u062f\u0631\u062c\u0629 \u0627\u0644\u0645\u0634\u0627\u0639\u0631 (\u0625\u064a\u062c\u0627\u0628\u064a\u0629 \u0623\u0648 \u0633\u0644\u0628\u064a\u0629 \u0623\u0648 \u0645\u062d\u0627\u064a\u062f\u0629).<\/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\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631<\/h2>\n<ul>\n<li><strong>\u062f\u0642\u0629:<\/strong> \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u062a\u064a \u064a\u062a\u0645 \u0628\u0647\u0627 \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0645\u0634\u0627\u0639\u0631.<\/li>\n<li><strong>\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a:<\/strong> \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u060c \u0648\u062e\u0627\u0635\u0629 \u0639\u0644\u0649 \u0648\u0633\u0627\u0626\u0644 \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a.<\/li>\n<li><strong>\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639:<\/strong> \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0643\u0645\u064a\u0627\u062a \u0647\u0627\u0626\u0644\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0643\u0641\u0627\u0621\u0629.<\/li>\n<li><strong>\u062f\u0639\u0645 \u0627\u0644\u0644\u063a\u0629:<\/strong> \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0641\u0647\u0645 \u0627\u0644\u0644\u063a\u0627\u062a \u0648\u0627\u0644\u0644\u0647\u062c\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629.<\/li>\n<li><strong>\u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0643\u064a\u0641:<\/strong> \u0627\u0644\u062a\u0643\u064a\u0641 \u0645\u0639 \u0645\u062e\u062a\u0644\u0641 \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a \u0648\u0627\u0644\u0633\u064a\u0627\u0642\u0627\u062a.<\/li>\n<\/ul>\n<h2>\u0623\u0646\u0648\u0627\u0639 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631<\/h2>\n<p>\u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0627\u0644\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u064a\u0643\u062a\u0628<\/th>\n<th>\u0648\u0635\u0641<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0628\u0627\u0644\u063a\u0629 \u0627\u0644\u062f\u0642\u0629<\/td>\n<td>\u0627\u0644\u062a\u0645\u064a\u064a\u0632 \u0628\u064a\u0646 \u0627\u0644\u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u0644\u0625\u064a\u062c\u0627\u0628\u064a\u0629 \u0648\u0627\u0644\u0633\u0644\u0628\u064a\u0629.<\/td>\n<\/tr>\n<tr>\n<td>\u0643\u0634\u0641 \u0627\u0644\u0639\u0627\u0637\u0641\u0629<\/td>\n<td>\u062a\u062d\u062f\u064a\u062f \u0645\u0634\u0627\u0639\u0631 \u0645\u0639\u064a\u0646\u0629 \u0645\u062b\u0644 \u0627\u0644\u0641\u0631\u062d \u0648\u0627\u0644\u063a\u0636\u0628 \u0648\u0627\u0644\u062d\u0632\u0646 \u0648\u0645\u0627 \u0625\u0644\u0649 \u0630\u0644\u0643.<\/td>\n<\/tr>\n<tr>\n<td>\u0639\u0644\u0649 \u0623\u0633\u0627\u0633 \u0627\u0644\u062c\u0627\u0646\u0628<\/td>\n<td>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631 \u062a\u062c\u0627\u0647 \u062c\u0648\u0627\u0646\u0628 \u0623\u0648 \u0645\u064a\u0632\u0627\u062a \u0645\u062d\u062f\u062f\u0629.<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0646\u064a\u0629<\/td>\n<td>\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0646\u064a\u0629 \u0648\u0631\u0627\u0621 \u0627\u0644\u0634\u0639\u0648\u0631\u060c \u0645\u062b\u0644 \u0646\u064a\u0629 \u0627\u0644\u0634\u0631\u0627\u0621.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0637\u0631\u0642 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631 \u0648\u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0648\u0627\u0644\u062d\u0644\u0648\u0644<\/h2>\n<h3>\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645<\/h3>\n<ul>\n<li><strong>\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u062a\u0633\u0648\u064a\u0642 \u0648\u0627\u0644\u0639\u0644\u0627\u0645\u0629 \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629:<\/strong> \u0641\u0647\u0645 \u0622\u0631\u0627\u0621 \u0627\u0644\u0639\u0645\u0644\u0627\u0621.<\/li>\n<li><strong>\u062f\u0639\u0645 \u0627\u0644\u0639\u0645\u0644\u0627\u0621:<\/strong> \u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062f\u0639\u0645 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0641\u0647\u0645 \u0627\u0644\u0645\u0634\u0627\u0639\u0631.<\/li>\n<li><strong>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0646\u062a\u062c:<\/strong> \u062a\u0642\u064a\u064a\u0645 \u0627\u0633\u062a\u0642\u0628\u0627\u0644 \u0627\u0644\u0645\u0646\u062a\u062c \u0648\u0631\u062f\u0648\u062f \u0627\u0644\u0641\u0639\u0644.<\/li>\n<\/ul>\n<h3>\u0645\u0634\u0627\u0643\u0644<\/h3>\n<ul>\n<li><strong>\u0627\u0644\u0633\u062e\u0631\u064a\u0629 \u0648\u0627\u0644\u063a\u0645\u0648\u0636:<\/strong> - \u0635\u0639\u0648\u0628\u0627\u062a \u0641\u064a \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0645\u0634\u0627\u0639\u0631 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629.<\/li>\n<li><strong>\u062a\u062d\u062f\u064a\u0627\u062a \u062a\u0639\u062f\u062f \u0627\u0644\u0644\u063a\u0627\u062a:<\/strong> \u062f\u0639\u0645 \u0645\u062d\u062f\u0648\u062f \u0644\u0645\u062e\u062a\u0644\u0641 \u0627\u0644\u0644\u063a\u0627\u062a.<\/li>\n<\/ul>\n<h3>\u062d\u0644\u0648\u0644<\/h3>\n<ul>\n<li><strong>\u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629:<\/strong> \u062a\u0646\u0641\u064a\u0630 \u0646\u0645\u0627\u0630\u062c \u0623\u0643\u062b\u0631 \u062a\u0637\u0648\u0631\u0627.<\/li>\n<li><strong>\u062f\u0645\u062c \u0627\u0644\u0633\u064a\u0627\u0642:<\/strong> \u0641\u0647\u0645 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0623\u0648\u0633\u0639 \u0644\u062a\u0641\u0633\u064a\u0631 \u0627\u0644\u0645\u0634\u0627\u0639\u0631.<\/li>\n<\/ul>\n<h2>\u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0648\u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0627\u062a<\/h2>\n<h3>\u0635\u0641\u0627\u062a<\/h3>\n<ul>\n<li><strong>\u0628\u0631\u0627\u0639\u0647:<\/strong> \u064a\u0646\u0637\u0628\u0642 \u0639\u0644\u0649 \u0645\u062e\u062a\u0644\u0641 \u0627\u0644\u0635\u0646\u0627\u0639\u0627\u062a \u0648\u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a.<\/li>\n<li><strong>\u062a\u0639\u0642\u064a\u062f:<\/strong> \u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0646 \u0627\u0644\u062a\u0639\u0642\u064a\u062f \u0627\u0639\u062a\u0645\u0627\u062f\u0627 \u0639\u0644\u0649 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629.<\/li>\n<li><strong>\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a:<\/strong> \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u062a\u062d\u0644\u064a\u0644 \u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u064a\u0629.<\/li>\n<\/ul>\n<h3>\u0645\u0642\u0627\u0631\u0646\u0627\u062a<\/h3>\n<p>\u0645\u0642\u0627\u0631\u0646\u0629 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631 \u0645\u0639 \u0645\u0635\u0637\u0644\u062d\u0627\u062a \u0623\u062e\u0631\u0649 \u0645\u0645\u0627\u062b\u0644\u0629:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0634\u0631\u0637<\/th>\n<th>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631<\/th>\n<th>\u0627\u0644\u0634\u0631\u0648\u0637 \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0645\u0648\u0636\u0648\u0639\u064a<\/td>\n<td>\u0643\u0634\u0641 \u0627\u0644\u0631\u0623\u064a \u0627\u0644\u0634\u062e\u0635\u064a<\/td>\n<td>\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0648\u0627\u0642\u0639\u064a\u0629<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0642\u0646\u064a\u0627\u062a<\/td>\n<td>ML\u060c \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0645\u0639\u062c\u0645\u060c \u0627\u0644\u0647\u062c\u064a\u0646<\/td>\n<td>\u0645\u0637\u0627\u0628\u0642\u0629 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0629 \u0625\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f<\/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 \u0628\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631<\/h2>\n<ul>\n<li><strong>\u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u0625\u0646\u062a\u0631\u0646\u062a \u0627\u0644\u0623\u0634\u064a\u0627\u0621:<\/strong> \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a \u0645\u0646 \u0627\u0644\u0635\u0648\u062a \u0648\u062a\u0639\u0628\u064a\u0631\u0627\u062a \u0627\u0644\u0648\u062c\u0647.<\/li>\n<li><strong>\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062d\u0633\u0646\u0629:<\/strong> \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0644\u0641\u0647\u0645 \u0623\u0643\u062b\u0631 \u062f\u0642\u0629.<\/li>\n<li><strong>\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0639\u0628\u0631 \u0627\u0644\u0644\u063a\u0627\u062a:<\/strong> \u0643\u0633\u0631 \u062d\u0648\u0627\u062c\u0632 \u0627\u0644\u0644\u063a\u0629.<\/li>\n<\/ul>\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\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631<\/h2>\n<p>\u064a\u0645\u0643\u0646 \u0644\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0645\u062b\u0644 OneProxy \u0623\u0646 \u062a\u0644\u0639\u0628 \u062f\u0648\u0631\u064b\u0627 \u062d\u064a\u0648\u064a\u064b\u0627 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631 \u0645\u0646 \u062e\u0644\u0627\u0644:<\/p>\n<ul>\n<li><strong>\u062a\u062c\u0631\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/strong> \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0645\u062e\u062a\u0644\u0641\u0629 \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0628\u0634\u0643\u0644 \u0622\u0645\u0646.<\/li>\n<li><strong>\u0639\u062f\u0645 \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0647\u0648\u064a\u062a\u0647 \u0648\u0627\u0644\u0623\u0645\u0646:<\/strong> \u0636\u0645\u0627\u0646 \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062c\u0647\u0648\u0644\u0629 \u0627\u0644\u0645\u0635\u062f\u0631.<\/li>\n<li><strong>\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0645\u0648\u0642\u0639 \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a:<\/strong> \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631 \u0641\u064a \u0645\u062e\u062a\u0644\u0641 \u0627\u0644\u0645\u0646\u0627\u0637\u0642.<\/li>\n<\/ul>\n<h2>\u0631\u0648\u0627\u0628\u0637 \u0630\u0627\u062a \u0639\u0644\u0627\u0642\u0629<\/h2>\n<ul>\n<li><a href=\"https:\/\/oneproxy.pro\/ar\/\" target=\"_new\" rel=\"noopener\">\u0645\u0648\u0642\u0639 OneProxy<\/a><\/li>\n<li><a href=\"http:\/\/nlp.stanford.edu\/\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u062c\u0645\u0648\u0639\u0629 \u0633\u062a\u0627\u0646\u0641\u0648\u0631\u062f \u0644\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629<\/a><\/li>\n<li><a href=\"https:\/\/www.nltk.org\/\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u062c\u0645\u0648\u0639\u0629 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLTK)<\/a><\/li>\n<li><a href=\"http:\/\/www.cs.cornell.edu\/home\/llee\/omsa\/omsa.pdf\" target=\"_new\" rel=\"noopener nofollow\">\u0623\u0628\u062d\u0627\u062b \u0628\u0648 \u0628\u0627\u0646\u063a \u0648\u0644\u064a\u0644\u064a\u0627\u0646 \u0644\u064a<\/a><\/li>\n<\/ul>","protected":false},"featured_media":470461,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-478923","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Sentiment Analysis<\/mark>","faq_items":[{"question":"What is Sentiment Analysis?","answer":"<p>Sentiment Analysis, also known as opinion mining or emotion AI, is a field that uses natural language processing (NLP), text analysis, and computational linguistics to identify and extract subjective information from text. It determines the emotions or attitudes conveyed towards certain topics or products.<\/p>"},{"question":"What is the history of Sentiment Analysis?","answer":"<p>The history of sentiment analysis dates back to the early 2000s with the rise of Web 2.0. Researchers like Bo Pang and Lillian Lee were instrumental in developing sentiment analysis as a distinct field within computational linguistics, beginning in 2002.<\/p>"},{"question":"How does Sentiment Analysis work?","answer":"<p>Sentiment Analysis works by first preprocessing the text to remove unnecessary symbols and extract key words or phrases. Then, it uses machine learning algorithms to train models and classify the sentiments into categories like positive, negative, or neutral. Finally, a sentiment score is assigned to the analyzed content.<\/p>"},{"question":"What are the key features of Sentiment Analysis?","answer":"<p>Key features of Sentiment Analysis include its accuracy, real-time analysis capabilities, scalability, language support, and adaptability to various domains and contexts.<\/p>"},{"question":"What types of Sentiment Analysis exist?","answer":"<p>There are several types of Sentiment Analysis including Fine-Grained, Emotion Detection, Aspect-Based, and Intent Analysis. These types allow for various levels of analysis, from understanding specific emotions to analyzing sentiments towards particular aspects or features.<\/p>"},{"question":"How can Sentiment Analysis be used and what problems may arise?","answer":"<p>Sentiment Analysis can be used in marketing, brand monitoring, customer support, and product analysis. Some problems that may arise include the detection of sarcasm and ambiguity, and limited support for multiple languages. These challenges can be addressed through advanced algorithms and understanding broader contexts.<\/p>"},{"question":"How is Sentiment Analysis evolving and what future technologies are expected?","answer":"<p>Sentiment Analysis is expected to integrate with IoT for real-time analysis of voice and facial expressions, develop enhanced AI models through deep learning, and break language barriers with cross-language analysis.<\/p>"},{"question":"How can proxy servers like OneProxy be associated with Sentiment Analysis?","answer":"<p>Proxy servers like OneProxy can be used in sentiment analysis to securely gather data from various online sources, ensure anonymous data collection, and enable the analysis of sentiments across different regions through geo-location testing.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/478923","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\/478923\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media\/470461"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media?parent=478923"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}