{"id":477450,"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":"hidden-markov-models","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ar\/wiki\/hidden-markov-models\/","title":{"rendered":"\u0646\u0645\u0627\u0630\u062c \u0645\u0627\u0631\u0643\u0648\u0641 \u0627\u0644\u0645\u062e\u0641\u064a\u0629"},"content":{"rendered":"<p>\u0646\u0645\u0627\u0630\u062c \u0645\u0627\u0631\u0643\u0648\u0641 \u0627\u0644\u0645\u062e\u0641\u064a\u0629 (HMMs) \u0647\u064a \u0646\u0645\u0627\u0630\u062c \u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u062a\u0633\u062a\u062e\u062f\u0645 \u0644\u062a\u0645\u062b\u064a\u0644 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0648\u0631 \u0645\u0639 \u0645\u0631\u0648\u0631 \u0627\u0644\u0648\u0642\u062a. \u0648\u063a\u0627\u0644\u0628\u0627\u064b \u0645\u0627 \u064a\u062a\u0645 \u062a\u0648\u0638\u064a\u0641\u0647\u0645 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0623\u0646\u0645\u0627\u0637\u060c \u0648\u0639\u0644\u0645 \u0627\u0644\u0623\u062d\u064a\u0627\u0621 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u060c \u0648\u0630\u0644\u0643 \u0646\u0638\u0631\u0627\u064b \u0644\u0642\u062f\u0631\u062a\u0647\u0645 \u0639\u0644\u0649 \u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0648\u0642\u062a.<\/p>\n<h2>\u062a\u062a\u0628\u0639 \u0627\u0644\u0628\u062f\u0627\u064a\u0627\u062a: \u0623\u0635\u0648\u0644 \u0648\u062a\u0637\u0648\u0631 \u0646\u0645\u0627\u0630\u062c \u0645\u0627\u0631\u0643\u0648\u0641 \u0627\u0644\u0645\u062e\u0641\u064a\u0629<\/h2>\n<p>\u062a\u0645 \u0627\u0642\u062a\u0631\u0627\u062d \u0627\u0644\u0625\u0637\u0627\u0631 \u0627\u0644\u0646\u0638\u0631\u064a \u0644\u0646\u0645\u0627\u0630\u062c \u0645\u0627\u0631\u0643\u0648\u0641 \u0627\u0644\u0645\u062e\u0641\u064a\u0629 \u0644\u0623\u0648\u0644 \u0645\u0631\u0629 \u0641\u064a \u0623\u0648\u0627\u062e\u0631 \u0627\u0644\u0633\u062a\u064a\u0646\u064a\u0627\u062a \u0645\u0646 \u0642\u0628\u0644 \u0644\u064a\u0648\u0646\u0627\u0631\u062f \u0625\u064a. \u0628\u0627\u0648\u0645 \u0648\u0632\u0645\u0644\u0627\u0626\u0647. \u0641\u064a \u0627\u0644\u0628\u062f\u0627\u064a\u0629\u060c \u062a\u0645 \u062a\u0648\u0638\u064a\u0641\u0647\u0645 \u0641\u064a \u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u0644\u0627\u0645 \u0648\u0627\u0643\u062a\u0633\u0628\u0648\u0627 \u0634\u0639\u0628\u064a\u0629 \u0641\u064a \u0627\u0644\u0633\u0628\u0639\u064a\u0646\u064a\u0627\u062a \u0639\u0646\u062f\u0645\u0627 \u0627\u0633\u062a\u062e\u062f\u0645\u062a\u0647\u0645 \u0634\u0631\u0643\u0629 IBM \u0641\u064a \u0623\u0648\u0644 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u0644\u0627\u0645 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0647\u0645. \u0648\u0642\u062f \u062a\u0645 \u062a\u0643\u064a\u064a\u0641 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u062a\u062d\u0633\u064a\u0646\u0647\u0627 \u0645\u0646\u0630 \u0630\u0644\u0643 \u0627\u0644\u062d\u064a\u0646\u060c \u0645\u0645\u0627 \u0633\u0627\u0647\u0645 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0641\u064a \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a.<\/p>\n<h2>\u0646\u0645\u0627\u0630\u062c \u0645\u0627\u0631\u0643\u0648\u0641 \u0627\u0644\u0645\u062e\u0641\u064a\u0629: \u0643\u0634\u0641 \u0627\u0644\u0623\u0639\u0645\u0627\u0642 \u0627\u0644\u062e\u0641\u064a\u0629<\/h2>\n<p>\u062a\u0639\u062f HMMs \u0645\u0646\u0627\u0633\u0628\u0629 \u0628\u0634\u0643\u0644 \u062e\u0627\u0635 \u0644\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0636\u0645\u0646 \u0627\u0644\u062a\u0646\u0628\u0624 \u0648\u0627\u0644\u062a\u0635\u0641\u064a\u0629 \u0648\u0627\u0644\u062a\u062c\u0627\u0646\u0633 \u0648\u0625\u064a\u062c\u0627\u062f \u062a\u0641\u0633\u064a\u0631\u0627\u062a \u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u0645\u0631\u0635\u0648\u062f\u0629 \u0627\u0633\u062a\u0646\u0627\u062f\u064b\u0627 \u0625\u0644\u0649 \u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u0627\u062a \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u0644\u062d\u0648\u0638\u0629 \u0623\u0648 &quot;\u0627\u0644\u0645\u062e\u0641\u064a\u0629&quot;. \u0625\u0646\u0647\u0627 \u062d\u0627\u0644\u0629 \u062e\u0627\u0635\u0629 \u0645\u0646 \u0646\u0645\u0627\u0630\u062c \u0645\u0627\u0631\u0643\u0648\u0641\u060c \u062d\u064a\u062b \u064a\u064f\u0641\u062a\u0631\u0636 \u0623\u0646 \u0627\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u0630\u064a \u062a\u062a\u0645 \u0646\u0645\u0630\u062c\u062a\u0647 \u0647\u0648 \u0639\u0645\u0644\u064a\u0629 \u0645\u0627\u0631\u0643\u0648\u0641 - \u0623\u064a \u0639\u0645\u0644\u064a\u0629 \u0639\u0634\u0648\u0627\u0626\u064a\u0629 \u0628\u0644\u0627 \u0630\u0627\u0643\u0631\u0629 - \u0645\u0639 \u062d\u0627\u0644\u0627\u062a \u063a\u064a\u0631 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0645\u0644\u0627\u062d\u0638\u0629 (&quot;\u0645\u062e\u0641\u064a\u0629&quot;).<\/p>\n<p>\u0641\u064a \u062c\u0648\u0647\u0631\u0647\u060c \u064a\u0633\u0645\u062d \u0644\u0646\u0627 HMM \u0628\u0627\u0644\u062d\u062f\u064a\u062b \u0639\u0646 \u0627\u0644\u0623\u062d\u062f\u0627\u062b \u0627\u0644\u0645\u0631\u0635\u0648\u062f\u0629 (\u0645\u062b\u0644 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0627\u0644\u062a\u064a \u0646\u0631\u0627\u0647\u0627 \u0641\u064a \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a) \u0648\u0627\u0644\u0623\u062d\u062f\u0627\u062b \u0627\u0644\u0645\u062e\u0641\u064a\u0629 (\u0645\u062b\u0644 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u0646\u062d\u0648\u064a\u0629) \u0627\u0644\u062a\u064a \u0646\u0639\u062a\u0642\u062f \u0623\u0646\u0647\u0627 \u0639\u0648\u0627\u0645\u0644 \u0633\u0628\u0628\u064a\u0629 \u0641\u064a \u0627\u0644\u0623\u062d\u062f\u0627\u062b \u0627\u0644\u0645\u0631\u0635\u0648\u062f\u0629.<\/p>\n<h2>\u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u062f\u0627\u062e\u0644\u064a\u0629: \u0643\u064a\u0641 \u062a\u0639\u0645\u0644 \u0646\u0645\u0627\u0630\u062c \u0645\u0627\u0631\u0643\u0648\u0641 \u0627\u0644\u0645\u062e\u0641\u064a\u0629<\/h2>\n<p>\u064a\u062a\u0643\u0648\u0646 \u0627\u0644\u0647\u064a\u0643\u0644 \u0627\u0644\u062f\u0627\u062e\u0644\u064a \u0644\u0640 HMM \u0645\u0646 \u062c\u0632\u0623\u064a\u0646 \u0623\u0633\u0627\u0633\u064a\u064a\u0646:<\/p>\n<ol>\n<li>\u0633\u0644\u0633\u0644\u0629 \u0645\u0646 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u0645\u0644\u0627\u062d\u0638\u062a\u0647\u0627<\/li>\n<li>\u0633\u0644\u0633\u0644\u0629 \u0645\u0646 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u0645\u062e\u0641\u064a\u0629<\/li>\n<\/ol>\n<p>\u064a\u062a\u0636\u0645\u0646 \u0646\u0645\u0648\u0630\u062c \u0645\u0627\u0631\u0643\u0648\u0641 \u0627\u0644\u0645\u062e\u0641\u064a \u0639\u0645\u0644\u064a\u0629 \u0645\u0627\u0631\u0643\u0648\u0641\u060c \u062d\u064a\u062b \u0644\u0627 \u062a\u0643\u0648\u0646 \u0627\u0644\u062d\u0627\u0644\u0629 \u0645\u0631\u0626\u064a\u0629 \u0628\u0634\u0643\u0644 \u0645\u0628\u0627\u0634\u0631\u060c \u0648\u0644\u0643\u0646 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a\u060c \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u062d\u0627\u0644\u0629\u060c \u062a\u0643\u0648\u0646 \u0645\u0631\u0626\u064a\u0629. \u0643\u0644 \u0648\u0644\u0627\u064a\u0629 \u0644\u062f\u064a\u0647\u0627 \u062a\u0648\u0632\u064a\u0639 \u0627\u062d\u062a\u0645\u0627\u0644\u064a \u0639\u0644\u0649 \u0631\u0645\u0648\u0632 \u0627\u0644\u0625\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u0629. \u0644\u0630\u0644\u0643\u060c \u0641\u0625\u0646 \u062a\u0633\u0644\u0633\u0644 \u0627\u0644\u0631\u0645\u0648\u0632 \u0627\u0644\u0645\u0645\u064a\u0632\u0629 \u0627\u0644\u062a\u064a \u062a\u0645 \u0625\u0646\u0634\u0627\u0624\u0647\u0627 \u0628\u0648\u0627\u0633\u0637\u0629 HMM \u064a\u0639\u0637\u064a \u0628\u0639\u0636 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062d\u0648\u0644 \u062a\u0633\u0644\u0633\u0644 \u0627\u0644\u062d\u0627\u0644\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0639\u0645\u0644\u064a\u0629 \u0639\u0634\u0648\u0627\u0626\u064a\u0629 \u0645\u062f\u0645\u062c\u0629 \u0628\u0634\u0643\u0644 \u0645\u0636\u0627\u0639\u0641.<\/p>\n<h2>\u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0646\u0645\u0627\u0630\u062c \u0645\u0627\u0631\u0643\u0648\u0641 \u0627\u0644\u0645\u062e\u0641\u064a\u0629<\/h2>\n<p>\u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0646\u0645\u0627\u0630\u062c \u0645\u0627\u0631\u0643\u0648\u0641 \u0627\u0644\u0645\u062e\u0641\u064a\u0629 \u0647\u064a:<\/p>\n<ol>\n<li>\u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0629: \u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0646\u0638\u0627\u0645 \u0644\u0627 \u064a\u0645\u0643\u0646 \u0645\u0644\u0627\u062d\u0638\u062a\u0647\u0627 \u0628\u0634\u0643\u0644 \u0645\u0628\u0627\u0634\u0631.<\/li>\n<li>\u062e\u0627\u0635\u064a\u0629 \u0645\u0627\u0631\u0643\u0648\u0641: \u062a\u0639\u062a\u0645\u062f \u0643\u0644 \u062f\u0648\u0644\u0629 \u0641\u0642\u0637 \u0639\u0644\u0649 \u062a\u0627\u0631\u064a\u062e \u0645\u062d\u062f\u0648\u062f \u0644\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0633\u0627\u0628\u0642\u0629.<\/li>\n<li>\u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u0627\u0644\u0648\u0642\u062a: \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u062a\u063a\u064a\u0631 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a \u0645\u0639 \u0645\u0631\u0648\u0631 \u0627\u0644\u0648\u0642\u062a.<\/li>\n<li>\u0627\u0644\u062a\u0648\u0644\u064a\u062f: \u064a\u0645\u0643\u0646 \u0644\u0640 HMMs \u0625\u0646\u0634\u0627\u0621 \u062a\u0633\u0644\u0633\u0644\u0627\u062a \u062c\u062f\u064a\u062f\u0629.<\/li>\n<\/ol>\n<h2>\u062a\u0635\u0646\u064a\u0641 \u0646\u0645\u0627\u0630\u062c \u0645\u0627\u0631\u0643\u0648\u0641 \u0627\u0644\u0645\u062e\u0641\u064a\u0629: \u0646\u0638\u0631\u0629 \u0639\u0627\u0645\u0629 \u062c\u062f\u0648\u0644\u064a\u0629<\/h2>\n<p>\u0647\u0646\u0627\u0643 \u062b\u0644\u0627\u062b\u0629 \u0623\u0646\u0648\u0627\u0639 \u0623\u0633\u0627\u0633\u064a\u0629 \u0645\u0646 \u0646\u0645\u0627\u0630\u062c \u0645\u0627\u0631\u0643\u0648\u0641 \u0627\u0644\u0645\u062e\u0641\u064a\u0629\u060c \u0648\u0627\u0644\u062a\u064a \u062a\u062a\u0645\u064a\u0632 \u0628\u0646\u0648\u0639 \u062a\u0648\u0632\u064a\u0639 \u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629 \u0627\u0646\u062a\u0642\u0627\u0644 \u0627\u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u062e\u062f\u0645\u0647\u0627:<\/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>\u0645\u0631\u064a\u062d<\/td>\n<td>\u064a\u0645\u0643\u0646 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u062c\u0645\u064a\u0639 \u0627\u0644\u0648\u0644\u0627\u064a\u0627\u062a \u0645\u0646 \u0623\u064a \u0648\u0644\u0627\u064a\u0629.<\/td>\n<\/tr>\n<tr>\n<td>\u064a\u0633\u0627\u0631 \u064a\u0645\u064a\u0646<\/td>\n<td>\u064a\u064f\u0633\u0645\u062d \u0628\u0627\u0646\u062a\u0642\u0627\u0644\u0627\u062a \u0645\u062d\u062f\u062f\u0629\u060c \u0639\u0627\u062f\u0629\u064b \u0641\u064a \u0627\u0644\u0627\u062a\u062c\u0627\u0647 \u0627\u0644\u0623\u0645\u0627\u0645\u064a.<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u062a\u0635\u0644 \u0628\u0627\u0644\u0643\u0627\u0645\u0644<\/td>\n<td>\u064a\u0645\u0643\u0646 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0623\u064a \u0648\u0644\u0627\u064a\u0629 \u0645\u0646 \u0623\u064a \u0648\u0644\u0627\u064a\u0629 \u0623\u062e\u0631\u0649 \u0641\u064a \u062e\u0637\u0648\u0629 \u0648\u0627\u062d\u062f\u0629.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0648\u0627\u0644\u062d\u0644\u0648\u0644 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0646\u0645\u0627\u0630\u062c \u0645\u0627\u0631\u0643\u0648\u0641 \u0627\u0644\u0645\u062e\u0641\u064a\u0629<\/h2>\n<p>\u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0646\u0645\u0627\u0630\u062c \u0645\u0627\u0631\u0643\u0648\u0641 \u0627\u0644\u0645\u062e\u0641\u064a\u0629 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u062a\u0646\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u0644\u0627\u0645 \u0648\u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a\u064a\u0629 \u0627\u0644\u062d\u064a\u0648\u064a\u0629 \u0648\u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0637\u0642\u0633. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0641\u0625\u0646\u0647\u0627 \u062a\u0623\u062a\u064a \u0623\u064a\u0636\u064b\u0627 \u0645\u0639 \u062a\u062d\u062f\u064a\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0627\u0644\u0639\u0627\u0644\u064a\u0629\u060c \u0648\u0635\u0639\u0648\u0628\u0629 \u062a\u0641\u0633\u064a\u0631 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0645\u062e\u0641\u064a\u0629\u060c \u0648\u0645\u0634\u0643\u0644\u0627\u062a \u0641\u064a \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/p>\n<p>\u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u062d\u0644\u0648\u0644 \u0644\u0644\u062a\u062e\u0641\u064a\u0641 \u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u062a\u0633\u0627\u0639\u062f \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 Baum-Welch \u0648\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 Viterbi \u0639\u0644\u0649 \u062d\u0644 \u0645\u0634\u0643\u0644\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0648\u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0628\u0643\u0641\u0627\u0621\u0629 \u0641\u064a HMMs.<\/p>\n<h2>\u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0627\u062a \u0648\u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0645\u064a\u0632\u0629: HMMs \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0645\u0627\u062b\u0644\u0629<\/h2>\n<p>\u0628\u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0645\u0639 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0645\u0627\u062b\u0644\u0629 \u0645\u062b\u0644 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 \u0627\u0644\u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u0629 (DBNs) \u0648\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 (RNNs)\u060c \u062a\u0645\u062a\u0644\u0643 HMMs \u0645\u0632\u0627\u064a\u0627 \u0648\u0642\u064a\u0648\u062f \u0645\u062d\u062f\u062f\u0629.<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0646\u0645\u0648\u0630\u062c<\/th>\n<th>\u0645\u0632\u0627\u064a\u0627<\/th>\n<th>\u0645\u062d\u062f\u062f\u0627\u062a<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0646\u0645\u0627\u0630\u062c \u0645\u0627\u0631\u0643\u0648\u0641 \u0627\u0644\u0645\u062e\u0641\u064a\u0629<\/td>\n<td>\u062c\u064a\u062f \u0641\u064a \u0646\u0645\u0630\u062c\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629\u060c \u0648\u0633\u0647\u0644 \u0627\u0644\u0641\u0647\u0645 \u0648\u0627\u0644\u062a\u0646\u0641\u064a\u0630<\/td>\n<td>\u0642\u062f \u064a\u0643\u0648\u0646 \u0627\u0641\u062a\u0631\u0627\u0636 \u062e\u0627\u0635\u064a\u0629 \u0645\u0627\u0631\u0643\u0648\u0641 \u0645\u0642\u064a\u062f\u064b\u0627 \u0644\u0644\u063a\u0627\u064a\u0629 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0628\u0639\u0636 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a<\/td>\n<\/tr>\n<tr>\n<td>\u0634\u0628\u0643\u0627\u062a \u0628\u0627\u064a\u0632\u064a \u0627\u0644\u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u0629<\/td>\n<td>\u0623\u0643\u062b\u0631 \u0645\u0631\u0648\u0646\u0629 \u0645\u0646 HMMs\u060c \u064a\u0645\u0643\u0646\u0647\u0627 \u062a\u0635\u0645\u064a\u0645 \u062a\u0628\u0639\u064a\u0627\u062a \u0632\u0645\u0646\u064a\u0629 \u0645\u0639\u0642\u062f\u0629<\/td>\n<td>\u0623\u0643\u062b\u0631 \u0635\u0639\u0648\u0628\u0629 \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0648\u0627\u0644\u062a\u0646\u0641\u064a\u0630<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629<\/td>\n<td>\u064a\u0645\u0643\u0646\u0647 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u062a\u0633\u0644\u0633\u0644\u0627\u062a \u0627\u0644\u0637\u0648\u064a\u0644\u0629\u060c \u0648\u064a\u0645\u0643\u0646\u0647 \u062a\u0635\u0645\u064a\u0645 \u0648\u0638\u0627\u0626\u0641 \u0645\u0639\u0642\u062f\u0629<\/td>\n<td>\u064a\u062a\u0637\u0644\u0628 \u0643\u0645\u064a\u0627\u062a \u0643\u0628\u064a\u0631\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0642\u062f \u064a\u0643\u0648\u0646 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0635\u0639\u0628\u064b\u0627<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0622\u0641\u0627\u0642 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644: \u0646\u0645\u0627\u0630\u062c \u0645\u0627\u0631\u0643\u0648\u0641 \u0627\u0644\u0645\u062e\u0641\u064a\u0629 \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0646\u0627\u0634\u0626\u0629<\/h2>\n<p>\u0642\u062f \u062a\u062a\u0636\u0645\u0646 \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0641\u064a \u0646\u0645\u0627\u0630\u062c \u0645\u0627\u0631\u0643\u0648\u0641 \u0627\u0644\u0645\u062e\u0641\u064a\u0629 \u0637\u0631\u0642\u064b\u0627 \u0644\u062a\u0641\u0633\u064a\u0631 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0645\u062e\u0641\u064a\u0629 \u0628\u0634\u0643\u0644 \u0623\u0641\u0636\u0644\u060c \u0648\u062a\u062d\u0633\u064a\u0646\u0627\u062a \u0641\u064a \u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u062d\u0633\u0627\u0628\u060c \u0648\u0627\u0644\u062a\u0648\u0633\u0639 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u0645\u0646 \u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0645\u062b\u0644 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0643\u0645\u0648\u0645\u064a\u0629 \u0648\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629.<\/p>\n<h2>\u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0648\u0646\u0645\u0627\u0630\u062c \u0645\u0627\u0631\u0643\u0648\u0641 \u0627\u0644\u0645\u062e\u0641\u064a\u0629: \u062a\u062d\u0627\u0644\u0641 \u063a\u064a\u0631 \u062a\u0642\u0644\u064a\u062f\u064a<\/h2>\n<p>\u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0627\u0630\u062c \u0645\u0627\u0631\u0643\u0648\u0641 \u0627\u0644\u0645\u062e\u0641\u064a\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0623\u0646\u0645\u0627\u0637 \u062d\u0631\u0643\u0629 \u0645\u0631\u0648\u0631 \u0627\u0644\u0634\u0628\u0643\u0629 \u0648\u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0647\u0627\u060c \u0648\u0647\u064a \u0642\u062f\u0631\u0629 \u0642\u064a\u0645\u0629 \u0644\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629. \u064a\u0645\u0643\u0646 \u0644\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 HMMs \u0644\u062a\u0635\u0646\u064a\u0641 \u062d\u0631\u0643\u0629 \u0627\u0644\u0645\u0631\u0648\u0631 \u0648\u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0634\u0627\u0630\u0629\u060c \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u0645\u0627\u0646 \u0648\u0627\u0644\u0643\u0641\u0627\u0621\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 \u0646\u0645\u0627\u0630\u062c \u0645\u0627\u0631\u0643\u0648\u0641 \u0627\u0644\u0645\u062e\u0641\u064a\u0629\u060c \u0641\u0643\u0631 \u0641\u064a \u0632\u064a\u0627\u0631\u0629 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n<ol>\n<li><a href=\"https:\/\/web.stanford.edu\/~jurafsky\/slp3\/9.pdf\" target=\"_new\" rel=\"noopener nofollow\">\u0646\u0645\u0627\u0630\u062c \u0645\u0627\u0631\u0643\u0648\u0641 \u0627\u0644\u0645\u062e\u0641\u064a\u0629 (\u062c\u0627\u0645\u0639\u0629 \u0633\u062a\u0627\u0646\u0641\u0648\u0631\u062f)<\/a><\/li>\n<li><a href=\"http:\/\/compbio.leeds.ac.uk\/~pierre\/teaching\/hidden-markov-models\/\" target=\"_new\" rel=\"noopener nofollow\">\u0628\u0631\u0646\u0627\u0645\u062c \u062a\u0639\u0644\u064a\u0645\u064a \u0639\u0646 \u0646\u0645\u0627\u0630\u062c \u0645\u0627\u0631\u0643\u0648\u0641 \u0627\u0644\u0645\u062e\u0641\u064a\u0629 (\u062c\u0627\u0645\u0639\u0629 \u0644\u064a\u062f\u0632)<\/a><\/li>\n<li><a href=\"https:\/\/www.cs.princeton.edu\/courses\/archive\/spring05\/cos598E\/baum-welch.pdf\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u0642\u062f\u0645\u0629 \u0644\u0646\u0645\u0627\u0630\u062c \u0645\u0627\u0631\u0643\u0648\u0641 \u0627\u0644\u0645\u062e\u0641\u064a\u0629 (MIT)<\/a><\/li>\n<li><a href=\"https:\/\/www.nature.com\/articles\/nature14541\" target=\"_new\" rel=\"noopener nofollow\">\u0627\u0644\u062a\u0639\u0644\u0645 \u0641\u064a \u0646\u0645\u0627\u0630\u062c \u0645\u0627\u0631\u0643\u0648\u0641 \u0627\u0644\u0645\u062e\u0641\u064a\u0629 (\u0627\u0644\u0637\u0628\u064a\u0639\u0629)<\/a><\/li>\n<\/ol>","protected":false},"featured_media":468545,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-477450","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Hidden Markov Models: Unraveling the Invisible Patterns<\/mark>","faq_items":[{"question":"What is a Hidden Markov Model?","answer":"<p>A Hidden Markov Model is a statistical model that is used to represent systems that evolve over time. They are well-suited to problems involving prediction, filtering, smoothing, and finding explanations for a set of observed variables based on the dynamics of an unobserved or \"hidden\" set of variables.<\/p>"},{"question":"Who first proposed the concept of Hidden Markov Models?","answer":"<p>The theoretical framework of Hidden Markov Models was first proposed in the late 1960s by Leonard E. Baum and his colleagues.<\/p>"},{"question":"What are the key features of Hidden Markov Models?","answer":"<p>The essential features of Hidden Markov Models include observability, the Markov property, time dependence, and generativity. The system's states are not directly observable, each state depends only on a finite history of previous states, the probabilities can change over time, and HMMs can generate new sequences.<\/p>"},{"question":"What are the types of Hidden Markov Models?","answer":"<p>There are three primary types of Hidden Markov Models: Ergodic, in which all states are reachable from any state; Left-right, where specific transitions are allowed, typically in a forward direction; and Fully connected, where any state can be reached from any other state in one time step.<\/p>"},{"question":"What are the common applications of Hidden Markov Models?","answer":"<p>Hidden Markov Models are used in a variety of applications, including speech recognition, bioinformatics, and weather prediction.<\/p>"},{"question":"What challenges are associated with the use of Hidden Markov Models?","answer":"<p>Challenges associated with Hidden Markov Models include high computational cost, difficulty in interpreting hidden states, and issues with model selection.<\/p>"},{"question":"How are Hidden Markov Models related to proxy servers?","answer":"<p>Hidden Markov Models can be used to analyze and predict network traffic patterns, which is valuable for proxy servers. Proxy servers can utilize HMMs to classify traffic and detect anomalies, thus improving security and efficiency.<\/p>"},{"question":"What is the future perspective of Hidden Markov Models?","answer":"<p>Future advancements in Hidden Markov Models may include methods to better interpret hidden states, improvements in computation efficiency, and expansion into new areas of application like quantum computing and advanced AI algorithms.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/477450","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\/477450\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media\/468545"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media?parent=477450"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}