{"id":40112,"date":"2025-05-20T08:08:00","date_gmt":"2025-05-20T06:08:00","guid":{"rendered":"https:\/\/neuronup.com\/?p=40112"},"modified":"2025-05-20T08:08:00","modified_gmt":"2025-05-20T06:08:00","slug":"prediction-of-player-results-using-ta-lstm","status":"publish","type":"post","link":"https:\/\/neuronup.com\/ar\/research\/new-technologies\/prediction-of-player-results-using-ta-lstm\/","title":{"rendered":"\u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0644\u0627\u0639\u0628\u064a\u0646 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 TA-LSTM."},"content":{"rendered":"\n<p class=\"has-xl-font-size\">\u0625\u0644\u064a\u0646\u0627 \u0641\u064a\u0644\u0627\u062a\u0648\u0641\u0627\u060c \u0639\u0627\u0644\u0645\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a NeuronUP\u060c \u062a\u0634\u0631\u062d \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u0642\u0627\u0644 \u0643\u064a\u0641 \u064a\u064f\u0645\u0643\u0651\u0646 \u0646\u0645\u0648\u0630\u062c <strong>LSTM \u0627\u0644\u0645\u0631\u0627\u0639\u064a\u0629 \u0644\u0644\u0632\u0645\u0646 (Time-Aware LSTM\u060c TA-LSTM) \u0645\u0646 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u062f\u0642\u0629\u064d \u0639\u0627\u0644\u064a\u0629 \u0628\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646<\/strong> \u062d\u062a\u0649 \u0639\u0646\u062f\u0645\u0627 \u062a\u064f\u0646\u0634\u0623 \u0628\u064a\u0627\u0646\u0627\u062a\u0647\u0645 \u0628\u0634\u0643\u0644\u064d \u063a\u064a\u0631 \u0645\u0646\u062a\u0638\u0645. <\/p>\n\n\n\n<p>\u0641\u064a <a href=\"https:\/\/neuronup.com\/ar\/\">NeuronUP<\/a> \u0646\u0642\u0648\u0645 \u0628\u062a\u0637\u0628\u064a\u0642 \u0623\u0643\u062b\u0631 \u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u062a\u0642\u062f\u0645\u0627\u064b \u0628\u0646\u0634\u0627\u0637\u060c \u0648\u0627\u0644\u062a\u064a \u062a\u064f\u0645\u0643\u0651\u0646\u0646\u0627 \u0645\u0646 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u062f\u0642\u0629\u064d \u0639\u0627\u0644\u064a\u0629 \u0628\u0633\u0644\u0648\u0643 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646\u060c \u0648\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a\u060c \u0648\u062a\u0648\u0642\u0639 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0627\u0633\u062a\u0646\u0627\u062f\u0627\u064b \u0625\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a\u0647\u0645 \u0627\u0644\u062a\u0627\u0631\u064a\u062e\u064a\u0629.<\/p>\n\n\n\n<p>\u0648\u0645\u0639 \u0630\u0644\u0643\u060c <strong>\u062a\u0648\u0627\u062c\u0647 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0635\u0639\u0648\u0628\u0627\u062a \u0639\u0646\u062f\u0645\u0627 \u062a\u064f\u0646\u0634\u0623 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0634\u0643\u0644 \u063a\u064a\u0631 \u0645\u0646\u062a\u0638\u0645<\/strong> \u0648\u062a\u0643\u0648\u0646 \u0627\u0644\u0641\u0648\u0627\u0635\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0628\u064a\u0646 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0641\u0648\u0636\u0648\u064a\u0629 \u0623\u0648 \u062e\u0627\u0635\u0629 \u0628\u0643\u0644 \u0645\u0633\u062a\u062e\u062f\u0645. \u0641\u064a \u0645\u062b\u0644 \u0647\u0630\u0647 \u0627\u0644\u062d\u0627\u0644\u0627\u062a\u060c \u062a\u0635\u0628\u062d \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u063a\u064a\u0631 \u0641\u0639\u0651\u0627\u0644\u0629 \u0644\u0623\u0646\u0647\u0627 \u0644\u0627 \u062a\u0631\u0627\u0639\u064a \u0625\u064a\u0642\u0627\u0639 \u0648\u062a\u0648\u0627\u062a\u0631 \u0646\u0634\u0627\u0637 \u0643\u0644 \u0634\u062e\u0635\u064d \u0641\u0631\u064a\u062f.<\/p>\n\n\n\n<p>\u0648\u0628\u0627\u0644\u062a\u062d\u062f\u064a\u062f <strong>\u0644\u062d\u0644 \u0647\u0630\u0647 \u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u0646\u0633\u062a\u062e\u062f\u0645 \u0646\u0633\u062e\u0629 \u062e\u0627\u0635\u0629 \u0645\u0646 \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 LSTM<\/strong> \u062a\u064f\u062f\u0639\u0649 Time-Aware LSTM (TA-LSTM). \u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0642\u0627\u062f\u0631 \u0639\u0644\u0649 \u0645\u0631\u0627\u0639\u0627\u0629 \u0627\u0644\u0641\u0648\u0627\u0635\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0628\u064a\u0646 \u0627\u0644\u0623\u062d\u062f\u0627\u062b \u0628\u0641\u0639\u0627\u0644\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0628\u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u062d\u062a\u0649 \u0639\u0646\u062f\u0645\u0627 \u062a\u0643\u0648\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0645\u0646\u062a\u0638\u0645\u0629.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0647\u062f\u0641 \u0627\u0644\u062f\u0631\u0627\u0633\u0629 \u0648\u0627\u0644\u0635\u0639\u0648\u0628\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629<\/h2>\n\n\n\n<p>\u0641\u064a NeuronUP \u0646\u0645\u062a\u0644\u0643 <a href=\"https:\/\/neuronup.com\/ar\/\u0627\u0644\u0645\u0646\u062a\u062c\/neuronup-score\/\">\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645<\/a> \u0627\u0644\u0645\u0633\u062a\u0645\u062f\u0629 \u0645\u0646 \u0627\u0644\u0623\u064a\u0627\u0645 \u0627\u0644\u0633\u0627\u0628\u0642\u0629\u060c \u0628\u0647\u062f\u0641 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0646\u062a\u0627\u0626\u062c\u0647\u0645 \u0641\u064a \u0627\u0644\u0645\u0631\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0627\u0644\u062a\u064a \u064a\u0624\u062f\u0648\u0646 \u0641\u064a\u0647\u0627 \u0627\u0644\u0646\u0634\u0627\u0637. \u0644\u0644\u0648\u0647\u0644\u0629 \u0627\u0644\u0623\u0648\u0644\u0649\u060c \u0642\u062f \u064a\u0628\u062f\u0648 \u0647\u0630\u0627 \u0645\u0647\u0645\u0629 \u0628\u0633\u064a\u0637\u0629\u060c \u0644\u0643\u0646 \u0641\u064a \u0627\u0644\u0645\u0645\u0627\u0631\u0633\u0629 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u062a\u0638\u0647\u0631 \u0639\u062f\u0629 \u0635\u0639\u0648\u0628\u0627\u062a \u0645\u0647\u0645\u0629:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0627\u0644\u0625\u064a\u0642\u0627\u0639 \u0627\u0644\u0641\u0631\u062f\u064a \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646<\/strong>: \u0644\u0643\u0644 \u0645\u0633\u062a\u062e\u062f\u0645 \u0646\u0645\u0637 \u062a\u062f\u0631\u064a\u0628 \u0641\u0631\u064a\u062f\u061b \u0628\u0639\u0636\u0647\u0645 \u064a\u0644\u0639\u0628 \u064a\u0648\u0645\u064a\u0627\u064b\u060c \u0648\u0622\u062e\u0631\u0648\u0646 \u0623\u0633\u0628\u0648\u0639\u064a\u0627\u064b\u060c \u0648\u0628\u0639\u0636\u0647\u0645 \u0642\u062f \u064a\u0623\u062e\u0630\u0648\u0646 \u0641\u062a\u0631\u0627\u062a \u062a\u0648\u0642\u0641 \u0637\u0648\u064a\u0644\u0629 \u062a\u0635\u0644 \u0625\u0644\u0649 \u0634\u0647\u0631\u060c \u0648\u064a\u0639\u0648\u062f\u0648\u0646 \u0628\u0634\u0643\u0644\u064d \u063a\u064a\u0631 \u0645\u062a\u0648\u0642\u0639 \u0625\u0644\u0649 \u0627\u0644\u0623\u0646\u0634\u0637\u0629. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0623\u0644\u064a\u0643\u0633 \u064a\u062a\u062f\u0631\u0628 \u0628\u0627\u0646\u062a\u0638\u0627\u0645 \u0643\u0644 \u064a\u0648\u0645\u060c \u0628\u064a\u0646\u0645\u0627 \u062e\u0648\u0633\u064a\u0647 \u064a\u0641\u0636\u0644 \u0627\u0644\u0641\u0648\u0627\u0635\u0644 \u0627\u0644\u0623\u0633\u0628\u0648\u0639\u064a\u0629. \u0625\u0630\u0627 \u062a\u0645 \u0623\u062e\u0630 \u0645\u062a\u0648\u0633\u0637 \u0646\u062a\u0627\u0626\u062c\u0647\u0645 \u062f\u0648\u0646 \u0645\u0631\u0627\u0639\u0627\u0629 \u0647\u0630\u0627 \u0627\u0644\u062a\u0648\u0627\u062a\u0631\u060c \u0641\u0633\u062a\u0646\u0636\u064a\u0639 \u062a\u0641\u0627\u0635\u064a\u0644 \u062d\u0627\u0633\u0645\u0629.<\/li>\n\n\n\n<li><strong>\u062a\u0646\u0648\u0639 \u0627\u0644\u0623\u0646\u0634\u0637\u0629 \u0648\u062a\u0623\u062b\u064a\u0631\u0647\u0627 \u0627\u0644\u0645\u062e\u062a\u0644\u0641 \u0639\u0644\u0649 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646<\/strong>: \u062a\u0645 \u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0623\u0646\u0634\u0637\u0629 \u0641\u064a NeuronUP \u0644\u062a\u062d\u0633\u064a\u0646 \u0648\u0638\u0627\u0626\u0641 \u0645\u0639\u0631\u0641\u064a\u0629 \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u062b\u0644 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0648\u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647 \u0648\u0627\u0644\u0645\u0646\u0637\u0642\u060c \u0648\u063a\u064a\u0631\u0647\u0627. \u0643\u0644 \u0646\u0634\u0627\u0637 \u0644\u0647 \u0645\u0633\u062a\u0648\u0649 \u0635\u0639\u0648\u0628\u0629 \u062e\u0627\u0635 \u064a\u062a\u0628\u0627\u064a\u0646 \u0628\u0627\u062e\u062a\u0644\u0627\u0641 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645. \u0645\u0627 \u0642\u062f \u064a\u0643\u0648\u0646 \u0633\u0647\u0644\u0627\u064b \u0644\u0634\u062e\u0635\u064d \u0645\u0627\u060c \u0642\u062f \u064a\u0645\u062b\u0644 \u062a\u062d\u062f\u064a\u0627\u064b \u0643\u0628\u064a\u0631\u0627\u064b \u0644\u0622\u062e\u0631.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0623\u0646\u0634\u0637\u0629 \u0645\u062d\u062f\u062f\u0629<\/strong>: \u064a\u062d\u062f\u062f \u0627\u062e\u062a\u0635\u0627\u0635\u064a\u0648 NeuronUP \u0627\u0644\u0623\u0646\u0634\u0637\u0629 \u0627\u0644\u062a\u064a \u062a\u064f\u0633\u0646\u062f \u0625\u0644\u0649 \u0643\u0644 \u0645\u0633\u062a\u062e\u062f\u0645. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0643\u0627\u0631\u0645\u0646 \u062a\u0642\u0648\u0645 \u0628\u0627\u0646\u062a\u0638\u0627\u0645 \u0628\u062a\u0645\u0627\u0631\u064a\u0646 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0648\u0627\u0644\u0645\u0646\u0637\u0642 \u0648\u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a\u060c \u0628\u064a\u0646\u0645\u0627 \u0628\u0627\u0628\u0644\u0648 \u064a\u0641\u0636\u0651\u0644 \u062a\u0645\u0627\u0631\u064a\u0646 \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647 \u062d\u0635\u0631\u0627\u064b. \u0644\u0630\u0644\u0643\u060c \u064a\u062c\u0628 \u0639\u0644\u0649 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0646\u0628\u0624\u064a \u0623\u0646 \u064a\u0623\u062e\u0630 \u0641\u064a \u0627\u0644\u0627\u0639\u062a\u0628\u0627\u0631 \u0627\u0644\u0645\u0633\u0627\u0631 \u0627\u0644\u0634\u062e\u0635\u064a \u0644\u0643\u0644 \u0644\u0627\u0639\u0628.<\/li>\n<\/ul>\n\n\n\n<p>\u0628\u0627\u0644\u0637\u0628\u0639\u060c \u0643\u0644 <strong>\u0647\u0630\u0647 \u0627\u0644\u062a\u0641\u0627\u0635\u064a\u0644 \u062a\u064f\u0639\u0642\u0651\u062f \u0643\u0644\u0627\u064b \u0645\u0646 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u062d\u0636\u064a\u0631 \u0627\u0644\u0635\u062d\u064a\u062d\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0630\u0627\u062a \u0639\u0645\u0644\u064a\u0629 \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a<\/strong>. \u062a\u062c\u0627\u0647\u0644 \u0627\u0644\u0625\u064a\u0642\u0627\u0639 \u0627\u0644\u0641\u0631\u062f\u064a \u0644\u0644\u0627\u0639\u0628\u064a\u0646\u060c \u0648\u0641\u0648\u0627\u0635\u0644\u0647\u0645 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u063a\u064a\u0631 \u0627\u0644\u0645\u0646\u062a\u0638\u0645\u0629\u060c \u0648\u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0627\u0644\u0635\u0639\u0648\u0628\u0629 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u0644\u0623\u0646\u0634\u0637\u0629 \u064a\u0624\u062f\u064a \u062d\u062a\u0645\u0627\u064b \u0625\u0644\u0649 \u0641\u0642\u062f\u0627\u0646 \u0645\u0639\u0644\u0648\u0645\u0627\u062a\u064d \u0631\u0626\u064a\u0633\u064a\u0629. \u0648\u0646\u062a\u064a\u062c\u0629\u064b \u0644\u0630\u0644\u0643\u060c \u064a\u0632\u062f\u0627\u062f \u0627\u062d\u062a\u0645\u0627\u0644 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u062a\u0646\u0628\u0624\u0627\u062a \u0623\u0642\u0644 \u062f\u0642\u0629\u060c \u0645\u0645\u0627 \u0642\u062f \u064a\u0642\u0644\u0644 \u0645\u0646 \u0641\u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0635\u064a\u0627\u062a \u0627\u0644\u0645\u062e\u0635\u0651\u0635\u0629 \u0641\u064a NeuronUP.<\/p>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<aside class=\"wp-block-group br-0111 has-primary-background-color has-background has-dark-background has-sm-padding-top has-sm-padding-left has-sm-padding-right has-xxl-margin-top\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-full desktop-position-absolute desktop-bottom-0 mobile-width-50 mobile-m-inline-auto has-xl-margin-top\"><img decoding=\"async\" width=\"292\" height=\"338\" src=\"https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2024\/10\/shahadat-al-muntaj.webp\" alt=\"\" class=\"wp-image-31568\" srcset=\"https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2024\/10\/shahadat-al-muntaj-259x300.webp 259w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2024\/10\/shahadat-al-muntaj.webp 292w\" sizes=\"(max-width: 292px) 100vw, 292px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h2 class=\"wp-block-heading has-white-color has-text-color\"><strong>\u0627\u0634\u062a\u0631\u0643<\/strong> <br>\u0641\u064a <br>\u0627\u0644\u0646\u0634\u0631\u0629 \u0627\u0644\u0625\u062e\u0628\u0627\u0631\u064a\u0629 \u0644\u062f\u064a\u0646\u0627<\/h2>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button--1\" style=\"--button-outline-color:var(--color-white);--button-outline-color-hover:rgba(0,0,0,0.8);\"><a class=\"wp-block-button__link button button-outline   wp-element-button\" href=\"https:\/\/neuronup.com\/ar\/newsletter\/\">\u0627\u0634\u062a\u0631\u0643 \u0627\u0644\u0622\u0646<\/a><\/div>\n\n<\/div>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n<\/div>\n<\/div><\/aside>\n\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u0627\u0644\u062d\u0644: Time-Aware LSTM<\/h2>\n\n\n\n<p><strong>\u0644\u062a\u062c\u0627\u0648\u0632 \u0628\u0641\u0639\u0627\u0644\u064a\u0629 \u0643\u0644 \u0627\u0644\u0635\u0639\u0648\u0628\u0627\u062a \u0627\u0644\u0645\u0630\u0643\u0648\u0631\u0629 \u0623\u0639\u0644\u0627\u0647<\/strong>\u060c \u0637\u0648\u0651\u0631 \u0641\u0631\u064a\u0642 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a NeuronUP <strong>\u062d\u0644\u0651\u0627\u064b \u0645\u064f\u062e\u0635\u0651\u0635\u0627\u064b<\/strong> \u064a\u0633\u062a\u0646\u062f \u0625\u0644\u0649 \u0646\u0645\u0648\u0630\u062c Time-Aware LSTM (TA-LSTM) \u0627\u0644\u0645\u062e\u0635\u0651\u0635. \u0647\u0630\u0647 \u0646\u0633\u062e\u0629 \u0645\u062d\u0633\u0651\u0646\u0629 \u0645\u0646 \u062e\u0644\u064a\u0629 LSTM \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629\u060c \u0642\u0627\u062f\u0631\u0629 \u0639\u0644\u0649 \u0645\u0631\u0627\u0639\u0627\u0629 \u0644\u064a\u0633 \u0641\u0642\u0637 \u0627\u0644\u0623\u062d\u062f\u0627\u062b \u0641\u064a \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629\u060c \u0628\u0644 \u0623\u064a\u0636\u0627\u064b \u0627\u0644\u0641\u0648\u0627\u0635\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0628\u064a\u0646\u0647\u0627.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u062a\u062d\u0636\u064a\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a: \u0644\u0645\u0627\u0630\u0627 \u0627\u0644\u0627\u062e\u062a\u0644\u0627\u0641 \u0627\u0644\u0632\u0645\u0646\u064a \u0645\u0647\u0645 \u062c\u062f\u0627\u064b\u061f<\/h3>\n\n\n\n<p>\u064a\u062a\u0644\u0642\u0649 \u0646\u0645\u0648\u0630\u062c\u0646\u0627 \u0645\u064f\u062f\u062e\u0644\u0627\u062a\u064d \u0645\u064f\u0639\u062f\u0629 \u0628\u0637\u0631\u064a\u0642\u0629\u064d \u0645\u062d\u062f\u062f\u0629. \u0643\u0644 \u0633\u062c\u0644 \u0647\u0648 <strong>\u0645\u0635\u0641\u0648\u0641\u0629 \u062b\u0646\u0627\u0626\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f<\/strong> \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0644\u0627\u0639\u0628 \u0627\u0644\u0645\u062a\u0633\u0644\u0633\u0644\u0629\u060c <strong>\u0645\u0631\u062a\u0628\u0629 \u0632\u0645\u0646\u064a\u0627\u064b<\/strong>\u060c \u0648\u0643\u0630\u0644\u0643 \u0627\u0644\u0641\u0648\u0627\u0635\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0628\u0627\u0644\u0623\u064a\u0627\u0645 \u0628\u064a\u0646 \u0643\u0644 \u0645\u0631\u0629 \u0623\u062c\u0631\u0649 \u0641\u064a\u0647\u0627 \u0627\u0644\u0646\u0634\u0627\u0637. \u0644\u0641\u0647\u0645 \u0644\u0645\u0627\u0630\u0627 \u0645\u0646 \u0627\u0644\u0645\u0647\u0645 \u0627\u0639\u062a\u0628\u0627\u0631 \u0627\u0644\u0641\u0631\u0642 \u0627\u0644\u0632\u0645\u0646\u064a\u060c \u062f\u0639\u0648\u0646\u0627 \u0646\u062a\u0639\u0631\u0651\u0641 \u0639\u0644\u0649 \u0634\u062e\u0635\u064a\u062a\u064a\u0646 \u0633\u064a\u0633\u0627\u0639\u062f\u0627\u0646\u0646\u0627 \u0639\u0644\u0649 \u062a\u0648\u0636\u064a\u062d \u0647\u0630\u0647 \u0627\u0644\u0646\u0642\u0637\u0629 \u0628\u0648\u0636\u0648\u062d.<\/p>\n\n\n\n<p>\u062a\u062e\u064a\u0651\u0644 \u0645\u0627\u0631\u0627\u062b\u0648\u0646\u0627\u064b \u064a\u064f\u062f\u0639\u0649 &#8220;\u0627\u0644\u0623\u0633\u0631\u0639 \u0648\u0627\u0644\u0623\u0643\u062b\u0631 \u0631\u0634\u0627\u0642\u0629&#8221;\u060c \u064a\u0633\u062a\u0639\u062f \u0644\u0647 \u0631\u064a\u0627\u0636\u064a\u0627\u0646:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Neuronito <\/strong>\u2013 \u0631\u064a\u0627\u0636\u064a \u0645\u0646\u0636\u0628\u0637 \u0648\u0645\u0635\u0645\u0651\u0645. \u0644\u0627 \u064a\u0641\u0648\u062a \u0623\u0628\u062f\u0627\u064b \u062a\u062f\u0631\u064a\u0628\u0627\u064b\u060c \u064a\u0639\u0645\u0644 \u0639\u0644\u0649 \u0646\u0641\u0633\u0647 \u0643\u0644 \u064a\u0648\u0645 \u0648\u064a\u0647\u062a\u0645 \u0628\u0646\u0638\u0627\u0645\u0647 \u0627\u0644\u063a\u0630\u0627\u0626\u064a \u0628\u062f\u0642\u0629. \u064a\u062a\u0642\u062f\u0645 Neuronito \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631: \u0645\u0639 \u0643\u0644 \u062c\u0644\u0633\u0629 \u062a\u062f\u0631\u064a\u0628 \u062c\u062f\u064a\u062f\u0629 \u064a\u0635\u0628\u062d \u0623\u0633\u0631\u0639 \u0648\u0623\u0643\u062b\u0631 \u062a\u062d\u0645\u0644\u064b\u0627 \u0648\u0648\u0627\u062b\u0642\u064b\u0627 \u0628\u0646\u0641\u0633\u0647. \u0628\u0627\u0644\u0646\u0638\u0631 \u0625\u0644\u0649 \u0627\u0633\u062a\u0642\u0631\u0627\u0631\u0647 \u0641\u064a \u0627\u0644\u0625\u0639\u062f\u0627\u062f\u060c \u064a\u0645\u0643\u0646\u0646\u0627 \u0628\u0633\u0647\u0648\u0644\u0629 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0623\u062f\u0627\u0621 \u0645\u0645\u062a\u0627\u0632 \u0641\u064a \u0627\u0644\u0645\u0627\u0631\u0627\u062b\u0648\u0646.<\/li>\n<\/ul>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2025\/04\/Neuronito-1024x1024.webp\" alt=\"\" class=\"wp-image-40115\" style=\"width:600px\" srcset=\"https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2025\/04\/Neuronito-150x150.webp 150w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2025\/04\/Neuronito-300x300.webp 300w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2025\/04\/Neuronito-768x768.webp 768w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2025\/04\/Neuronito-1024x1024.webp 1024w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2025\/04\/Neuronito-1536x1536.webp 1536w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2025\/04\/Neuronito-2048x2048.webp 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">&#8220;Neuronito&#8221;. \u0645\u0646 \u0625\u0639\u062f\u0627\u062f\u0646\u0627.<\/figcaption><\/figure>\n<\/div>\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Lentonito <\/strong>\u2013 \u0631\u064a\u0627\u0636\u064a \u0645\u0648\u0647\u0648\u0628 \u0644\u0643\u0646\u0647 \u0623\u0642\u0644 \u0627\u0646\u0636\u0628\u0627\u0637\u0627\u064b. \u062a\u062f\u0631\u064a\u0628\u0627\u062a\u0647 \u063a\u064a\u0631 \u0645\u0646\u062a\u0638\u0645\u0629. \u0627\u0644\u064a\u0648\u0645 \u064a\u062a\u062f\u0631\u0628 \u0628\u062d\u0645\u0627\u0633\u060c \u0648\u063a\u062f\u0627\u064b \u064a\u0641\u0636\u0651\u0644 \u0627\u0644\u0631\u0627\u062d\u0629 \u0648\u0627\u0644\u0627\u0633\u062a\u0645\u062a\u0627\u0639 \u0628\u0628\u0627\u064a\u0644\u0627 \u0648\u0642\u0637\u0639 \u0644\u062d\u0645 \u062e\u0646\u0632\u064a\u0631 \u062c\u064a\u062f\u0629. \u0647\u0630\u0647 \u0627\u0644\u062c\u0644\u0633\u0627\u062a \u0627\u0644\u0645\u062a\u0642\u0644\u0628\u0629 \u062a\u064f\u0648\u0644\u0651\u062f \u062a\u0630\u0628\u0630\u0628\u0627\u062a \u0641\u064a \u0623\u062f\u0627\u0626\u0647: \u0623\u062d\u064a\u0627\u0646\u0627\u064b \u064a\u062a\u062d\u0633\u0651\u0646\u060c \u0648\u0623\u062d\u064a\u0627\u0646\u0627\u064b \u0644\u0627\u060c \u0644\u0643\u0646 \u062f\u0648\u0646 \u0646\u0645\u0648 \u062b\u0627\u0628\u062a. \u0645\u0646 \u0627\u0644\u0645\u0631\u062c\u062d \u0623\u0646 \u064a\u0635\u0644 Lentonito \u0625\u0644\u0649 \u062e\u0637 \u0627\u0644\u0646\u0647\u0627\u064a\u0629 \u0628\u0646\u062a\u0627\u0626\u062c \u0623\u0642\u0644 \u0625\u062b\u0627\u0631\u0629 \u0644\u0644\u0625\u0639\u062c\u0627\u0628.<\/li>\n<\/ul>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2025\/04\/Lentocito-1024x1024.webp\" alt=\"\" class=\"wp-image-40116\" style=\"width:600px\" srcset=\"https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2025\/04\/Lentocito-150x150.webp 150w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2025\/04\/Lentocito-300x300.webp 300w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2025\/04\/Lentocito-768x768.webp 768w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2025\/04\/Lentocito-1024x1024.webp 1024w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2025\/04\/Lentocito-1536x1536.webp 1536w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2025\/04\/Lentocito-2048x2048.webp 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">&#8220;Lentocito&#8221;. \u0645\u0646 \u0625\u0639\u062f\u0627\u062f\u0646\u0627.<\/figcaption><\/figure>\n<\/div>\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u0628\u0647\u0630\u0647 \u0627\u0644\u0637\u0631\u064a\u0642\u0629\u060c \u0631\u0623\u064a\u0646\u0627 \u0628\u0645\u062b\u0627\u0644\u064d \u0628\u0633\u064a\u0637 \u0645\u062f\u0649 \u062a\u0623\u062b\u064a\u0631 \u0627\u0644\u0641\u0648\u0627\u0635\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0628\u064a\u0646 \u0627\u0644\u0623\u062d\u062f\u0627\u062b \u0639\u0644\u0649 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629. \u0648\u0647\u0630\u0647 \u0628\u0627\u0644\u0636\u0628\u0637 \u0647\u064a \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0627\u0644\u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0648\u0627\u0644\u0627\u0646\u062a\u0638\u0627\u0645 \u0641\u064a &#8220;\u0627\u0644\u062a\u062f\u0631\u064a\u0628\u0627\u062a&#8221; \u0627\u0644\u062a\u064a \u0646\u0632\u0648\u0651\u062f \u0628\u0647\u0627 \u0646\u0645\u0648\u0630\u062c\u0646\u0627.&nbsp;<\/p>\n\n\n\n<p><strong>\u0625\u0630\u0627 \u0644\u0645 \u0646\u0623\u062e\u0630 \u0627\u0644\u0641\u0648\u0627\u0635\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0641\u064a \u0627\u0644\u0627\u0639\u062a\u0628\u0627\u0631\u060c \u0641\u0633\u064a\u064f\u0635\u0646\u0651\u0641 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0647\u0630\u064a\u0646 \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u064a\u0646 \u0639\u0644\u0649 \u0623\u0646\u0647\u0645\u0627 \u0645\u062a\u0634\u0627\u0628\u0647\u0627\u0646<\/strong>\u060c \u062f\u0648\u0646 \u0623\u0646 \u064a\u0644\u0627\u062d\u0638 \u0627\u0644\u0641\u0631\u0642 \u0641\u064a \u0646\u0647\u062c\u0647\u0645\u0627 \u0627\u0644\u062a\u062f\u0631\u064a\u0628. \u0644\u0643\u0646 TA-LSTM \u064a\u0644\u062a\u0642\u0637 \u0647\u0630\u0647 \u0627\u0644\u062e\u0627\u0635\u064a\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629\u060c \u064a\u062d\u0644\u0644 \u0627\u0644\u0641\u0648\u0627\u0635\u0644 \u0627\u0644\u0641\u0631\u062f\u064a\u0629 \u0628\u064a\u0646 \u0627\u0644\u0623\u062d\u062f\u0627\u062b \u0648\u064a\u064f\u062c\u0631\u064a \u062a\u0646\u0628\u0624\u0627\u062a \u0623\u0643\u062b\u0631 \u062f\u0642\u0629\u060c \u0645\u0639 \u0645\u0631\u0627\u0639\u0627\u0629 \u0627\u0644\u0625\u064a\u0642\u0627\u0639 \u0627\u0644\u0641\u0631\u064a\u062f \u0644\u0643\u0644 \u0645\u0634\u0627\u0631\u0643 (\u0623\u0648 \u0641\u064a \u062d\u0627\u0644\u062a\u0646\u0627 \u0641\u064a NeuronUP\u060c \u0644\u0643\u0644 \u0645\u0633\u062a\u062e\u062f\u0645).<\/p>\n\n\n\n<p>\u0648\u0644\u0643\u0646 \u0647\u0630\u0627 \u0644\u064a\u0633 \u0643\u0644 \u0634\u064a\u0621! \u0643\u0645\u0627 \u0642\u062f \u0644\u0627\u062d\u0638\u062a\u060c \u0630\u0643\u0631\u0646\u0627 \u0623\u064a\u0636\u0627\u064b \u0627\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u063a\u0630\u0627\u0626\u064a \u0644\u0640 Neuronito \u0648Lentonito. \u0644\u064a\u0633 \u0639\u0628\u062b\u0627\u064b \u0628\u0627\u0644\u0637\u0628\u0639\u060c \u0628\u0644 \u0644\u0623\u0646 \u0647\u0630\u0647 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0645\u062b\u0651\u0644 \u0645\u064a\u0632\u0627\u062a \u0625\u0636\u0627\u0641\u064a\u0629 \u062a\u0624\u062b\u0631 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0623\u064a\u0636\u0627\u064b \u0639\u0644\u0649 \u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629.<\/p>\n\n\n\n<p>\u0648\u0628\u0627\u0644\u0645\u062b\u0644\u060c <strong>\u0642\u0627\u062f\u0631 \u0646\u0645\u0648\u0630\u062c\u0646\u0627 \u0639\u0644\u0649 \u0645\u0631\u0627\u0639\u0627\u0629 \u0644\u064a\u0633 \u0641\u0642\u0637 \u0627\u0644\u0641\u0648\u0627\u0635\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629\u060c \u0628\u0644 \u0623\u064a\u0636\u0627\u064b \u0645\u064a\u0632\u0627\u062a \u0645\u0647\u0645\u0629 \u0623\u062e\u0631\u0649<\/strong>\u060c \u0645\u062b\u0644 \u0627\u0644\u0639\u0645\u0631\u060c \u0648\u0627\u0644\u062c\u0646\u0633\u060c \u0648\u0627\u0644\u062a\u0634\u062e\u064a\u0635\u060c \u0648\u062d\u062a\u0649 \u062a\u0641\u0636\u064a\u0644\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646. <\/p>\n\n\n\n<p>\u0647\u0630\u0627 <strong>\u064a\u064f\u062d\u0633\u0651\u0646 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0645\u0646 \u062f\u0642\u0629 \u0627\u0644\u062a\u0646\u0628\u0624\u0627\u062a<\/strong>\u060c \u0643\u0645\u0627 \u0641\u064a \u0645\u062b\u0627\u0644\u0646\u0627 \u0645\u0639 \u0627\u0644\u0628\u0637\u0644\u064a\u0646\u060c \u062d\u064a\u062b \u0623\u062e\u0630\u0646\u0627 \u0628\u0639\u064a\u0646 \u0627\u0644\u0627\u0639\u062a\u0628\u0627\u0631 \u0646\u0638\u0627\u0645\u0647\u0645 \u0627\u0644\u063a\u0630\u0627\u0626\u064a \u0648\u062a\u0623\u062b\u064a\u0631\u0647 \u0639\u0644\u0649 \u0627\u0644\u0646\u062c\u0627\u062d.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u062a\u0641\u0627\u0635\u064a\u0644 \u062a\u0642\u0646\u064a\u0629 <\/h4>\n\n\n\n<p>\u0627\u0644\u0622\u0646 \u0628\u0639\u062f \u0623\u0646 \u0627\u0633\u062a\u0639\u0631\u0636\u0646\u0627 \u0627\u0644\u0645\u0641\u0647\u0648\u0645 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u060c \u0644\u0646\u0646\u062a\u0642\u0644 \u0625\u0644\u0649 <strong>\u0627\u0644\u062c\u0627\u0646\u0628 \u0627\u0644\u062a\u0642\u0646\u064a \u0644\u0639\u0645\u0644 \u0646\u0645\u0648\u0630\u062c Time-Aware LSTM (TA-LSTM)<\/strong>. \u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u062a\u0639\u062f\u064a\u0644 \u0639\u0644\u0649 \u062e\u0644\u064a\u0629 LSTM \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629\u060c \u0635\u064f\u0645\u0645 \u062e\u0635\u064a\u0635\u0627\u064b \u0644\u0623\u062e\u0630 \u0627\u0644\u0641\u0648\u0627\u0635\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0628\u064a\u0646 \u0627\u0644\u0623\u062d\u062f\u0627\u062b \u0627\u0644\u0645\u062a\u0633\u0644\u0633\u0644\u0629 \u0641\u064a \u0627\u0644\u0627\u0639\u062a\u0628\u0627\u0631.<\/p>\n\n\n\n<p>\u0627\u0644\u0647\u062f\u0641 \u0627\u0644\u0631\u0626\u064a\u0633\u064a \u0644\u0640 TA-LSTM \u0647\u0648 <strong>\u0627\u0644\u062a\u062d\u062f\u064a\u062b \u0627\u0644\u062a\u0643\u064a\u0641\u064a \u0644\u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u062f\u0627\u062e\u0644\u064a\u0629 \u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0639\u062a\u0645\u0627\u062f\u0627\u064b \u0639\u0644\u0649 \u0627\u0644\u0632\u0645\u0646 \u0627\u0644\u0645\u0646\u0642\u0636\u064a \u0645\u0646\u0630 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0629 \u0627\u0644\u0623\u062e\u064a\u0631\u0629<\/strong>. \u0647\u0630\u0627 \u0627\u0644\u0646\u0647\u062c \u062d\u0627\u0633\u0645 \u0639\u0646\u062f \u0627\u0644\u0639\u0645\u0644 \u0645\u0639 \u0633\u0644\u0627\u0633\u0644 \u0632\u0645\u0646\u064a\u0629 \u063a\u064a\u0631 \u0645\u0646\u062a\u0638\u0645\u0629\u060c \u0648\u0647\u0648 \u0628\u0627\u0644\u0636\u0628\u0637 \u0646\u0648\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u0646\u062a\u0639\u0627\u0645\u0644 \u0645\u0639\u0647\u0627 \u0641\u064a NeuronUP.<\/p>\n\n\n\n<p>\u0645\u062a\u062c\u0647 \u0627\u0644\u0625\u062f\u062e\u0627\u0644 \u0641\u064a \u0627\u0644\u0632\u0645\u0646 t \u0645\u0639\u0631\u0651\u0641 \u0643\u0627\u0644\u062a\u0627\u0644\u064a:<\/p>\n\n\n\n\\[\\text{inputs}_{t} = [x_{t},\\,\\Delta t]\\]\n\n\n\n<p>\u062d\u064a\u062b:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\\(x_t \\in \\mathbb{R}^d\\) &#8211; \u0647\u0648 \u0645\u062a\u062c\u0647 \u0627\u0644\u0645\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0630\u064a \u064a\u0635\u0641 \u0627\u0644\u062d\u062f\u062b \u0627\u0644\u062d\u0627\u0644\u064a (\u0643\u0644 \u064a\u0648\u0645 \u064a\u064f\u0624\u062f\u0649 \u0641\u064a\u0647 \u0627\u0644\u0646\u0634\u0627\u0637).<\/li>\n\n\n\n<li>\\(\\Delta t \\in \\mathbb{R}\\) &#8211; \u0647\u0648 \u0627\u0644\u0641\u0627\u0635\u0644 \u0627\u0644\u0632\u0645\u0646\u064a \u0628\u064a\u0646 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0629 \u0627\u0644\u062d\u0627\u0644\u064a\u0629 \u0648\u0627\u0644\u0633\u0627\u0628\u0642\u0629.<\/li>\n<\/ul>\n\n\n\n<p>\u062a\u0645\u062b\u0644 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0633\u0627\u0628\u0642\u0629 \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629:<\/p>\n\n\n\n\\[h_{t-1},\\; C_{t-1}\\]\n\n\n\n<p>\u062d\u064a\u062b:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\\(h_{t-1}\\) &#8211; \u0647\u0648 \u0645\u062a\u062c\u0647 \u0627\u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u0645\u062e\u0641\u064a\u0629 \u0641\u064a \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0633\u0627\u0628\u0642\u0629.<\/li>\n\n\n\n<li>\\(C_{t-1}\\) &#8211; \u0647\u064a \u062d\u0627\u0644\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 (\u062e\u0644\u064a\u0629 LSTM) \u0641\u064a \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0633\u0627\u0628\u0642\u0629.<\/li>\n<\/ul>\n\n\n\n<p>\u0644\u0623\u062e\u0630 \u062a\u0623\u062b\u064a\u0631 \u0627\u0644\u0641\u0627\u0635\u0644 \u0627\u0644\u0632\u0645\u0646\u064a t \u0641\u064a \u0627\u0644\u062d\u0633\u0628\u0627\u0646\u060c \u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0622\u0644\u064a\u0629 \u062e\u0627\u0635\u0629 \u0644\u062e\u0641\u0636 \u0627\u0644\u0630\u0627\u0643\u0631\u0629\u060c \u0645\u0648\u0635\u0648\u0641\u0629 \u0628\u0627\u0644\u0645\u0639\u0627\u062f\u0644\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n\n\n\n\\[\\gamma_t = e^{-\\text{RELU}(w_d \\cdot \\Delta t + b_d)}\\]\n\n\n\n<p>\u062d\u064a\u062b:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\\(w_d, \\; b_d\\) &#8211; \u0647\u064a \u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u062f\u0631\u064a\u0628 \u0636\u0645\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/li>\n\n\n\n<li>\\(\\text{RELU}(x) = \\max(0, x)\\) &#8211; \u0647\u064a \u062f\u0627\u0644\u0629 \u0627\u0644\u062a\u0641\u0639\u064a\u0644 \u0627\u0644\u062a\u064a \u062a\u0645\u0646\u0639 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0633\u0627\u0644\u0628\u0629.<\/li>\n<\/ul>\n\n\n\n<p>\u0645\u0639\u0627\u0645\u0644 \u0627\u0644\u062a\u062e\u0645\u064a\u062f \\(\\gamma_t\\) \u064a\u062a\u062d\u0643\u0645 \u0641\u064a \u062a\u062d\u062f\u064a\u062b \u062d\u0627\u0644\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629.<\/p>\n\n\n\n<p>\u064a\u064f\u0639\u0631\u0651\u0641 \u062a\u062d\u062f\u064a\u062b \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0643\u0627\u0644\u062a\u0627\u0644\u064a:<\/p>\n\n\n\n\\[\\bar{C}_{t-1} = \\gamma_t \\cdot C_{t-1}\\]\n\n\n\n<p>\u0647\u0630\u0627 \u064a\u0639\u0646\u064a \u0623\u0646\u0647 \u0639\u0646\u062f\u0645\u0627 \u064a\u0632\u062f\u0627\u062f \u0627\u0644\u0641\u0627\u0635\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u060c \u062a\u0645\u064a\u0644 \u0642\u064a\u0645\u0629  \u0625\u0644\u0649 \u0627\u0644\u0635\u0641\u0631\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 &#8220;\u0646\u0633\u064a\u0627\u0646&#8221; \u0623\u0643\u0628\u0631 \u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0633\u0627\u0628\u0642\u0629.<\/p>\n\n\n\n<p>\u0641\u064a \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629\u060c \u064a\u062a\u0645 \u0625\u062f\u062e\u0627\u0644 \u062d\u0627\u0644\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u0635\u062d\u062d\u0629 \\(\\bar{C}_{t-1}\\) \u0641\u064a \u0645\u0639\u0627\u062f\u0644\u0627\u062a LSTM \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629:<\/p>\n\n\n\n\\[h_t, \\; C_t = \\text{LSTM}(x_{t&#8217;}, h_{t-1}, \\bar{C}_{t-1})\\]\n\n\n\n<p>\u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0642\u064a\u0645 \u0627\u0644\u0625\u062e\u0631\u0627\u062c \\(h_t\\) \u0648\u062d\u0627\u0644\u0629 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u062d\u062f\u062b\u0629 \\(C_t\\) \u0641\u064a \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0644\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u062a\u0646\u0628\u0624\u0627\u064b \u062f\u0642\u064a\u0642\u0627\u064b \u0648\u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0645\u0631\u0627\u0639\u0627\u0629 \u0627\u0644\u0641\u0648\u0627\u0635\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u063a\u064a\u0631 \u0627\u0644\u0645\u0646\u062a\u0638\u0645\u0629 \u0628\u064a\u0646 \u0627\u0644\u0623\u062d\u062f\u0627\u062b.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0644\u0645\u0627\u0630\u0627 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u0646\u0628\u0624\u061f<\/h2>\n\n\n\n<p>\u064a\u064f\u062a\u064a\u062d \u0644\u0646\u0627 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u0646\u0628\u0624 <strong>\u0627\u0644\u062a\u0648\u0642\u0639 \u0628\u062f\u0642\u0629\u064d \u0639\u0627\u0644\u064a\u0629 \u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0645\u0631\u064a\u0636 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629<\/strong>\u060c \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u062d\u0644\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a\u0647 \u0645\u0633\u0628\u0642\u0627\u064b \u0639\u0628\u0631 \u0646\u0645\u0648\u0630\u062c\u0646\u0627 \u0627\u0644\u0645\u062e\u0635\u0651\u0635 TA-LSTM. \u0644\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u062f\u0642\u0629 \u0627\u0644\u062a\u0646\u0628\u0624\u0627\u062a\u060c \u0623\u062e\u0630\u0646\u0627 \u0639\u064a\u0646\u0629 \u0645\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0631\u0636\u0649 \u062d\u0642\u064a\u0642\u064a\u064a\u0646 \u0648\u0637\u0628\u0651\u0642\u0646\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0639\u062a\u0645\u0627\u062f\u0627\u064b \u0639\u0644\u0649 \u0633\u062c\u0644\u0627\u062a \u0646\u0634\u0627\u0637\u0647\u0645 \u0627\u0644\u0633\u0627\u0628\u0642\u0629. \u062a\u0645 \u0627\u0633\u062a\u0628\u0639\u0627\u062f \u0622\u062e\u0631 \u064a\u0648\u0645 \u0646\u0634\u0627\u0637 \u0644\u0643\u0644 \u0645\u0631\u064a\u0636 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0645\u0639 \u0627\u0644\u062a\u0646\u0628\u0624 \u0627\u0644\u0630\u064a \u0623\u0646\u062a\u062c\u0647 \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/p>\n\n\n\n<p><strong>\u0641\u064a \u0645\u0639\u0638\u0645 \u0627\u0644\u062d\u0627\u0644\u0627\u062a\u060c \u062a\u0637\u0627\u0628\u0642\u062a \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629 <\/strong>\u0645\u0646 \u0642\u0628\u0644 \u0646\u0645\u0648\u0630\u062c\u0646\u0627 <strong>\u0628\u0634\u0643\u0644 \u0648\u062b\u064a\u0642 \u0645\u0639 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629<\/strong> \u0644\u0644\u0627\u0639\u0628\u064a\u0646. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u062d\u062f\u062f\u0646\u0627 \u0623\u064a\u0636\u0627\u064b \u0628\u0639\u0636 \u0627\u0644\u0627\u0633\u062a\u062b\u0646\u0627\u0621\u0627\u062a \u0627\u0644\u0645\u062b\u064a\u0631\u0629 \u0644\u0644\u0627\u0647\u062a\u0645\u0627\u0645 \u062d\u064a\u062b \u0627\u062e\u062a\u0644\u0641 \u0627\u0644\u062a\u0646\u0628\u0624 \u0627\u062e\u062a\u0644\u0627\u0641\u0627\u064b \u0643\u0628\u064a\u0631\u0627\u064b \u0639\u0646 \u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629.<\/p>\n\n\n\n<p>\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0641\u064a \u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a \u0627\u0644\u062a\u0627\u0644\u064a (\u0627\u0644\u0635\u0648\u0631\u0629 1)\u060c \u064a\u0645\u0643\u0646 \u0645\u0644\u0627\u062d\u0638\u0629 \u062a\u0642\u062f\u0645 \u0627\u0644\u0645\u0631\u064a\u0636 (\u0627\u0644\u062e\u0637 \u0627\u0644\u0623\u0632\u0631\u0642) \u0648\u0627\u0644\u062a\u0646\u0628\u0624 \u0627\u0644\u0645\u0642\u0627\u0628\u0644 \u0644\u0644\u0646\u0645\u0648\u0630\u062c (\u0627\u0644\u062e\u0637 \u0627\u0644\u0623\u062d\u0645\u0631). \u0645\u0646 \u0627\u0644\u0648\u0647\u0644\u0629 \u0627\u0644\u0623\u0648\u0644\u0649\u060c \u062a\u0628\u062f\u0648 \u0627\u0644\u0641\u062c\u0648\u0629 \u0643\u0628\u064a\u0631\u0629 \u0625\u0644\u0649 \u062d\u062f\u064d \u0645\u0627: \u062d\u0627\u0641\u0638 \u0627\u0644\u0645\u0631\u064a\u0636 \u0639\u0644\u0649 \u0623\u062f\u0627\u0621 \u0639\u0627\u0644\u064d \u0648\u0645\u0633\u062a\u0642\u0631 \u0637\u0648\u0627\u0644 \u0641\u062a\u0631\u0629 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0629\u060c \u0644\u0643\u0646 \u0646\u062a\u064a\u062c\u062a\u0647 \u0627\u0644\u0623\u062e\u064a\u0631\u0629 \u0643\u0627\u0646\u062a \u0623\u0642\u0644 \u0628\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0645\u062a\u0648\u0642\u0639 \u0628\u0634\u0643\u0644\u064d \u063a\u064a\u0631 \u0645\u062a\u0648\u0642\u0639. \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u062d\u0627\u0644\u0629\u060c \u0628\u062f\u0627 \u062a\u0646\u0628\u0624 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0623\u0643\u062b\u0631 \u0645\u0646\u0637\u0642\u064a\u0629 \u0628\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0644\u0645\u0627\u0630\u0627 \u062d\u062f\u062b \u0630\u0644\u0643\u061f<\/h3>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n<div class=\"wp-block-image image-interface\">\n<figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1024\" height=\"420\" src=\"https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2025\/05\/Imagen-1-Evolucion-diaria-del-paciente-1024x420.webp\" alt=\"\" class=\"wp-image-40348\" srcset=\"https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2025\/05\/Imagen-1-Evolucion-diaria-del-paciente-300x123.webp 300w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2025\/05\/Imagen-1-Evolucion-diaria-del-paciente-768x315.webp 768w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2025\/05\/Imagen-1-Evolucion-diaria-del-paciente-1024x420.webp 1024w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2025\/05\/Imagen-1-Evolucion-diaria-del-paciente-1536x630.webp 1536w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2025\/05\/Imagen-1-Evolucion-diaria-del-paciente.webp 1647w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u0627\u0644\u0635\u0648\u0631\u0629 1. \u0627\u0644\u062a\u0637\u0648\u0631 \u0627\u0644\u064a\u0648\u0645\u064a \u0644\u0644\u0645\u0631\u064a\u0636.<\/figcaption><\/figure>\n<\/div>\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u0627\u062a\u0636\u062d \u0623\u0646 \u0627\u0644\u0633\u0628\u0628 \u0628\u0633\u064a\u0637 \u0644\u0643\u0646\u0647 \u0645\u0647\u0645: \u0641\u064a \u062c\u0645\u064a\u0639 \u0627\u0644\u0623\u064a\u0627\u0645 \u0627\u0644\u0633\u0627\u0628\u0642\u0629\u060c \u0644\u0639\u0628 \u0627\u0644\u0645\u0631\u064a\u0636 \u0628\u0645\u0633\u062a\u0648\u064a\u0627\u062a (\u0645\u0631\u0627\u062d\u0644) \u0623\u0633\u0647\u0644\u060c \u0641\u062d\u0642\u0642 \u062f\u0631\u062c\u0627\u062a\u064d \u0645\u0631\u062a\u0641\u0639\u0629 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0641\u064a \u0627\u0644\u064a\u0648\u0645 \u0627\u0644\u0623\u062e\u064a\u0631\u060c \u0627\u062e\u062a\u0627\u0631 \u0627\u0644\u0645\u0631\u062d\u0644\u0629 6 \u0627\u0644\u062a\u064a \u0643\u0627\u0646\u062a \u0623\u0635\u0639\u0628\u060c \u0645\u0645\u0627 \u062a\u0633\u0628\u0628 \u0641\u064a \u062a\u0631\u0627\u062c\u0639 \u0645\u0644\u062d\u0648\u0638 \u0641\u064a \u0623\u062f\u0627\u0626\u0647&nbsp; (\u0627\u0644\u0635\u0648\u0631\u0629 2).<\/p>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n<div class=\"wp-block-image image-interface\">\n<figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1024\" height=\"454\" src=\"https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2025\/05\/Imagen-2-Evolucion-del-paciente-con-detalle-de-fases-1024x454.webp\" alt=\"\" class=\"wp-image-40349\" srcset=\"https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2025\/05\/Imagen-2-Evolucion-del-paciente-con-detalle-de-fases-300x133.webp 300w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2025\/05\/Imagen-2-Evolucion-del-paciente-con-detalle-de-fases-768x341.webp 768w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2025\/05\/Imagen-2-Evolucion-del-paciente-con-detalle-de-fases-1024x454.webp 1024w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2025\/05\/Imagen-2-Evolucion-del-paciente-con-detalle-de-fases.webp 1522w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u0627\u0644\u0635\u0648\u0631\u0629 2. \u062a\u0637\u0648\u0631 \u0627\u0644\u0645\u0631\u064a\u0636 \u0645\u0639 \u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u0645\u0631\u0627\u062d\u0644.<\/figcaption><\/figure>\n<\/div>\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u0628\u0647\u0630\u0647 \u0627\u0644\u0637\u0631\u064a\u0642\u0629\u060c <strong>\u0633\u0645\u062d \u062a\u0646\u0628\u0624 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0627\u0644\u062a\u0639\u0631\u0651\u0641 \u0639\u0644\u0649 \u0627\u0646\u062d\u0631\u0627\u0641 \u063a\u064a\u0631 \u0645\u062a\u0648\u0642\u0639 \u0639\u0646 \u0627\u0644\u0633\u0644\u0648\u0643 \u0627\u0644\u0645\u0639\u062a\u0627\u062f <\/strong>\u0644\u0644\u0645\u0631\u064a\u0636\u060c \u0645\u0639 \u062a\u062d\u062f\u064a\u062f \u0623\u0646\u0647 \u0646\u064e\u062c\u0645 \u0639\u0646 \u0632\u064a\u0627\u062f\u0629 \u0641\u064a \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0635\u0639\u0648\u0628\u0629.<\/p>\n\n\n\n<p>\u064a\u0648\u0641\u0651\u0631 \u0647\u0630\u0627 \u0627\u0644\u0646\u0647\u062c \u0644\u0623\u062e\u0635\u0627\u0626\u064a\u064a NeuronUP \u0623\u062f\u0627\u0629 \u0642\u0648\u064a\u0629 \u0644\u0644\u0643\u0634\u0641 \u0645\u0628\u0643\u0631\u0627\u064b \u0639\u0646 \u0645\u062b\u0644 \u0647\u0630\u0647 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0648\u062a\u062d\u0644\u064a\u0644 \u0623\u0633\u0628\u0627\u0628 \u0627\u0644\u0627\u0646\u062d\u0631\u0627\u0641 \u0628\u0633\u0631\u0639\u0629.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0627\u0644\u062e\u0644\u0627\u0635\u0629<\/h2>\n\n\n\n<p><strong>\u064a\u0641\u062a\u062d \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Time-Aware LSTM \u0622\u0641\u0627\u0642\u0627\u064b \u062c\u062f\u064a\u062f\u0629<\/strong> \u0644\u0644\u062a\u0646\u0628\u0624 \u0627\u0644\u062f\u0642\u064a\u0642 \u0628\u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0630\u0627\u062a \u0627\u0644\u0641\u0648\u0627\u0635\u0644 \u063a\u064a\u0631 \u0627\u0644\u0645\u0646\u062a\u0638\u0645\u0629. \u0639\u0644\u0649 \u0639\u0643\u0633 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629\u060c \u0641\u0625\u0646 TA-LSTM <strong>\u0642\u0627\u062f\u0631 \u0639\u0644\u0649 \u0627\u0644\u062a\u0643\u064a\u0651\u0641 \u0645\u0639 \u0627\u0644\u0625\u064a\u0642\u0627\u0639 \u0627\u0644\u0641\u0631\u064a\u062f \u0644\u0643\u0644 \u0644\u0627\u0639\u0628<\/strong>\u060c \u0645\u0639 \u0645\u0631\u0627\u0639\u0627\u0629 \u0641\u062a\u0631\u0627\u062a \u0627\u0644\u062a\u0648\u0642\u0641 \u0648\u0627\u0644\u0641\u0648\u0627\u0635\u0644 \u0641\u064a \u0627\u0644\u0646\u0634\u0627\u0637. \u0628\u0641\u0636\u0644 \u0647\u0630\u0627 \u0627\u0644\u0646\u0647\u062c\u060c \u0644\u0627 \u062a\u0642\u062a\u0635\u0631 \u0642\u062f\u0631\u0629 \u0645\u0646\u0635\u062a\u0646\u0627 \u0644\u0644\u062a\u062d\u0641\u064a\u0632 \u0627\u0644\u0645\u0639\u0631\u0641\u064a \u0639\u0644\u0649 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u062f\u0642\u0629 \u0628\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0645\u0631\u0636\u0649 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0641\u062d\u0633\u0628\u060c \u0628\u0644 \u062a\u0645\u062a\u062f \u0623\u064a\u0636\u0627\u064b \u0625\u0644\u0649 \u0627\u0644\u0643\u0634\u0641 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0645\u0646\u0627\u0633\u0628 \u0639\u0646 \u0627\u0644\u0634\u0630\u0648\u0630\u0627\u062a \u0623\u0648 \u0627\u0644\u0627\u0646\u062d\u0631\u0627\u0641\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629.<\/p>\n\n\n\n<p>\u0641\u064a NeuronUP \u0646\u064f\u0642\u062f\u0651\u0631 \u0648\u0642\u062a\u0643 \u0648<a href=\"https:\/\/neuronup.com\/ar\/\u0627\u0644\u0645\u0646\u062a\u062c\/\">\u0646\u0633\u0639\u0649 \u062f\u0627\u0626\u0645\u0627\u064b \u0644\u062a\u0637\u0628\u064a\u0642 \u0623\u0643\u062b\u0631 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0641\u0627\u0639\u0644\u064a\u0629\u064b \u0648\u0627\u0628\u062a\u0643\u0627\u0631\u0627\u064b \u0648\u062a\u0642\u062f\u0645\u0627\u064b<\/a>. \u062a\u0627\u0628\u0639 \u062a\u062d\u062f\u064a\u062b\u0627\u062a\u0646\u0627\u060c \u0627\u0644\u0623\u0641\u0636\u0644 \u0642\u0627\u062f\u0645!<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0627\u0644\u0645\u0631\u0627\u062c\u0639<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"has-sm-font-size\">Lechner, Mathias, and Ramin Hasani. \u201cLearning Long-Term Dependencies in Irregularly-Sampled Time Series.\u201d <em>arXiv preprint arXiv:2006.04418<\/em>\u060c \u0627\u0644\u0645\u062c\u0644\u062f -\u060c \u0627\u0644\u0639\u062f\u062f -\u060c 2020\u060c \u0635. 1-11.<\/li>\n\n\n\n<li class=\"has-sm-font-size\">Michigan State University, et al. \u201cPatient Subtyping via Time-Aware LSTM Networks.\u201d <em>Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD &#8217;17)<\/em>\u060c \u0627\u0644\u0645\u062c\u0644\u062f -\u060c \u0627\u0644\u0639\u062f\u062f -\u060c 2017\u060c \u0635. 65-74.<\/li>\n\n\n\n<li class=\"has-sm-font-size\">Nguyen, An, et al. \u201cTime Matters: Time-Aware LSTMs for Predictive Business Process Monitoring.\u201d <em>Lecture Notes in Business Information Processing, Process Mining Workshops\u200b<\/em>\u060c \u0627\u0644\u0645\u062c\u0644\u062f 406\u060c \u0627\u0644\u0639\u062f\u062f -\u060c 2021\u060c \u0635. 112\u2013123.<\/li>\n\n\n\n<li class=\"has-sm-font-size\">Schirmer, Mona, et al. \u201cModeling Irregular Time Series with Continuous Recurrent Units.\u201d <em>Proceedings of the 39th International Conference on Machine Learning (ICML 2022)\u200b<\/em>\u060c \u0627\u0644\u0645\u062c\u0644\u062f 162\u060c \u0627\u0644\u0639\u062f\u062f -\u060c 2022\u060c \u0635. 19388-19405.<\/li>\n\n\n\n<li class=\"has-sm-font-size\">\u201cTime aware long short-term memory.\u201d <em>Wikipedia<\/em>, https:\/\/en.wikipedia.org\/wiki\/Time_aware_long_short-term_memory. \u062a\u0645 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u064a\u0647 \u0641\u064a 12 \u0645\u0627\u0631\u0633 2025.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0625\u0630\u0627 \u0623\u0639\u062c\u0628\u0643 \u0647\u0630\u0627 \u0627\u0644\u0645\u0642\u0627\u0644 \u062d\u0648\u0644 <strong>\u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0644\u0627\u0639\u0628\u064a\u0646 \u0628\u0648\u0627\u0633\u0637\u0629 TA-LSTM<\/strong>\u060c \u0641\u0645\u0646 \u0627\u0644\u0645\u0624\u0643\u062f \u0623\u0646 \u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u0627\u0644\u0627\u062a \u0645\u0646 NeuronUP \u0633\u062a\u0647\u0645\u0643:<\/h3>\n\n<div class=\"mai-grid entries entries-grid has-boxed has-image-full\" style=\"--entry-title-font-size:var(--font-size-lg);--align-text:start;--entry-meta-text-align:start;\"><div class=\"entries-wrap has-columns\" style=\"--columns-xs:1\/1;--columns-sm:1\/1;--columns-md:1\/3;--columns-lg:1\/3;--flex-xs:0 0 var(--flex-basis);--flex-sm:0 0 var(--flex-basis);--flex-md:0 0 var(--flex-basis);--flex-lg:0 0 var(--flex-basis);--column-gap:var(--spacing-lg);--row-gap:var(--spacing-lg);--align-columns:start;\"><article class=\"entry entry-grid is-column has-entry-link has-image has-image-first type-post category-lines-of-research tag-neuronup-news tag-research\" style=\"--entry-index:1;\" aria-label=\"\u0627\u0644\u062a\u0634\u062e\u064a\u0635 \u0627\u0644\u062a\u0641\u0631\u064a\u0642\u064a \u0644\u0623\u0635\u0648\u0644 \u0627\u0644\u062e\u0631\u0641 \u0627\u0644\u0645\u0639\u062a\u0645\u064e\u062f \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0648\u0633\u0627\u0626\u0637\" itemscope itemtype=\"https:\/\/schema.org\/CreativeWork\"><a class=\"entry-image-link\" href=\"https:\/\/neuronup.com\/ar\/research\/lines-of-research\/differential-diagnosis-of-dementia-etiologies-based-on-ai-on-multimodal-data\/\" tabindex=\"-1\" aria-hidden=\"true\"><img decoding=\"async\" width=\"400\" height=\"274\" src=\"https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2024\/09\/Diagnostico-diferencial-de-etiologias-de-demencia-basado-en-IA-sobre-datos-multimodales-NeuronUP.webp\" class=\"entry-image size-landscape-sm\" alt=\"\u0627\u0644\u062a\u0634\u062e\u064a\u0635 \u0627\u0644\u062a\u0641\u0631\u064a\u0642\u064a \u0644\u0623\u0635\u0648\u0644 \u0627\u0644\u062e\u0631\u0641 \u0627\u0644\u0645\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0648\u0633\u0627\u0626\u0637 NeuronUP\" srcset=\"https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2024\/09\/Diagnostico-diferencial-de-etiologias-de-demencia-basado-en-IA-sobre-datos-multimodales-NeuronUP-300x205.webp 300w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2024\/09\/Diagnostico-diferencial-de-etiologias-de-demencia-basado-en-IA-sobre-datos-multimodales-NeuronUP-768x525.webp 768w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2024\/09\/Diagnostico-diferencial-de-etiologias-de-demencia-basado-en-IA-sobre-datos-multimodales-NeuronUP-1024x701.webp 1024w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2024\/09\/Diagnostico-diferencial-de-etiologias-de-demencia-basado-en-IA-sobre-datos-multimodales-NeuronUP.webp 1200w\" sizes=\"(max-width:599px) 599px, (min-width:600px) and (max-width: 799px) 799px, (min-width:800px) and (max-width: 999px) 333px, (min-width:1000px) 400px\" \/><\/a><div class=\"entry-wrap entry-wrap-grid\"><h3 class=\"entry-title\" itemprop=\"headline\"><a class=\"entry-title-link\" href=\"https:\/\/neuronup.com\/ar\/research\/lines-of-research\/differential-diagnosis-of-dementia-etiologies-based-on-ai-on-multimodal-data\/\" rel=\"bookmark\">\u0627\u0644\u062a\u0634\u062e\u064a\u0635 \u0627\u0644\u062a\u0641\u0631\u064a\u0642\u064a \u0644\u0623\u0635\u0648\u0644 \u0627\u0644\u062e\u0631\u0641 \u0627\u0644\u0645\u0639\u062a\u0645\u064e\u062f \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0648\u0633\u0627\u0626\u0637<\/a><\/h3>\n<\/div><\/article><article class=\"entry entry-grid is-column has-entry-link has-image has-image-first type-post category-alzheimers tag-children tag-neurodegenerative-diseases tag-alzheimers-disease\" style=\"--entry-index:2;\" aria-label=\"\u0643\u064a\u0641 \u0646\u0634\u0631\u062d \u0645\u0627 \u0647\u0648 \u0627\u0644\u0632\u0647\u0627\u064a\u0645\u0631 \u0644\u0644\u0623\u0637\u0641\u0627\u0644 \u0627\u0644\u0635\u063a\u0627\u0631\" itemscope itemtype=\"https:\/\/schema.org\/CreativeWork\"><a class=\"entry-image-link\" href=\"https:\/\/neuronup.com\/ar\/cognitive-stimulation-news\/neurodegenerative-diseases\/alzheimers\/explaining-alzheimers-disease-to-children\/\" tabindex=\"-1\" aria-hidden=\"true\"><img decoding=\"async\" width=\"400\" height=\"267\" src=\"https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2021\/10\/grandfather-and-grandson-reading-the-news-8CLEBCE-1536x1025-1.webp\" class=\"entry-image size-landscape-sm\" alt=\"\u0643\u064a\u0641 \u062a\u0634\u0631\u062d \u0645\u0627 \u0647\u0648 \u0645\u0631\u0636 \u0627\u0644\u0632\u0647\u0627\u064a\u0645\u0631 \u0644\u0644\u0623\u0637\u0641\u0627\u0644 \u0627\u0644\u0635\u063a\u0627\u0631\" srcset=\"https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2021\/10\/grandfather-and-grandson-reading-the-news-8CLEBCE-1536x1025-1-300x200.webp 300w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2021\/10\/grandfather-and-grandson-reading-the-news-8CLEBCE-1536x1025-1-768x513.webp 768w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2021\/10\/grandfather-and-grandson-reading-the-news-8CLEBCE-1536x1025-1-1024x683.webp 1024w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2021\/10\/grandfather-and-grandson-reading-the-news-8CLEBCE-1536x1025-1.webp 1536w\" sizes=\"(max-width:599px) 599px, (min-width:600px) and (max-width: 799px) 799px, (min-width:800px) and (max-width: 999px) 333px, (min-width:1000px) 400px\" \/><\/a><div class=\"entry-wrap entry-wrap-grid\"><h3 class=\"entry-title\" itemprop=\"headline\"><a class=\"entry-title-link\" href=\"https:\/\/neuronup.com\/ar\/cognitive-stimulation-news\/neurodegenerative-diseases\/alzheimers\/explaining-alzheimers-disease-to-children\/\" rel=\"bookmark\">\u0643\u064a\u0641 \u0646\u0634\u0631\u062d \u0645\u0627 \u0647\u0648 \u0627\u0644\u0632\u0647\u0627\u064a\u0645\u0631 \u0644\u0644\u0623\u0637\u0641\u0627\u0644 \u0627\u0644\u0635\u063a\u0627\u0631<\/a><\/h3>\n<\/div><\/article><article class=\"entry entry-grid is-column has-entry-link has-image has-image-first type-post category-down-syndrome tag-intellectual-disability tag-testimonials tag-down-syndrome\" style=\"--entry-index:3;\" aria-label=\"\u0627\u0644\u0639\u0645\u0644 \u0645\u0639 \u0623\u0634\u062e\u0627\u0635 \u0644\u062f\u064a\u0647\u0645 \u0645\u062a\u0644\u0627\u0632\u0645\u0629 \u062f\u0627\u0648\u0646 \u0648\u0641\u0642 \u0641\u0626\u0627\u062a \u0639\u0645\u0631\u064a\u0629\" itemscope itemtype=\"https:\/\/schema.org\/CreativeWork\"><a class=\"entry-image-link\" href=\"https:\/\/neuronup.com\/ar\/cognitive-stimulation-news\/intellectual-disability\/down-syndrome\/working-with-people-with-down-syndrome-by-age-groups\/\" tabindex=\"-1\" aria-hidden=\"true\"><img decoding=\"async\" width=\"400\" height=\"300\" src=\"https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2022\/02\/WhatsApp-Image-2020-03-05-at-13.32.41-002-scaled-1-1.webp\" class=\"entry-image size-landscape-sm\" alt=\"\u0627\u0644\u0639\u0645\u0644 \u0645\u0639 \u0623\u0634\u062e\u0627\u0635 \u064a\u0639\u0627\u0646\u0648\u0646 \u0645\u0646 \u0645\u062a\u0644\u0627\u0632\u0645\u0629 \u062f\u0627\u0648\u0646 \u0648\u0641\u0642 \u0641\u0626\u0627\u062a \u0639\u0645\u0631\u064a\u0629\" srcset=\"https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2022\/02\/WhatsApp-Image-2020-03-05-at-13.32.41-002-scaled-1-1-300x225.webp 300w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2022\/02\/WhatsApp-Image-2020-03-05-at-13.32.41-002-scaled-1-1-768x576.webp 768w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2022\/02\/WhatsApp-Image-2020-03-05-at-13.32.41-002-scaled-1-1-1024x768.webp 1024w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2022\/02\/WhatsApp-Image-2020-03-05-at-13.32.41-002-scaled-1-1.webp 1200w\" sizes=\"(max-width:599px) 599px, (min-width:600px) and (max-width: 799px) 799px, (min-width:800px) and (max-width: 999px) 333px, (min-width:1000px) 400px\" \/><\/a><div class=\"entry-wrap entry-wrap-grid\"><h3 class=\"entry-title\" itemprop=\"headline\"><a class=\"entry-title-link\" href=\"https:\/\/neuronup.com\/ar\/cognitive-stimulation-news\/intellectual-disability\/down-syndrome\/working-with-people-with-down-syndrome-by-age-groups\/\" rel=\"bookmark\">\u0627\u0644\u0639\u0645\u0644 \u0645\u0639 \u0623\u0634\u062e\u0627\u0635 \u0644\u062f\u064a\u0647\u0645 \u0645\u062a\u0644\u0627\u0632\u0645\u0629 \u062f\u0627\u0648\u0646 \u0648\u0641\u0642 \u0641\u0626\u0627\u062a \u0639\u0645\u0631\u064a\u0629<\/a><\/h3>\n<\/div><\/article><article class=\"entry entry-grid is-column has-entry-link has-image has-image-first type-post category-acquired-brain-injury tag-brain-damage\" style=\"--entry-index:4;\" aria-label=\"\u0644\u0627 \u0623\u0633\u062a\u0637\u064a\u0639 \u0627\u0644\u0627\u0633\u062a\u0645\u062a\u0627\u0639 \u0628\u062c\u0633\u062f\u064a \u0627\u0644\u062c\u0646\u0633\u064a \u0628\u0633\u0628\u0628 \u0627\u0644\u0634\u0644\u0644 \u0627\u0644\u062f\u0645\u0627\u063a\u064a\u061f\" itemscope itemtype=\"https:\/\/schema.org\/CreativeWork\"><a class=\"entry-image-link\" href=\"https:\/\/neuronup.com\/ar\/cognitive-stimulation-news\/acquired-brain-injury\/i-cant-enjoy-my-sexuality-because-of-cerebral-palsy\/\" tabindex=\"-1\" aria-hidden=\"true\"><img decoding=\"async\" width=\"400\" height=\"267\" src=\"https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2023\/03\/sexualidad-paralisis-cerebral.webp\" class=\"entry-image size-landscape-sm\" alt=\"\u0627\u0644\u062c\u0646\u0633\u064a\u0629 \u0648\u0627\u0644\u0634\u0644\u0644 \u0627\u0644\u062f\u0645\u0627\u063a\u064a\" srcset=\"https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2023\/03\/sexualidad-paralisis-cerebral-300x200.webp 300w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2023\/03\/sexualidad-paralisis-cerebral-768x513.webp 768w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2023\/03\/sexualidad-paralisis-cerebral-1024x684.webp 1024w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2023\/03\/sexualidad-paralisis-cerebral.webp 1200w\" sizes=\"(max-width:599px) 599px, (min-width:600px) and (max-width: 799px) 799px, (min-width:800px) and (max-width: 999px) 333px, (min-width:1000px) 400px\" \/><\/a><div class=\"entry-wrap entry-wrap-grid\"><h3 class=\"entry-title\" itemprop=\"headline\"><a class=\"entry-title-link\" href=\"https:\/\/neuronup.com\/ar\/cognitive-stimulation-news\/acquired-brain-injury\/i-cant-enjoy-my-sexuality-because-of-cerebral-palsy\/\" rel=\"bookmark\">\u0644\u0627 \u0623\u0633\u062a\u0637\u064a\u0639 \u0627\u0644\u0627\u0633\u062a\u0645\u062a\u0627\u0639 \u0628\u062c\u0633\u062f\u064a \u0627\u0644\u062c\u0646\u0633\u064a \u0628\u0633\u0628\u0628 \u0627\u0644\u0634\u0644\u0644 \u0627\u0644\u062f\u0645\u0627\u063a\u064a\u061f<\/a><\/h3>\n<\/div><\/article><article class=\"entry entry-grid is-column has-entry-link has-image has-image-first type-post category-events tag-conference\" style=\"--entry-index:5;\" aria-label=\"\u0627\u0644\u0645\u0624\u062a\u0645\u0631 \u0627\u0644\u0639\u0627\u0644\u0645\u064a \u0644\u0639\u0644\u0645 \u0627\u0644\u0646\u0641\u0633 \u0627\u0644\u0639\u0635\u0628\u064a: \u0627\u0644\u0645\u0624\u062a\u0645\u0631 \u0627\u0644\u0630\u064a \u062c\u0645\u0639 \u0627\u0644\u0639\u0627\u0644\u0645 \u0641\u064a \u0628\u0648\u0631\u062a\u0648\" itemscope itemtype=\"https:\/\/schema.org\/CreativeWork\"><a class=\"entry-image-link\" href=\"https:\/\/neuronup.com\/ar\/events\/global-neuropsychology-congress-the-congress-that-brought-the-world-together-in-porto\/\" tabindex=\"-1\" aria-hidden=\"true\"><img decoding=\"async\" width=\"225\" height=\"300\" src=\"https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2024\/07\/IMG_9004-1.webp\" class=\"entry-image size-landscape-sm\" alt=\"NeuronUP \u0641\u064a \u0627\u0644\u0645\u0624\u062a\u0645\u0631 \u0627\u0644\u0639\u0627\u0644\u0645\u064a \u0644\u0639\u0644\u0645 \u0627\u0644\u0646\u0641\u0633 \u0627\u0644\u0639\u0635\u0628\u064a\" srcset=\"https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2024\/07\/IMG_9004-1-225x300.webp 225w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2024\/07\/IMG_9004-1-768x1024.webp 768w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2024\/07\/IMG_9004-1.webp 900w\" sizes=\"(max-width:599px) 599px, (min-width:600px) and (max-width: 799px) 799px, (min-width:800px) and (max-width: 999px) 333px, (min-width:1000px) 400px\" \/><\/a><div class=\"entry-wrap entry-wrap-grid\"><h3 class=\"entry-title\" itemprop=\"headline\"><a class=\"entry-title-link\" href=\"https:\/\/neuronup.com\/ar\/events\/global-neuropsychology-congress-the-congress-that-brought-the-world-together-in-porto\/\" rel=\"bookmark\">\u0627\u0644\u0645\u0624\u062a\u0645\u0631 \u0627\u0644\u0639\u0627\u0644\u0645\u064a \u0644\u0639\u0644\u0645 \u0627\u0644\u0646\u0641\u0633 \u0627\u0644\u0639\u0635\u0628\u064a: \u0627\u0644\u0645\u0624\u062a\u0645\u0631 \u0627\u0644\u0630\u064a \u062c\u0645\u0639 \u0627\u0644\u0639\u0627\u0644\u0645 \u0641\u064a \u0628\u0648\u0631\u062a\u0648<\/a><\/h3>\n<\/div><\/article><article class=\"entry entry-grid is-column has-entry-link has-image has-image-first type-post category-neuropsychology tag-cognitive-rehabilitation tag-neuropsychology\" style=\"--entry-index:6;\" aria-label=\"\u0627\u0644\u062a\u062b\u0642\u064a\u0641 \u0627\u0644\u0646\u0641\u0633\u064a \u0644\u0644\u0623\u0637\u0641\u0627\u0644: \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0644\u0646\u0645\u0648 \u0627\u0644\u0645\u0639\u0631\u0641\u064a \u0648\u0627\u0644\u0639\u0627\u0637\u0641\u064a\" itemscope itemtype=\"https:\/\/schema.org\/CreativeWork\"><a class=\"entry-image-link\" href=\"https:\/\/neuronup.com\/ar\/neuroscience\/neuropsychology\/psychoeducation-in-children-key-strategies-for-cognitive-and-emotional-development\/\" tabindex=\"-1\" aria-hidden=\"true\"><img decoding=\"async\" width=\"400\" height=\"225\" src=\"https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2025\/01\/Psicoeducacion-en-ninos-Estrategias-clave-para-el-desarrollo-cognitivo-y-emocional-NeuronUP.webp\" class=\"entry-image size-landscape-sm\" alt=\"\u0627\u0644\u062a\u0631\u0628\u064a\u0629-\u0627\u0644\u0646\u0641\u0633\u064a\u0629-\u0644\u0644\u0623\u0637\u0641\u0627\u0644-\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a-\u0623\u0633\u0627\u0633\u064a\u0629-\u0644\u062a\u0637\u0648\u064a\u0631-\u0627\u0644\u0642\u062f\u0631\u0627\u062a-\u0627\u0644\u0645\u0639\u0631\u0641\u064a\u0629-\u0648\u0627\u0644\u0639\u0627\u0637\u0641\u064a\u0629-NeuronUP\" srcset=\"https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2025\/01\/Psicoeducacion-en-ninos-Estrategias-clave-para-el-desarrollo-cognitivo-y-emocional-NeuronUP-300x169.webp 300w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2025\/01\/Psicoeducacion-en-ninos-Estrategias-clave-para-el-desarrollo-cognitivo-y-emocional-NeuronUP-768x432.webp 768w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2025\/01\/Psicoeducacion-en-ninos-Estrategias-clave-para-el-desarrollo-cognitivo-y-emocional-NeuronUP-1024x576.webp 1024w, https:\/\/neuronup.com\/ar\/wp-content\/uploads\/2025\/01\/Psicoeducacion-en-ninos-Estrategias-clave-para-el-desarrollo-cognitivo-y-emocional-NeuronUP.webp 1200w\" sizes=\"(max-width:599px) 599px, (min-width:600px) and (max-width: 799px) 799px, (min-width:800px) and (max-width: 999px) 333px, (min-width:1000px) 400px\" \/><\/a><div class=\"entry-wrap entry-wrap-grid\"><h3 class=\"entry-title\" itemprop=\"headline\"><a class=\"entry-title-link\" href=\"https:\/\/neuronup.com\/ar\/neuroscience\/neuropsychology\/psychoeducation-in-children-key-strategies-for-cognitive-and-emotional-development\/\" rel=\"bookmark\">\u0627\u0644\u062a\u062b\u0642\u064a\u0641 \u0627\u0644\u0646\u0641\u0633\u064a \u0644\u0644\u0623\u0637\u0641\u0627\u0644: \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0644\u0646\u0645\u0648 \u0627\u0644\u0645\u0639\u0631\u0641\u064a \u0648\u0627\u0644\u0639\u0627\u0637\u0641\u064a<\/a><\/h3>\n<\/div><\/article><\/div><\/div>\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"has-sm-font-size\">&#8220;\u062a\u0645\u062a \u062a\u0631\u062c\u0645\u0629 \u0647\u0630\u0627 \u0627\u0644\u0645\u0642\u0627\u0644. \u0631\u0627\u0628\u0637 \u0627\u0644\u0645\u0642\u0627\u0644 \u0627\u0644\u0623\u0635\u0644\u064a \u0628\u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0625\u0633\u0628\u0627\u0646\u064a\u0629:&#8221;<br><a href=\"https:\/\/neuronup.com\/investigacion\/nuevas-tecnologias\/prediccion-de-resultados-de-jugadores-mediante-ta-lstm\/\" data-type=\"link\" data-id=\"https:\/\/neuronup.com\/investigacion\/nuevas-tecnologias\/prediccion-de-resultados-de-jugadores-mediante-ta-lstm\/\"><em>Predicci\u00f3n de resultados de jugadores mediante TA-LSTM.<\/em><\/a><\/p>\n\n","protected":false},"excerpt":{"rendered":"<p>\u0625\u0644\u064a\u0646\u0627 \u0641\u064a\u0644\u0627\u062a\u0648\u0641\u0627\u060c \u0639\u0627\u0644\u0645\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a NeuronUP\u060c \u062a\u0634\u0631\u062d \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u0642\u0627\u0644 \u0643\u064a\u0641 \u064a\u064f\u0645\u0643\u0651\u0646 \u0646\u0645\u0648\u0630\u062c LSTM \u0627\u0644\u0645\u0631\u0627\u0639\u064a\u0629 \u0644\u0644\u0632\u0645\u0646 (Time-Aware LSTM\u060c TA-LSTM) \u0645\u0646 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u062f\u0642\u0629\u064d \u0639\u0627\u0644\u064a\u0629 \u0628\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u062d\u062a\u0649 \u0639\u0646\u062f\u0645\u0627 \u062a\u064f\u0646\u0634\u0623 \u0628\u064a\u0627\u0646\u0627\u062a\u0647\u0645 \u0628\u0634\u0643\u0644\u064d \u063a\u064a\u0631 \u0645\u0646\u062a\u0638\u0645. \u0641\u064a NeuronUP \u0646\u0642\u0648\u0645 \u0628\u062a\u0637\u0628\u064a\u0642 \u0623\u0643\u062b\u0631 \u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u062a\u0642\u062f\u0645\u0627\u064b \u0628\u0646\u0634\u0627\u0637\u060c \u0648\u0627\u0644\u062a\u064a \u062a\u064f\u0645\u0643\u0651\u0646\u0646\u0627 \u0645\u0646 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u062f\u0642\u0629\u064d \u0639\u0627\u0644\u064a\u0629 \u0628\u0633\u0644\u0648\u0643 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646\u060c \u0648\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a\u060c \u0648\u062a\u0648\u0642\u0639 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 &hellip;<\/p>\n","protected":false},"author":333,"featured_media":40355,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_genesis_hide_title":false,"_genesis_hide_breadcrumbs":false,"_genesis_hide_singular_image":false,"_genesis_hide_footer_widgets":false,"_genesis_custom_body_class":"","_genesis_custom_post_class":"","_genesis_layout":"","footnotes":""},"categories":[617],"tags":[654],"class_list":{"2":"type-post","7":"category-new-technologies","8":"tag-neuronup-news","9":"entry"},"acf":[],"_links":{"self":[{"href":"https:\/\/neuronup.com\/ar\/wp-json\/wp\/v2\/posts\/40112","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/neuronup.com\/ar\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/neuronup.com\/ar\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/neuronup.com\/ar\/wp-json\/wp\/v2\/users\/333"}],"replies":[{"embeddable":true,"href":"https:\/\/neuronup.com\/ar\/wp-json\/wp\/v2\/comments?post=40112"}],"version-history":[{"count":0,"href":"https:\/\/neuronup.com\/ar\/wp-json\/wp\/v2\/posts\/40112\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/neuronup.com\/ar\/wp-json\/wp\/v2\/media\/40355"}],"wp:attachment":[{"href":"https:\/\/neuronup.com\/ar\/wp-json\/wp\/v2\/media?parent=40112"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/neuronup.com\/ar\/wp-json\/wp\/v2\/categories?post=40112"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/neuronup.com\/ar\/wp-json\/wp\/v2\/tags?post=40112"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}