{"id":224655,"date":"2025-11-03T03:34:00","date_gmt":"2025-11-03T04:34:00","guid":{"rendered":"https:\/\/express24.ir\/d\/product\/2204-11115\/"},"modified":"2025-11-03T03:34:00","modified_gmt":"2025-11-03T04:34:00","slug":"2204-11115","status":"publish","type":"product","link":"https:\/\/express24.ir\/d\/product\/2204-11115\/","title":{"rendered":"\u0645\u0642\u0627\u0644\u0647 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0633\u0631\u06cc\u200c\u0647\u0627\u06cc \u0632\u0645\u0627\u0646\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 PDF \u0641\u0627\u0631\u0633\u06cc + \u067e\u0627\u062f\u06a9\u0633\u062a \u0635\u0648\u062a\u06cc \u0641\u0627\u0631\u0633\u06cc + \u0648\u06cc\u062f\u06cc\u0648 \u0622\u0645\u0648\u0632\u0634\u06cc \u0641\u0627\u0631\u0633\u06cc"},"content":{"rendered":"<div style=\"background: linear-gradient(135deg, #667eea 0%, #764ba2 100%); padding: 30px; border-radius: 15px; color: white; margin-bottom: 30px;\">\n<h2 style=\"color: white; text-align: center; margin-bottom: 20px;\">\ud83d\udcda \u0645\u0642\u0627\u0644\u0647 \u0639\u0644\u0645\u06cc<\/h2>\n<\/p><\/div>\n<table class=\"paper-info-table\" border=\"1\" cellpadding=\"10\" cellspacing=\"0\" style=\"width: 100%; margin-bottom: 20px; border-collapse: collapse; direction: rtl;\">\n<tr>\n<th style=\"background-color: #1F3A5E; color: white; text-align: right; width: 35%;\">\u0639\u0646\u0648\u0627\u0646 \u0641\u0627\u0631\u0633\u06cc \u0645\u0642\u0627\u0644\u0647<\/th>\n<td style=\"text-align: right; background-color: #f8f9fa; font-weight: bold;\">\u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0633\u0631\u06cc\u200c\u0647\u0627\u06cc \u0632\u0645\u0627\u0646\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642<\/td>\n<\/tr>\n<tr>\n<th style=\"background-color: #1F3A5E; color: white; text-align: right;\">\u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646<\/th>\n<td style=\"text-align: right; background-color: #ffffff;\">Jimeng Shi, Mahek Jain, Giri Narasimhan<\/td>\n<\/tr>\n<tr>\n<th style=\"background-color: #1F3A5E; color: white; text-align: right;\">\u062f\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc \u0639\u0644\u0645\u06cc<\/th>\n<td style=\"text-align: right; background-color: #f8f9fa;\">Machine Learning<\/td>\n<\/tr>\n<\/table>\n<div style=\"border: 2px dashed #4CAF50; border-radius: 16px; padding: 20px; background: #f9fff9; font-family: 'IRANSans', sans-serif;\">\r\n  <h2 style=\"color: #2E7D32; margin-top: 0;\">\ud83d\udcd8 \u0645\u062d\u062a\u0648\u0627\u06cc \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc<\/h2>\r\n  <ul style=\"list-style-type: \u2705; padding-left: 20px; font-size: 16px; line-height: 1.8;\">\r\n    <li>\u0634\u0627\u0645\u0644 <strong>\u0641\u0627\u06cc\u0644 \u0627\u0635\u0644\u06cc \u0645\u0642\u0627\u0644\u0647 (PDF \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc)<\/strong><\/li>\r\n    <li>\u0628\u0647 \u0647\u0645\u0631\u0627\u0647 <strong>\u0641\u0627\u06cc\u0644 PDF \u062a\u0648\u0636\u06cc\u062d \u0641\u0627\u0631\u0633\u06cc<\/strong> \u0628\u0627 \u0628\u06cc\u0627\u0646 \u0633\u0627\u062f\u0647 \u0648 \u0631\u0648\u0627\u0646<\/li>\r\n    <li>\u062f\u0627\u0631\u0627\u06cc <strong>\u067e\u0627\u062f\u06a9\u0633\u062a \u0635\u0648\u062a\u06cc \u0641\u0627\u0631\u0633\u06cc<\/strong> \u062a\u0648\u0636\u06cc\u062d \u06a9\u0627\u0645\u0644 \u0645\u0642\u0627\u0644\u0647<\/li>\r\n    <li>\u0628\u0647 \u0647\u0645\u0631\u0627\u0647 <strong>\u0648\u06cc\u062f\u06cc\u0648 \u0622\u0645\u0648\u0632\u0634\u06cc \u0641\u0627\u0631\u0633\u06cc<\/strong> \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0639\u0645\u06cc\u0642\u200c\u062a\u0631 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0645\u0642\u0627\u0644\u0647<\/li>\r\n  <\/ul>\r\n  <p style=\"color: #388E3C; font-weight: bold; font-size: 18px; margin-top: 20px;\">\r\n    \ud83c\udfaf \u0647\u0645\u0647\u200c\u06cc \u0641\u0627\u06cc\u0644\u200c\u0647\u0627 \u0628\u0627 \u0647\u062f\u0641 \u062f\u0631\u06a9 \u0622\u0633\u0627\u0646 \u0648 \u0633\u0631\u06cc\u0639 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0639\u0644\u0645\u06cc \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u062a\u0647\u06cc\u0647 \u0634\u062f\u0647\u200c\u0627\u0646\u062f.\r\n  <\/p>\r\n  <p style=\"font-size: 16px; line-height: 1.8;\">\r\n    \u0686\u0646\u0627\u0646\u0686\u0647 \u062f\u0631 <strong>\u062f\u0627\u0646\u0644\u0648\u062f \u0641\u0627\u06cc\u0644\u200c\u0647\u0627<\/strong> \u0628\u0627 \u0645\u0634\u06a9\u0644\u06cc \u0645\u0648\u0627\u062c\u0647 \u0634\u062f\u06cc\u062f\u060c \u0644\u0637\u0641\u0627\u064b \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0648\u0627\u062a\u0633\u200c\u0627\u067e \u0628\u0627 \u0634\u0645\u0627\u0631\u0647 \r\n    <strong>09395106248<\/strong> \u06cc\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0622\u06cc\u062f\u06cc \u062a\u0644\u06af\u0631\u0627\u0645 \r\n    <strong>@ma_limbs<\/strong> \u067e\u06cc\u0627\u0645 \u062f\u0647\u06cc\u062f \u062a\u0627 \u0644\u06cc\u0646\u06a9\u200c\u0647\u0627 \u0641\u0648\u0631\u0627\u064b \u0628\u0631\u0627\u06cc\u062a\u0627\u0646 \u0645\u062c\u062f\u062f\u0627\u064b \u0627\u0631\u0633\u0627\u0644 \u0634\u0648\u0646\u062f.\r\n  <\/p>\r\n<\/div>\r\n\n<article class=\"violin-complex-pieces\" style=\"font-family: 'Vazirmatn', sans-serif;color: #2E2E2E;line-height: 1.75;max-width: 800px;margin: 40px auto;padding: 30px;background: #FFFFFF;border-radius: 12px;box-shadow: 0 6px 20px rgba(0,0,0,0.05);\">\n<style>\n.violin-complex-pieces h1 { text-align: center; font-size: 2.8rem; color: #1F3A5E; margin-bottom: 24px; }\n.violin-complex-pieces h2 { position: relative; font-size: 1.9rem; color: #243A5E; margin-top: 36px; margin-bottom: 16px; padding-bottom: 6px; }\n.violin-complex-pieces h2::after { content: \"\"; position: absolute; left: 0; bottom: 0; width: 60px; height: 4px; background: linear-gradient(90deg,#4A90E2,#50E3C2); border-radius: 2px; }\n.section-box { background: #F7F9FC; border: 1px solid #E0E4E8; border-radius: 8px; padding: 24px; margin-top: 20px; transition: transform 0.2s, box-shadow 0.2s; }\n.section-box:hover { transform: translateY(-4px); box-shadow: 0 8px 24px rgba(42,77,102,0.1); }\n.section-box p, .section-box ul { margin-bottom: 12px; }\nul { margin-left: 24px; }\nul li { margin-bottom: 8px; }\n.highlight { background: #EAF4FF; color: #1F3A5E; padding: 3px 6px; border-radius: 4px; font-weight: bold; }\n<\/style>\n<h1>\u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0633\u0631\u06cc\u200c\u0647\u0627\u06cc \u0632\u0645\u0627\u0646\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642<\/h1>\n<div class=\"section-box\">\n<p>\u0633\u0631\u06cc\u200c\u0647\u0627\u06cc \u0632\u0645\u0627\u0646\u06cc \u0628\u0647 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0627\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u06af\u0641\u062a\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u062f\u0631 \u0637\u0648\u0644 \u0632\u0645\u0627\u0646 \u0628\u0647 \u062a\u0631\u062a\u06cc\u0628 \u062b\u0628\u062a \u0634\u062f\u0647\u200c\u0627\u0646\u062f. \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0627\u06cc\u0646 \u0633\u0631\u06cc\u200c\u0647\u0627\u060c \u06cc\u0639\u0646\u06cc \u062a\u062e\u0645\u06cc\u0646 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0622\u062a\u06cc \u0628\u0631 \u0627\u0633\u0627\u0633 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u06af\u0630\u0634\u062a\u0647\u060c \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0641\u0631\u0627\u0648\u0627\u0646\u06cc \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0632 \u062c\u0645\u0644\u0647 \u0627\u0642\u062a\u0635\u0627\u062f\u060c \u0647\u0648\u0627\u0634\u0646\u0627\u0633\u06cc\u060c \u0645\u0647\u0646\u062f\u0633\u06cc \u0648 \u0639\u0644\u0648\u0645 \u0645\u062d\u06cc\u0637\u06cc \u062f\u0627\u0631\u062f. \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u062f\u0631 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0633\u0631\u06cc\u200c\u0647\u0627\u06cc \u0632\u0645\u0627\u0646\u06cc \u0645\u06cc\u200c\u067e\u0631\u062f\u0627\u0632\u062f.<\/p>\n<\/p><\/div>\n<h2>\u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 \u0648 \u0632\u0645\u06cc\u0646\u0647 \u062a\u062d\u0642\u06cc\u0642<\/h2>\n<div class=\"section-box\">\n<p>\u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u062a\u0648\u0633\u0637 \u062c\u06cc\u0645\u0646\u06af \u0634\u06cc\u060c \u0645\u0627\u0647\u06a9 \u062c\u06cc\u0646 \u0648 \u06af\u06cc\u0631\u06cc \u0646\u0627\u0631\u0627\u0633\u06cc\u0645\u0647\u0627\u0646 \u0646\u06af\u0627\u0634\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0645\u062d\u0642\u0642\u0627\u0646 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u0628\u0647 \u0637\u0648\u0631 \u062e\u0627\u0635 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u06a9\u0627\u0631\u0628\u0631\u062f \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u062f\u0631 \u062a\u062d\u0644\u06cc\u0644 \u0648 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u062a\u062e\u0635\u0635 \u062f\u0627\u0631\u0646\u062f. \u0647\u062f\u0641 \u0627\u0635\u0644\u06cc \u0622\u0646\u200c\u0647\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u062a\u062d\u0642\u06cc\u0642\u060c \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0648 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u062f\u0631 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0633\u0631\u06cc\u200c\u0647\u0627\u06cc \u0632\u0645\u0627\u0646\u06cc \u0648 \u0628\u0631\u0631\u0633\u06cc \u062a\u0627\u062b\u06cc\u0631 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0632 \u062c\u0645\u0644\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u067e\u0646\u062c\u0631\u0647 \u0646\u06af\u0627\u0647 \u0628\u0647 \u06af\u0630\u0634\u062a\u0647 (look-back window) \u0648 \u0627\u0641\u0642 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc (prediction horizon) \u0628\u0631 \u062f\u0642\u062a \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0627\u0633\u062a.<\/p>\n<\/p><\/div>\n<h2>\u0686\u06a9\u06cc\u062f\u0647 \u0648 \u062e\u0644\u0627\u0635\u0647 \u0645\u062d\u062a\u0648\u0627<\/h2>\n<div class=\"section-box\">\n<p>\u0645\u0642\u0627\u0644\u0647 \u062d\u0627\u0636\u0631 \u0628\u0647 \u0628\u0631\u0631\u0633\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0633\u0631\u06cc\u200c\u0647\u0627\u06cc \u0632\u0645\u0627\u0646\u06cc \u0645\u06cc\u200c\u067e\u0631\u062f\u0627\u0632\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0631\u0648\u0634\u200c\u0647\u0627\u060c \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u06af\u0630\u0634\u062a\u0647 \u062f\u0631 \u06cc\u06a9 \u067e\u0646\u062c\u0631\u0647 \u0632\u0645\u0627\u0646\u06cc \u0645\u0634\u062e\u0635 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc \u0628\u0647 \u0645\u062f\u0644 \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u0648 \u0645\u062f\u0644 \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u060c \u0645\u0642\u0627\u062f\u06cc\u0631 \u0622\u062a\u06cc \u0631\u0627 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0637\u0648\u0631 \u062e\u0627\u0635 \u0628\u0647 \u0628\u0631\u0631\u0633\u06cc \u062a\u0627\u062b\u06cc\u0631 \u0627\u0646\u062f\u0627\u0632\u0647 \u0627\u06cc\u0646 \u067e\u0646\u062c\u0631\u0647 \u0632\u0645\u0627\u0646\u06cc \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u062a\u0639\u062f\u0627\u062f \u0646\u0642\u0627\u0637 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0628\u0627\u06cc\u062f \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0634\u0648\u0646\u062f\u060c \u0628\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644\u200c\u0647\u0627 \u0645\u06cc\u200c\u067e\u0631\u062f\u0627\u0632\u062f. \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 \u062a\u0648\u062c\u0647 (Attention-based Transformer models) \u06a9\u0647 \u0627\u062e\u06cc\u0631\u0627\u064b \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0648 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0645\u0648\u0641\u0642\u06cc\u062a\u200c\u0647\u0627\u06cc \u0686\u0634\u0645\u06af\u06cc\u0631\u06cc \u062f\u0627\u0634\u062a\u0647\u200c\u0627\u0646\u062f\u060c \u0645\u0648\u0631\u062f \u0628\u0631\u0631\u0633\u06cc \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f. \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u060c \u0686\u0647\u0627\u0631 \u0645\u062f\u0644 \u0645\u062e\u062a\u0644\u0641 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0634\u0627\u0645\u0644 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0628\u0627\u0632\u06af\u0634\u062a\u06cc (<highlight>RNN<\/highlight>)\u060c \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u062d\u0627\u0641\u0638\u0647 \u0628\u0644\u0646\u062f\u0645\u062f\u062a (<highlight>LSTM<\/highlight>)\u060c \u0648\u0627\u062d\u062f\u0647\u0627\u06cc \u06af\u06cc\u062a\u200c\u062f\u0627\u0631 \u062a\u06a9\u0631\u0627\u0631\u0634\u0648\u0646\u062f\u0647 (<highlight>GRU<\/highlight>) \u0648 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc <highlight>Transformer<\/highlight> \u0628\u0627 \u06cc\u06a9 \u0631\u0648\u0634 \u067e\u0627\u06cc\u0647 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f. \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u062a\u062d\u0642\u06cc\u0642\u060c \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u06a9\u06cc\u0641\u06cc\u062a \u0647\u0648\u0627\u06cc \u067e\u06a9\u0646 \u0627\u0632 \u0648\u0628\u200c\u0633\u0627\u06cc\u062a UCI \u0627\u0633\u062a \u06a9\u0647 \u0634\u0627\u0645\u0644 \u06cc\u06a9 \u0633\u0631\u06cc \u0632\u0645\u0627\u0646\u06cc \u0686\u0646\u062f \u0645\u062a\u063a\u06cc\u0631\u0647 \u0627\u0632 \u0639\u0648\u0627\u0645\u0644 \u0645\u062e\u062a\u0644\u0641 \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u06af\u06cc\u0631\u06cc \u0634\u062f\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0633\u0627\u0639\u062a\u06cc \u062f\u0631 \u0637\u0648\u0644 \u06cc\u06a9 \u062f\u0648\u0631\u0647 5 \u0633\u0627\u0644\u0647 (2010-2014) \u0627\u0633\u062a. \u0646\u062a\u0627\u06cc\u062c \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc Transformer \u0628\u0647\u062a\u0631\u06cc\u0646 \u0639\u0645\u0644\u06a9\u0631\u062f \u0631\u0627 \u0628\u0627 \u06a9\u0645\u062a\u0631\u06cc\u0646 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0642\u062f\u0631 \u0645\u0637\u0644\u0642 \u062e\u0637\u0627 (<highlight>MAE<\/highlight>) \u0648 \u062c\u0630\u0631 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0645\u0631\u0628\u0639\u0627\u062a \u062e\u0637\u0627 (<highlight>RMSE<\/highlight>) \u062f\u0631 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627\u06cc \u062a\u06a9\u200c\u06af\u0627\u0645\u06cc \u0648 \u0686\u0646\u062f\u06af\u0627\u0645\u06cc \u062f\u0627\u0631\u0646\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646\u060c \u0628\u0647\u062a\u0631\u06cc\u0646 \u0627\u0646\u062f\u0627\u0632\u0647 \u0628\u0631\u0627\u06cc \u067e\u0646\u062c\u0631\u0647 \u0646\u06af\u0627\u0647 \u0628\u0647 \u06af\u0630\u0634\u062a\u0647 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc 1 \u0633\u0627\u0639\u062a \u0628\u0647 \u0622\u06cc\u0646\u062f\u0647 \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc\u200c\u0631\u0633\u062f \u06cc\u06a9 \u0631\u0648\u0632 \u0628\u0627\u0634\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 2 \u06cc\u0627 4 \u0631\u0648\u0632 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0639\u0645\u0644\u06a9\u0631\u062f \u0631\u0627 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc 3 \u0633\u0627\u0639\u062a \u0628\u0647 \u0622\u06cc\u0646\u062f\u0647 \u062f\u0627\u0631\u0646\u062f.<\/p>\n<\/p><\/div>\n<h2>\u0631\u0648\u0634\u200c\u0634\u0646\u0627\u0633\u06cc \u062a\u062d\u0642\u06cc\u0642<\/h2>\n<div class=\"section-box\">\n<p>\u0631\u0648\u0634\u200c\u0634\u0646\u0627\u0633\u06cc \u062a\u062d\u0642\u06cc\u0642 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0634\u0627\u0645\u0644 \u0645\u0631\u0627\u062d\u0644 \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<ul>\n<li><b>\u0622\u0645\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627:<\/b> \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u06a9\u06cc\u0641\u06cc\u062a \u0647\u0648\u0627\u06cc \u067e\u06a9\u0646 \u0627\u0632 \u0648\u0628\u200c\u0633\u0627\u06cc\u062a UCI \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc \u0648 \u067e\u06cc\u0634\u200c\u067e\u0631\u062f\u0627\u0632\u0634 \u0634\u062f. \u0627\u06cc\u0646 \u067e\u06cc\u0634\u200c\u067e\u0631\u062f\u0627\u0632\u0634 \u0634\u0627\u0645\u0644 \u067e\u0627\u06a9\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u060c \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u0642\u0627\u062f\u06cc\u0631 \u06af\u0645\u0634\u062f\u0647 \u0648 \u0646\u0631\u0645\u0627\u0644\u200c\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644\u200c\u0647\u0627 \u0628\u0648\u062f.<\/li>\n<li><b>\u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u062f\u0644\u200c\u0647\u0627:<\/b> \u0686\u0647\u0627\u0631 \u0645\u062f\u0644 \u0645\u062e\u062a\u0644\u0641 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0634\u0627\u0645\u0644 RNN\u060c LSTM\u060c GRU \u0648 Transformer \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0633\u0631\u06cc\u200c\u0647\u0627\u06cc \u0632\u0645\u0627\u0646\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u0634\u062f\u0646\u062f. \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0627\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627 \u062f\u0627\u0631\u0627\u06cc \u0645\u0639\u0645\u0627\u0631\u06cc \u0648 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0646\u0648\u0627\u0639 \u062e\u0627\u0635\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0645\u0646\u0627\u0633\u0628 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f.<\/li>\n<li><b>\u062a\u0646\u0638\u06cc\u0645 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627:<\/b> \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0647\u0631 \u0645\u062f\u0644\u060c \u0645\u0627\u0646\u0646\u062f \u062a\u0639\u062f\u0627\u062f \u0644\u0627\u06cc\u0647\u200c\u0647\u0627\u060c \u062a\u0639\u062f\u0627\u062f \u0646\u0648\u0631\u0648\u0646\u200c\u0647\u0627 \u062f\u0631 \u0647\u0631 \u0644\u0627\u06cc\u0647\u060c \u0646\u0631\u062e \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0648 \u0627\u0646\u062f\u0627\u0632\u0647 \u067e\u0646\u062c\u0631\u0647 \u0646\u06af\u0627\u0647 \u0628\u0647 \u06af\u0630\u0634\u062a\u0647\u060c \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0645\u0627\u0646\u0646\u062f \u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u06a9\u0647\u200c\u0627\u06cc (Grid Search) \u0648 \u0627\u0639\u062a\u0628\u0627\u0631\u0633\u0646\u062c\u06cc \u0645\u062a\u0642\u0627\u0628\u0644 (Cross-validation) \u0628\u0647\u06cc\u0646\u0647 \u0634\u062f\u0646\u062f.<\/li>\n<li><b>\u0622\u0645\u0648\u0632\u0634 \u0648 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u062f\u0644\u200c\u0647\u0627:<\/b> \u0645\u062f\u0644\u200c\u0647\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0646\u062f \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u0622\u0646\u200c\u0647\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0634\u062f. \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0634\u0627\u0645\u0644 MAE \u0648 RMSE \u0628\u0648\u062f\u0646\u062f \u06a9\u0647 \u0645\u06cc\u0632\u0627\u0646 \u062f\u0642\u062a \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0645\u062f\u0644\u200c\u0647\u0627 \u0631\u0627 \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u06af\u06cc\u0631\u06cc \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/li>\n<li><b>\u0645\u0642\u0627\u06cc\u0633\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644\u200c\u0647\u0627:<\/b> \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0628\u0627 \u06cc\u06a9\u062f\u06cc\u06af\u0631 \u0648 \u0628\u0627 \u0631\u0648\u0634 \u067e\u0627\u06cc\u0647 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0634\u062f. \u0627\u06cc\u0646 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u062a\u062d\u0644\u06cc\u0644 \u0622\u0645\u0627\u0631\u06cc \u0646\u062a\u0627\u06cc\u062c \u0627\u0646\u062c\u0627\u0645 \u0634\u062f.<\/li>\n<\/ul>\n<p>\u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644\u060c \u0628\u0631\u0627\u06cc \u062a\u0639\u06cc\u06cc\u0646 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0627\u0646\u062f\u0627\u0632\u0647 \u067e\u0646\u062c\u0631\u0647 \u0646\u06af\u0627\u0647 \u0628\u0647 \u06af\u0630\u0634\u062a\u0647\u060c \u0645\u062d\u0642\u0642\u0627\u0646 \u0645\u062f\u0644\u200c\u0647\u0627 \u0631\u0627 \u0628\u0627 \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u067e\u0646\u062c\u0631\u0647 (\u0645\u062b\u0644\u0627\u064b 1 \u0631\u0648\u0632\u060c 2 \u0631\u0648\u0632\u060c 4 \u0631\u0648\u0632) \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0648 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0631\u062f\u0646\u062f \u0648 \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u0627\u06cc \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0631\u062f\u0646\u062f \u06a9\u0647 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0639\u0645\u0644\u06a9\u0631\u062f \u0631\u0627 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f. \u0628\u0647 \u0637\u0648\u0631 \u0645\u0634\u0627\u0628\u0647\u060c \u0628\u0631\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0633\u0627\u06cc\u0631 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0646\u06cc\u0632 \u0627\u0632 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0645\u0634\u0627\u0628\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f.<\/p>\n<\/p><\/div>\n<h2>\u06cc\u0627\u0641\u062a\u0647\u200c\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc<\/h2>\n<div class=\"section-box\">\n<p>\u06cc\u0627\u0641\u062a\u0647\u200c\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0627\u06cc\u0646 \u062a\u062d\u0642\u06cc\u0642 \u0628\u0647 \u0634\u0631\u062d \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<ul>\n<li><b>\u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0631\u062a\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc Transformer:<\/b> \u0645\u062f\u0644\u200c\u0647\u0627\u06cc Transformer \u062f\u0631 \u0628\u06cc\u0634\u062a\u0631 \u0645\u0648\u0627\u0631\u062f\u060c \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0647\u062a\u0631\u06cc \u0646\u0633\u0628\u062a \u0628\u0647 \u0633\u0627\u06cc\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u062f\u0627\u0634\u062a\u0646\u062f. \u0627\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627 \u062a\u0648\u0627\u0646\u0633\u062a\u0646\u062f \u0628\u0627 \u06a9\u0645\u062a\u0631\u06cc\u0646 MAE \u0648 RMSE\u060c \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627\u06cc \u062f\u0642\u06cc\u0642\u200c\u062a\u0631\u06cc \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u0646\u062f. \u0627\u06cc\u0646 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 \u062a\u0648\u062c\u0647 (Attention mechanism) \u062f\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc Transformer\u060c \u0628\u0647 \u0622\u0646\u200c\u0647\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc\u200c\u0647\u0627\u06cc \u0645\u0647\u0645 \u062f\u0631 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0633\u0631\u06cc \u0632\u0645\u0627\u0646\u06cc \u0631\u0627 \u0628\u0647\u062a\u0631 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648 \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u06a9\u0646\u0646\u062f.<\/li>\n<li><b>\u062a\u0627\u062b\u06cc\u0631 \u0627\u0646\u062f\u0627\u0632\u0647 \u067e\u0646\u062c\u0631\u0647 \u0646\u06af\u0627\u0647 \u0628\u0647 \u06af\u0630\u0634\u062a\u0647:<\/b> \u0627\u0646\u062f\u0627\u0632\u0647 \u067e\u0646\u062c\u0631\u0647 \u0646\u06af\u0627\u0647 \u0628\u0647 \u06af\u0630\u0634\u062a\u0647 \u062a\u0627\u062b\u06cc\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0628\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644\u200c\u0647\u0627 \u062f\u0627\u0634\u062a. \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc 1 \u0633\u0627\u0639\u062a \u0628\u0647 \u0622\u06cc\u0646\u062f\u0647\u060c \u067e\u0646\u062c\u0631\u0647\u200c\u0627\u06cc \u0628\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 1 \u0631\u0648\u0632 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0639\u0645\u0644\u06a9\u0631\u062f \u0631\u0627 \u062f\u0627\u0634\u062a\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc 3 \u0633\u0627\u0639\u062a \u0628\u0647 \u0622\u06cc\u0646\u062f\u0647\u060c \u067e\u0646\u062c\u0631\u0647\u200c\u0647\u0627\u06cc\u06cc \u0628\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 2 \u06cc\u0627 4 \u0631\u0648\u0632 \u0628\u0647\u062a\u0631 \u0628\u0648\u062f\u0646\u062f. \u0627\u06cc\u0646 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627\u06cc \u06a9\u0648\u062a\u0627\u0647\u200c\u0645\u062f\u062a\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0627\u062e\u06cc\u0631 \u06a9\u0627\u0641\u06cc \u0627\u0633\u062a\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627\u06cc \u0628\u0644\u0646\u062f\u0645\u062f\u062a\u060c \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0628\u0631\u0631\u0633\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u0627\u0632 \u06af\u0630\u0634\u062a\u0647 \u0627\u0633\u062a.<\/li>\n<li><b>\u062a\u0627\u062b\u06cc\u0631 \u0627\u0641\u0642 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc:<\/b> \u0628\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0627\u0641\u0642 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc (\u062a\u0639\u062f\u0627\u062f \u0646\u0642\u0627\u0637 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0628\u0627\u06cc\u062f \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0634\u0648\u0646\u062f)\u060c \u062f\u0642\u062a \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0645\u062f\u0644\u200c\u0647\u0627 \u06a9\u0627\u0647\u0634 \u06cc\u0627\u0641\u062a. \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0637\u0628\u06cc\u0639\u06cc \u0627\u0633\u062a\u060c \u0632\u06cc\u0631\u0627 \u0647\u0631 \u0686\u0647 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u062f\u0648\u0631\u062a\u0631 \u0628\u0627\u0634\u062f\u060c \u0639\u062f\u0645 \u0642\u0637\u0639\u06cc\u062a \u0628\u06cc\u0634\u062a\u0631\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f.<\/li>\n<\/ul>\n<p>\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c RMSE \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc 1 \u0633\u0627\u0639\u062a \u0628\u0647 \u0622\u06cc\u0646\u062f\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 Transformer \u0628\u0631\u0627\u0628\u0631 \u0628\u0627 23.573 \u0628\u0648\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc 3 \u0633\u0627\u0639\u062a \u0628\u0647 \u0622\u06cc\u0646\u062f\u0647 \u0628\u0647 38.131 \u0627\u0641\u0632\u0627\u06cc\u0634 \u06cc\u0627\u0641\u062a.<\/p>\n<\/p><\/div>\n<h2>\u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627 \u0648 \u062f\u0633\u062a\u0627\u0648\u0631\u062f\u0647\u0627<\/h2>\n<div class=\"section-box\">\n<p>\u0646\u062a\u0627\u06cc\u062c \u0627\u06cc\u0646 \u062a\u062d\u0642\u06cc\u0642 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u06a9\u0627\u0631\u0628\u0631\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f:<\/p>\n<ul>\n<li><b>\u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u06a9\u06cc\u0641\u06cc\u062a \u0647\u0648\u0627:<\/b> \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u062f\u0642\u06cc\u0642 \u06a9\u06cc\u0641\u06cc\u062a \u0647\u0648\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0645\u0631\u062f\u0645 \u0648 \u0633\u0627\u0632\u0645\u0627\u0646\u200c\u0647\u0627\u06cc \u0645\u0633\u0626\u0648\u0644 \u06a9\u0645\u06a9 \u06a9\u0646\u062f \u062a\u0627 \u0627\u0642\u062f\u0627\u0645\u0627\u062a \u0644\u0627\u0632\u0645 \u0631\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u0622\u0644\u0648\u062f\u06af\u06cc \u0647\u0648\u0627 \u0648 \u0645\u062d\u0627\u0641\u0638\u062a \u0627\u0632 \u0633\u0644\u0627\u0645\u062a \u0639\u0645\u0648\u0645\u06cc \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u0646\u062f.<\/li>\n<li><b>\u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u0646\u0627\u0628\u0639 \u0627\u0646\u0631\u0698\u06cc:<\/b> \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0645\u0635\u0631\u0641 \u0627\u0646\u0631\u0698\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0634\u0631\u06a9\u062a\u200c\u0647\u0627\u06cc \u0628\u0631\u0642 \u06a9\u0645\u06a9 \u06a9\u0646\u062f \u062a\u0627 \u062a\u0648\u0644\u06cc\u062f \u0648 \u062a\u0648\u0632\u06cc\u0639 \u0628\u0631\u0642 \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0648\u062b\u0631\u062a\u0631\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u0646\u062f \u0648 \u0627\u0632 \u06a9\u0645\u0628\u0648\u062f \u06cc\u0627 \u0647\u062f\u0631\u0631\u0641\u062a \u0627\u0646\u0631\u0698\u06cc \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u06a9\u0646\u0646\u062f.<\/li>\n<li><b>\u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0628\u0627\u0632\u0627\u0631 \u0633\u0647\u0627\u0645:<\/b> \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0631\u0648\u0646\u062f \u0628\u0627\u0632\u0627\u0631 \u0633\u0647\u0627\u0645 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0633\u0631\u0645\u0627\u06cc\u0647\u200c\u06af\u0630\u0627\u0631\u0627\u0646 \u06a9\u0645\u06a9 \u06a9\u0646\u062f \u062a\u0627 \u062a\u0635\u0645\u06cc\u0645\u0627\u062a \u0628\u0647\u062a\u0631\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u062e\u0631\u06cc\u062f \u0648 \u0641\u0631\u0648\u0634 \u0633\u0647\u0627\u0645 \u0628\u06af\u06cc\u0631\u0646\u062f \u0648 \u0633\u0648\u062f \u062e\u0648\u062f \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0647\u0646\u062f.<\/li>\n<li><b>\u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u062a\u0631\u0627\u0641\u06cc\u06a9:<\/b> \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u062a\u0631\u0627\u0641\u06cc\u06a9 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0631\u0627\u0646\u0646\u062f\u06af\u0627\u0646 \u06a9\u0645\u06a9 \u06a9\u0646\u062f \u062a\u0627 \u0645\u0633\u06cc\u0631\u0647\u0627\u06cc \u0628\u0647\u062a\u0631\u06cc \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u0646\u062f \u0648 \u0627\u0632 \u062a\u0631\u0627\u0641\u06cc\u06a9 \u0633\u0646\u06af\u06cc\u0646 \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u06a9\u0646\u0646\u062f.<\/li>\n<\/ul>\n<p>\u062f\u0633\u062a\u0627\u0648\u0631\u062f \u0627\u0635\u0644\u06cc \u0627\u06cc\u0646 \u062a\u062d\u0642\u06cc\u0642\u060c \u0627\u0631\u0627\u0626\u0647 \u06cc\u06a9 \u0645\u0642\u0627\u06cc\u0633\u0647 \u062c\u0627\u0645\u0639 \u0627\u0632 \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u062f\u0631 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0633\u0631\u06cc\u200c\u0647\u0627\u06cc \u0632\u0645\u0627\u0646\u06cc \u0648 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0645\u062f\u0644 Transformer \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0628\u0647\u062a\u0631\u06cc\u0646 \u06af\u0632\u06cc\u0646\u0647 \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0627\u0633\u062a. \u0647\u0645\u0686\u0646\u06cc\u0646\u060c \u0627\u06cc\u0646 \u062a\u062d\u0642\u06cc\u0642 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f \u06a9\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u067e\u0646\u062c\u0631\u0647 \u0646\u06af\u0627\u0647 \u0628\u0647 \u06af\u0630\u0634\u062a\u0647 \u0648 \u0627\u0641\u0642 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u062a\u0627\u062b\u06cc\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0628\u0631 \u062f\u0642\u062a \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u062f\u0627\u0631\u0646\u062f \u0648 \u0628\u0627\u06cc\u062f \u0628\u0647 \u062f\u0642\u062a \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0634\u0648\u0646\u062f.<\/p>\n<\/p><\/div>\n<h2>\u0646\u062a\u06cc\u062c\u0647\u200c\u06af\u06cc\u0631\u06cc<\/h2>\n<div class=\"section-box\">\n<p>\u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u060c \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f \u06a9\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0637\u0648\u0631 \u0645\u0648\u062b\u0631\u06cc \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0633\u0631\u06cc\u200c\u0647\u0627\u06cc \u0632\u0645\u0627\u0646\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u0646\u062f. \u0645\u062f\u0644\u200c\u0647\u0627\u06cc Transformer\u060c \u0628\u0627 \u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 \u062a\u0648\u062c\u0647 \u062e\u0648\u062f\u060c \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0647\u062a\u0631\u06cc \u0646\u0633\u0628\u062a \u0628\u0647 \u0633\u0627\u06cc\u0631 \u0645\u062f\u0644\u200c\u0647\u0627 \u062f\u0627\u0631\u0646\u062f \u0648 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627\u06cc \u062f\u0642\u06cc\u0642\u200c\u062a\u0631\u06cc \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u0646\u062f. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u062f\u0644 \u0645\u0646\u0627\u0633\u0628 \u0648 \u062a\u0646\u0638\u06cc\u0645 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0622\u0646 \u0628\u0633\u062a\u06af\u06cc \u0628\u0647 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u062e\u0627\u0635 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 \u0647\u062f\u0641 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u062f\u0627\u0631\u062f. \u0627\u0646\u062f\u0627\u0632\u0647 \u067e\u0646\u062c\u0631\u0647 \u0646\u06af\u0627\u0647 \u0628\u0647 \u06af\u0630\u0634\u062a\u0647 \u0648 \u0627\u0641\u0642 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0646\u06cc\u0632 \u0628\u0627\u06cc\u062f \u0628\u0647 \u062f\u0642\u062a \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0634\u0648\u0646\u062f \u062a\u0627 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0639\u0645\u0644\u06a9\u0631\u062f \u062d\u0627\u0635\u0644 \u0634\u0648\u062f. \u0627\u06cc\u0646 \u062a\u062d\u0642\u06cc\u0642 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0645\u062d\u0642\u0642\u0627\u0646 \u0648 \u0645\u062a\u062e\u0635\u0635\u0627\u0646 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u06a9\u0645\u06a9 \u06a9\u0646\u062f \u062a\u0627 \u0627\u0632 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0633\u0631\u06cc\u200c\u0647\u0627\u06cc \u0632\u0645\u0627\u0646\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0646\u062f \u0648 \u062a\u0635\u0645\u06cc\u0645\u0627\u062a \u0628\u0647\u062a\u0631\u06cc \u0628\u06af\u06cc\u0631\u0646\u062f.<\/p>\n<\/p><\/div>\n<\/article>\n","protected":false},"excerpt":{"rendered":"<p>\ud83d\udcda \u0645\u0642\u0627\u0644\u0647 \u0639\u0644\u0645\u06cc \u0639\u0646\u0648\u0627\u0646 \u0641\u0627\u0631\u0633\u06cc \u0645\u0642\u0627\u0644\u0647 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0633\u0631\u06cc\u200c\u0647\u0627\u06cc \u0632\u0645\u0627\u0646\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 Jimeng Shi, Mahek [&hellip;]<\/p>\n","protected":false},"featured_media":208799,"comment_status":"open","ping_status":"closed","template":"","meta":{"pmpro_default_level":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}}},"product_cat":[137319,137318],"product_tag":[188675,17136,188699,188670,188673,137454,188701,107,96057,188689,4350,188693,1149,188700,188680,188703,237,188676,1416,1154,1840,16848,188697,91321,188687,188668,60174,188690,144192,83091,14742,188681,188683,188667,56720,22736,188704,188694,188684,171214,188695,91324,19,188698,83089,188688,141949,17138,188706,188671,188674,188692,188702,188669,1145,91075,140056,9393,188705,9367,188678,7558,188679,188685,5963,6208,38726,188682,6207,188696,188691,188686,88102,188672,141021,188677,6205,924,88098,1835,7548,88097,71340,261,674,267],"class_list":{"0":"post-224655","1":"product","2":"type-product","3":"status-publish","4":"has-post-thumbnail","6":"product_cat-arxiv","7":"product_cat-137318","8":"product_tag-advanced-forecasting","9":"product_tag-advanced-machine-learning","10":"product_tag-ai-algorithms-for-time-series","11":"product_tag-ai-forecasting","12":"product_tag-ai-in-forecasting","13":"product_tag-ai-research","14":"product_tag-applications-of-time-series-forecasting","15":"product_tag-artificial-intelligence","16":"product_tag-artificial-intelligence-applications","17":"product_tag-artificial-intelligence-for-time-series","18":"product_tag-big-data-analytics","19":"product_tag-challenges-in-time-series-forecasting","20":"product_tag-cnn","21":"product_tag-comparing-deep-learning-models-for-forecasting","22":"product_tag-convolutional-neural-networks-applications","23":"product_tag-current-challenges-in-time-series-forecasting","24":"product_tag-data-analysis","25":"product_tag-data-driven-forecasting","26":"product_tag-data-mining","27":"product_tag-data-science","28":"product_tag-deep-learning","29":"product_tag-deep-learning-algorithms","30":"product_tag-deep-learning-algorithms-for-time-series","31":"product_tag-deep-learning-architectures","32":"product_tag-deep-learning-for-time-series","33":"product_tag-deep-learning-forecasting","34":"product_tag-deep-learning-models","35":"product_tag-deep-learning-models-comparison","36":"product_tag-deep-learning-research","37":"product_tag-deep-learning-techniques","38":"product_tag-forecasting","39":"product_tag-forecasting-accuracy","40":"product_tag-forecasting-challenges","41":"product_tag-forecasting-methods","42":"product_tag-forecasting-models","43":"product_tag-forecasting-techniques","44":"product_tag-future-directions-in-time-series-forecasting","45":"product_tag-future-of-time-series-forecasting","46":"product_tag-future-trends-in-forecasting","47":"product_tag-gru","48":"product_tag-intelligent-forecasting","49":"product_tag-lstm","50":"product_tag-machine-learning","51":"product_tag-machine-learning-algorithms-for-forecasting","52":"product_tag-machine-learning-applications","53":"product_tag-machine-learning-for-forecasting","54":"product_tag-machine-learning-research","55":"product_tag-machine-learning-techniques","56":"product_tag-machine-learning-techniques-for-forecasting","57":"product_tag-ml-forecasting","58":"product_tag-ml-in-forecasting","59":"product_tag-neural-network-architectures-for-time-series","60":"product_tag-neural-network-architectures-in-time-series","61":"product_tag-neural-network-forecasting","62":"product_tag-neural-networks","63":"product_tag-pattern-recognition","64":"product_tag-performance-evaluation","65":"product_tag-predictive-analytics","66":"product_tag-predictive-intelligence","67":"product_tag-predictive-modeling","68":"product_tag-predictive-modeling-techniques","69":"product_tag-recurrent-neural-networks","70":"product_tag-recurrent-neural-networks-applications","71":"product_tag-sequential-data-analysis","72":"product_tag-statistical-modeling","73":"product_tag-time-series-analysis","74":"product_tag-time-series-data","75":"product_tag-time-series-datasets","76":"product_tag-time-series-forecasting","77":"product_tag-time-series-forecasting-algorithms","78":"product_tag-time-series-forecasting-applications","79":"product_tag-time-series-forecasting-research","80":"product_tag-time-series-modeling","81":"product_tag-time-series-modeling-methods","82":"product_tag-time-series-prediction","83":"product_tag-time-series-research","84":"product_tag-6205","85":"product_tag-924","86":"product_tag-88098","87":"product_tag-1835","88":"product_tag-7548","89":"product_tag-88097","90":"product_tag-71340","91":"product_tag-261","92":"product_tag-674","93":"product_tag-267","94":"pmpro-has-access","95":"desktop-align-left","96":"tablet-align-left","97":"mobile-align-left","99":"first","100":"instock","101":"downloadable","102":"virtual","103":"purchasable","104":"product-type-simple"},"yoast_head":"<!-- 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