{"id":474,"date":"2025-10-23T18:02:22","date_gmt":"2025-10-23T18:02:22","guid":{"rendered":"https:\/\/statacademy-eg.com\/blog\/?p=474"},"modified":"2025-10-23T18:03:01","modified_gmt":"2025-10-23T18:03:01","slug":"%d8%a3%d9%87%d9%85-%d8%a3%d8%b3%d8%a7%d9%84%d9%8a%d8%a8-%d8%aa%d8%ad%d9%84%d9%8a%d9%84-%d8%a7%d9%84%d8%b3%d9%84%d8%a7%d8%b3%d9%84-%d8%a7%d9%84%d8%b2%d9%85%d9%86%d9%8a%d8%a9-time-series-analysis","status":"publish","type":"post","link":"https:\/\/statacademy-eg.com\/blogs\/%d8%a3%d9%87%d9%85-%d8%a3%d8%b3%d8%a7%d9%84%d9%8a%d8%a8-%d8%aa%d8%ad%d9%84%d9%8a%d9%84-%d8%a7%d9%84%d8%b3%d9%84%d8%a7%d8%b3%d9%84-%d8%a7%d9%84%d8%b2%d9%85%d9%86%d9%8a%d8%a9-time-series-analysis\/","title":{"rendered":"\u0623\u0647\u0645 \u0623\u0633\u0627\u0644\u064a\u0628 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 (Time Series Analysis) \u0648\u0623\u0647\u0645 \u0627\u0644\u0628\u0631\u0627\u0645\u062c \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0641\u064a\u0647"},"content":{"rendered":"<p>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 (Time Series Analysis) \u064a\u064f\u0639\u062f \u0645\u0646 \u0623\u0647\u0645 \u0641\u0631\u0648\u0639 \u0627\u0644\u0625\u062d\u0635\u0627\u0621 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u064a \u0648\u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u060c \u0648\u064a\u064f\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u062f\u0631\u0627\u0633\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0631\u062a\u0628\u0629 \u0632\u0645\u0646\u064a\u0627\u064b \u0628\u0647\u062f\u0641 \u0641\u0647\u0645 \u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u0627\u062a\u0647\u0627 \u0648\u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0642\u064a\u0645\u0647\u0627 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629. \u062a\u062a\u0648\u0627\u062c\u062f \u0647\u0630\u0647 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0641\u064a \u0645\u064a\u0627\u062f\u064a\u0646 \u0645\u062a\u0639\u062f\u062f\u0629 \u0645\u062b\u0644 \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f (\u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u0623\u0633\u0647\u0645\u060c \u0645\u0639\u062f\u0644\u0627\u062a \u0627\u0644\u062a\u0636\u062e\u0645)\u060c \u0627\u0644\u0637\u0628 (\u062a\u0637\u0648\u0631 \u0627\u0644\u0623\u0645\u0631\u0627\u0636)\u060c \u0627\u0644\u0645\u0646\u0627\u062e (\u062f\u0631\u062c\u0627\u062a \u0627\u0644\u062d\u0631\u0627\u0631\u0629\u060c \u0627\u0644\u0623\u0645\u0637\u0627\u0631)\u060c \u0648\u0627\u0644\u0647\u0646\u062f\u0633\u0629. \u0648\u062a\u0645\u062b\u0644 \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0646\u0645\u0630\u062c\u0629 \u0648\u062a\u062d\u0644\u064a\u0644 \u0647\u0630\u0647 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0623\u062f\u0627\u0629 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0644\u0635\u0646\u0639 \u0627\u0644\u0642\u0631\u0627\u0631 \u0627\u0644\u0645\u0628\u0646\u064a \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n<p><strong>\u0623\u0648\u0644\u0627\u064b: \u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629<\/strong><\/p>\n<ol>\n<li><strong>\u0627\u0644\u0627\u062a\u062c\u0627\u0647 \u0627\u0644\u0639\u0627\u0645<\/strong><strong> (Trend):<\/strong> \u0627\u0644\u062a\u063a\u064a\u0631 \u0637\u0648\u064a\u0644 \u0627\u0644\u0623\u0645\u062f \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n<li><strong>\u0627\u0644\u062f\u0648\u0631\u064a\u0629<\/strong><strong> (Seasonality):<\/strong> \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u062a\u064a \u062a\u062a\u0643\u0631\u0631 \u0639\u0644\u0649 \u0641\u062a\u0631\u0627\u062a \u0645\u0646\u062a\u0638\u0645\u0629 (\u0645\u062b\u0644 \u0645\u0648\u0627\u0633\u0645 \u0627\u0644\u0633\u0646\u0629).<\/li>\n<li><strong>\u0627\u0644\u062f\u0648\u0631\u0627\u062a \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0629<\/strong><strong> (Cycles):<\/strong> \u062a\u0642\u0644\u0628\u0627\u062a \u0637\u0648\u064a\u0644\u0629 \u0627\u0644\u0623\u0645\u062f \u063a\u064a\u0631 \u0645\u0646\u062a\u0638\u0645\u0629.<\/li>\n<li><strong>\u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629<\/strong><strong> (Randomness):<\/strong> \u0627\u0644\u0645\u0643\u0648\u0646 \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0648\u0642\u0639 \u0627\u0644\u0646\u0627\u062a\u062c \u0639\u0646 \u0627\u0644\u0635\u062f\u0645\u0627\u062a.<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<p><strong>\u062b\u0627\u0646\u064a\u0627\u064b: \u0623\u0647\u0645 \u0623\u0633\u0627\u0644\u064a\u0628 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629<\/strong><\/p>\n<ol>\n<li><strong>\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0648\u0635\u0641\u064a<\/strong><strong> (Descriptive Analysis)<\/strong><\/li>\n<\/ol>\n<ul>\n<li>\u064a\u0647\u062f\u0641 \u0625\u0644\u0649 \u0648\u0635\u0641 \u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u0629\u060c \u0627\u0644\u0645\u062e\u0637\u0637\u0627\u062a \u0627\u0644\u0632\u0645\u0646\u064a\u0629\u060c \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0637 \u0627\u0644\u0630\u0627\u062a\u064a (Autocorrelation Function \u2013 ACF).<\/li>\n<li>\u064a\u0633\u0627\u0639\u062f \u0627\u0644\u0628\u0627\u062d\u062b \u0639\u0644\u0649 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0645\u0628\u062f\u0626\u064a\u0629 \u0644\u0644\u0633\u0644\u0633\u0644\u0629 \u0627\u0644\u0632\u0645\u0646\u064a\u0629.<\/li>\n<\/ul>\n<ol start=\"2\">\n<li><strong>\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631\u064a\u0629<\/strong><strong> (Regression Models with Time Series)<\/strong><\/li>\n<\/ol>\n<ul>\n<li>\u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u062e\u0637\u064a \u0645\u0639 \u0645\u062a\u063a\u064a\u0631 \u0627\u0644\u0632\u0645\u0646 \u0644\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629.<\/li>\n<li>\u0645\u0646\u0627\u0633\u0628 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u063a\u0644\u0628 \u0639\u0644\u064a\u0647\u0627 \u0627\u0644\u0627\u062a\u062c\u0627\u0647 \u0627\u0644\u0639\u0627\u0645 \u0641\u0642\u0637.<\/li>\n<\/ul>\n<ol start=\"3\">\n<li><strong>\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0630\u0627\u062a\u064a \u0648\u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0627\u062a \u0627\u0644\u0645\u062a\u062d\u0631\u0643\u0629<\/strong><strong> (AR, MA, ARMA)<\/strong><\/li>\n<\/ol>\n<ul>\n<li><strong>\u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0630\u0627\u062a\u064a<\/strong><strong> (AR):<\/strong> \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0633\u0627\u0628\u0642\u0629 \u0644\u0644\u0633\u0644\u0633\u0644\u0629 \u0646\u0641\u0633\u0647\u0627.<\/li>\n<li><strong>\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0627\u062a \u0627\u0644\u0645\u062a\u062d\u0631\u0643\u0629<\/strong><strong> (MA):<\/strong> \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0633\u0627\u0628\u0642\u0629 \u0644\u0644\u0623\u062e\u0637\u0627\u0621 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629.<\/li>\n<li><strong>ARMA:<\/strong> \u064a\u062c\u0645\u0639 \u0628\u064a\u0646 \u0627\u0644\u0627\u062b\u0646\u064a\u0646 \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0645\u0639\u0642\u062f\u0629.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ol start=\"4\">\n<li><strong>\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0630\u0627\u062a\u064a \u0627\u0644\u0645\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0627\u062a \u0627\u0644\u0645\u062a\u062d\u0631\u0643\u0629<\/strong><strong> (ARIMA)<\/strong><\/li>\n<\/ol>\n<ul>\n<li>\u0623\u0634\u0647\u0631 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u0623\u0643\u062b\u0631\u0647\u0627 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u064b.<\/li>\n<li>\u064a\u062a\u0643\u0648\u0646 \u0645\u0646 \u062b\u0644\u0627\u062b \u0645\u0643\u0648\u0646\u0627\u062a:\n<ul>\n<li><strong>AR (p):<\/strong> \u0639\u062f\u062f \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0633\u0627\u0628\u0642\u0629.<\/li>\n<li><strong>I (d):<\/strong> \u062f\u0631\u062c\u0629 \u0627\u0644\u0641\u0631\u0648\u0642 \u0644\u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u0627\u062a\u062c\u0627\u0647.<\/li>\n<li><strong>MA (q):<\/strong> \u0639\u062f\u062f \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0627\u0644\u0633\u0627\u0628\u0642\u0629.<\/li>\n<\/ul>\n<\/li>\n<li>\u064a\u064f\u0633\u062a\u062e\u062f\u0645 \u0644\u0644\u062a\u0646\u0628\u0624 \u0639\u0644\u0649 \u0627\u0644\u0645\u062f\u0649 \u0627\u0644\u0642\u0635\u064a\u0631 \u0648\u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0628\u0639\u062f \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0633\u0644\u0633\u0644\u0629 \u0625\u0644\u0649 \u0645\u0633\u062a\u0642\u0631\u0629 (Stationary).<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ol start=\"5\">\n<li><strong>\u0646\u0645\u0627\u0630\u062c<\/strong><strong> ARIMA <\/strong><strong>\u0627\u0644\u0645\u0648\u0633\u0645\u064a\u0629<\/strong><strong> (SARIMA)<\/strong><\/li>\n<\/ol>\n<ul>\n<li>\u0627\u0645\u062a\u062f\u0627\u062f \u0644\u0646\u0645\u0627\u0630\u062c ARIMA \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0645\u0648\u0633\u0645\u064a\u0629.<\/li>\n<li>\u064a\u062a\u0645\u064a\u0632 \u0628\u0642\u062f\u0631\u062a\u0647 \u0639\u0644\u0649 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0627\u0644\u0645\u0648\u0633\u0645\u064a\u0629 \u0645\u062b\u0644 \u0645\u0628\u064a\u0639\u0627\u062a \u0627\u0644\u0623\u0639\u064a\u0627\u062f \u0623\u0648 \u062f\u0631\u062c\u0627\u062a \u0627\u0644\u062d\u0631\u0627\u0631\u0629 \u0627\u0644\u0633\u0646\u0648\u064a\u0629.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ol start=\"6\">\n<li><strong>\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0630\u0627\u062a\u064a \u0627\u0644\u0645\u0634\u0631\u0648\u0637 \u0628\u0627\u0644\u062a\u0628\u0627\u064a\u0646<\/strong><strong> (ARCH <\/strong><strong>\u0648<\/strong><strong> GARCH)<\/strong><\/li>\n<\/ol>\n<ul>\n<li><strong>ARCH (Autoregressive Conditional Heteroskedasticity):<\/strong><br \/>\n\u064a\u0635\u0641 \u0627\u0644\u062a\u0628\u0627\u064a\u0646 \u0627\u0644\u0645\u062a\u063a\u064a\u0631 \u0645\u0639 \u0627\u0644\u0632\u0645\u0646\u060c \u062e\u0627\u0635\u0629 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0627\u0644\u064a\u0629.<\/li>\n<li><strong>GARCH (Generalized ARCH):<\/strong><br \/>\n\u062a\u0637\u0648\u064a\u0631 \u0644\u0640 ARCH \u0648\u0623\u0643\u062b\u0631 \u0645\u0631\u0648\u0646\u0629.<\/li>\n<li>\u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0641\u064a \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u062a\u0642\u0644\u0628\u0627\u062a \u0627\u0644\u0623\u0633\u0648\u0627\u0642 \u0627\u0644\u0645\u0627\u0644\u064a\u0629 \u0648\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0645\u062e\u0627\u0637\u0631.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ol start=\"7\">\n<li><strong>\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0630\u0627\u062a\u064a \u0627\u0644\u0645\u0648\u062c\u0647 \u0628\u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u062e\u0627\u0631\u062c\u064a\u0629<\/strong><strong> (ARIMAX <\/strong><strong>\u0648<\/strong><strong> VAR)<\/strong><\/li>\n<\/ol>\n<ul>\n<li><strong>ARIMAX:<\/strong> \u064a\u062f\u0645\u062c \u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0645\u0633\u062a\u0642\u0644\u0629 \u062e\u0627\u0631\u062c\u064a\u0629 \u0641\u064a \u0646\u0645\u0648\u0630\u062c ARIMA.<\/li>\n<li><strong>VAR (Vector Autoregression):<\/strong> \u064a\u062f\u0631\u0633 \u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0627\u0644\u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u0629 \u0628\u064a\u0646 \u0623\u0643\u062b\u0631 \u0645\u0646 \u0633\u0644\u0633\u0644\u0629 \u0632\u0645\u0646\u064a\u0629.<\/li>\n<li>\u0645\u0647\u0645 \u062c\u062f\u0627\u064b \u0641\u064a \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f \u0627\u0644\u0643\u0644\u064a \u0644\u062f\u0631\u0627\u0633\u0629 \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u062a\u0636\u062e\u0645\u060c \u0627\u0644\u0646\u0645\u0648\u060c \u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u0641\u0627\u0626\u062f\u0629\u060c \u0648\u063a\u064a\u0631\u0647\u0627.<\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\"><span style=\"color: #0000ff;\"><a style=\"color: #0000ff;\" href=\"https:\/\/statacademy-eg.com\/contact.php\"><strong>\u062a\u0648\u0627\u0635\u0644 \u0645\u0639\u0646\u0627 \u0627\u0644\u0627\u0646 \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0648\u062f \u0628\u062f\u0621 \u0643\u0648\u0631\u0633 \u062a\u062f\u0631\u064a\u0628\u064a \u0641\u0649 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong><\/a><\/span><\/span><\/p>\n<ol start=\"8\">\n<li><strong>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0637\u064a\u0641\u064a<\/strong><strong> (Spectral Analysis)<\/strong><\/li>\n<\/ol>\n<ul>\n<li>\u064a\u0631\u0643\u0632 \u0639\u0644\u0649 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u062a\u0631\u062f\u062f\u0627\u062a \u0627\u0644\u062f\u0648\u0631\u064a\u0629 \u062f\u0627\u062e\u0644 \u0627\u0644\u0633\u0644\u0633\u0644\u0629.<\/li>\n<li>\u064a\u064f\u0633\u062a\u062e\u062f\u0645 \u0628\u0643\u062b\u0631\u0629 \u0641\u064a \u0627\u0644\u0625\u0634\u0627\u0631\u0627\u062a \u0627\u0644\u0647\u0646\u062f\u0633\u064a\u0629 \u0648\u0627\u0644\u0645\u0646\u0627\u062e\u064a\u0629.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ol start=\"9\">\n<li><strong>\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0627\u0644\u062d\u062f\u064a\u062b\u0629<\/strong><strong> (Machine Learning &amp; Deep Learning)<\/strong><\/li>\n<\/ol>\n<ul>\n<li><strong>\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629<\/strong><strong> (RNN)<\/strong> \u0648 <strong>\u0634\u0628\u0643\u0627\u062a<\/strong><strong> LSTM<\/strong>: \u0642\u0627\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0637\u0648\u064a\u0644\u0629 \u0627\u0644\u0645\u062f\u0649.<\/li>\n<li><strong>XGBoost<\/strong> \u0648 \u00a0<strong>Random Forest<\/strong>: \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u0627\u0644\u062a\u0646\u0628\u0624 \u0627\u0644\u0645\u0639\u0642\u062f \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a.<\/li>\n<li>\u062a\u064f\u0639\u062f \u0645\u0646 \u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629.<\/li>\n<li><\/li>\n<\/ul>\n<p><strong>\u062b\u0627\u0644\u062b\u0627\u064b: \u0623\u0647\u0645 \u0627\u0644\u0628\u0631\u0627\u0645\u062c \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629<\/strong><\/p>\n<p><strong>EViews<\/strong><\/p>\n<ul>\n<li>\u064a\u064f\u0639\u062f \u0645\u0646 \u0623\u0642\u0648\u0649 \u0627\u0644\u0628\u0631\u0627\u0645\u062c \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0629.<\/li>\n<li>\u064a\u062f\u0639\u0645 \u0646\u0645\u0627\u0630\u062c ARIMA\u060c VAR\u060c GARCH\u060c \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0637\u064a\u0641\u064a.<\/li>\n<li>\u0645\u0633\u062a\u062e\u062f\u0645 \u0628\u0643\u062b\u0631\u0629 \u0641\u064a \u0627\u0644\u062f\u0631\u0627\u0633\u0627\u062a \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0629 \u0648\u0627\u0644\u0645\u0627\u0644\u064a\u0629.<\/li>\n<\/ul>\n<p><strong>\u00a0R Software<\/strong><\/p>\n<ul>\n<li>\u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0645\u0643\u062a\u0628\u0627\u062a \u0645\u062a\u062e\u0635\u0635\u0629 \u0645\u062b\u0644 (<em>forecast<\/em>, <em>tseries<\/em>, <em>vars<\/em>).<\/li>\n<li>\u0645\u0631\u0646 \u062c\u062f\u0627\u064b \u0648\u064a\u062a\u064a\u062d \u062a\u0637\u0628\u064a\u0642 \u062c\u0645\u064a\u0639 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u0646 \u0627\u0644\u0628\u0633\u064a\u0637\u0629 \u062d\u062a\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642.<\/li>\n<li>\u0645\u062c\u0627\u0646\u064a \u0648\u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631.<\/li>\n<\/ul>\n<p><strong>\u00a0Python<\/strong><\/p>\n<ul>\n<li>\u0639\u0628\u0631 \u0645\u0643\u062a\u0628\u0627\u062a \u0645\u062b\u0644 (<em>statsmodels<\/em>, <em>prophet<\/em>, <em>pmdarima<\/em>, <em>tensorflow<\/em>).<\/li>\n<li>\u064a\u064f\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0648\u062f\u0645\u062c \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0645\u0639 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/li>\n<\/ul>\n<p><strong>\u00a0Stata<\/strong><\/p>\n<ul>\n<li>\u064a\u0648\u0641\u0631 \u0623\u062f\u0648\u0627\u062a \u0642\u0648\u064a\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0629 (ARIMA, VAR, ARCH\/GARCH).<\/li>\n<li>\u0645\u0646\u0627\u0633\u0628 \u0644\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0641\u064a \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f \u0648\u0627\u0644\u0639\u0644\u0648\u0645 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a\u0629.<\/li>\n<\/ul>\n<p><strong>\u00a0SPSS<\/strong><\/p>\n<ul>\n<li>\u064a\u0648\u0641\u0631 \u0628\u0639\u0636 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0648\u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 ARIMA \u0627\u0644\u0628\u0633\u064a\u0637.<\/li>\n<li>\u0623\u0642\u0644 \u0645\u0631\u0648\u0646\u0629 \u0645\u0646 R \u0648Python \u0644\u0643\u0646\u0647 \u0633\u0647\u0644 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0644\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u064a\u0646.<\/li>\n<\/ul>\n<p><strong>\u00a0MATLAB<\/strong><\/p>\n<ul>\n<li>\u064a\u0645\u062a\u0644\u0643 Toolbox \u0645\u062a\u0643\u0627\u0645\u0644 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629.<\/li>\n<li>\u064a\u064f\u0633\u062a\u062e\u062f\u0645 \u0628\u0643\u062b\u0631\u0629 \u0641\u064a \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u0647\u0646\u062f\u0633\u064a\u0629 \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u0629.<\/li>\n<\/ul>\n<p><strong>\u00a0Minitab<\/strong><\/p>\n<ul>\n<li>\u064a\u0642\u062f\u0645 \u0648\u0638\u0627\u0626\u0641 \u0645\u062d\u062f\u0648\u062f\u0629 \u0645\u062b\u0644 ARIMA \u0627\u0644\u0628\u0633\u064a\u0637 \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0648\u0633\u0645\u064a.<\/li>\n<li>\u0645\u0646\u0627\u0633\u0628 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0648\u0627\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><strong>\u0631\u0627\u0628\u0639\u0627\u064b: \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629<\/strong><\/p>\n<ol>\n<li><strong>\u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u0627\u0633\u062a\u0642\u0631\u0627\u0631\u064a\u0629<\/strong><strong> (Stationarity):<\/strong> \u0634\u0631\u0637 \u0623\u0633\u0627\u0633\u064a \u0641\u064a \u0645\u0639\u0638\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c.<\/li>\n<li><strong>\u0627\u0644\u0645\u0648\u0633\u0645\u064a\u0629 \u0648\u0627\u0644\u062a\u0630\u0628\u0630\u0628 \u0627\u0644\u0639\u0627\u0644\u064a<\/strong><strong>:<\/strong> \u0642\u062f \u064a\u062a\u0637\u0644\u0628 \u0646\u0645\u0627\u0630\u062c \u0645\u0639\u0642\u062f\u0629 \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639\u0647\u0627.<\/li>\n<li><strong>\u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0639\u064a\u062f \u0627\u0644\u0645\u062f\u0649<\/strong><strong>:<\/strong> \u062a\u0642\u0644 \u062f\u0642\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0628\u0632\u064a\u0627\u062f\u0629 \u0641\u062a\u0631\u0629 \u0627\u0644\u062a\u0646\u0628\u0624.<\/li>\n<li><strong>\u062c\u0648\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong><strong>:<\/strong> \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629 \u0623\u0648 \u0627\u0644\u0636\u0648\u0636\u0627\u0621 \u0642\u062f \u062a\u0624\u062b\u0631 \u0639\u0644\u0649 \u0627\u0644\u0646\u062a\u0627\u0626\u062c.<\/li>\n<li><strong>\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0645\u062b\u0644<\/strong><strong>:<\/strong> \u064a\u062a\u0637\u0644\u0628 \u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0625\u062d\u0635\u0627\u0626\u064a\u0629 (AIC, BIC, Ljung-Box Test).<\/li>\n<\/ol>\n<h3 data-start=\"377\" data-end=\"425\">\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0641\u064a \u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629<\/h3>\n<p data-start=\"426\" data-end=\"626\">\u0641\u064a <strong data-start=\"429\" data-end=\"457\">\u0627\u0644\u0645\u0645\u0644\u0643\u0629 \u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629<\/strong>\u060c \u064a\u064f\u0633\u062a\u062e\u062f\u0645 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f \u0648\u0627\u0644\u0637\u0627\u0642\u0629.<br data-start=\"530\" data-end=\"533\" \/>\u062a\u062a\u0628\u0646\u0651\u0649 <strong data-start=\"540\" data-end=\"565\">\u0627\u0644\u0647\u064a\u0626\u0629 \u0627\u0644\u0639\u0627\u0645\u0629 \u0644\u0644\u0625\u062d\u0635\u0627\u0621<\/strong> \u0648<strong data-start=\"567\" data-end=\"597\">\u0645\u0624\u0633\u0633\u0629 \u0627\u0644\u0646\u0642\u062f \u0627\u0644\u0633\u0639\u0648\u062f\u064a (\u0633\u0627\u0645\u0627)<\/strong> \u0647\u0630\u0627 \u0627\u0644\u0646\u0648\u0639 \u0645\u0646 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0644\u062f\u0631\u0627\u0633\u0629:<\/p>\n<ul data-start=\"627\" data-end=\"958\">\n<li data-start=\"627\" data-end=\"672\">\n<p data-start=\"629\" data-end=\"672\">\u0627\u062a\u062c\u0627\u0647\u0627\u062a <strong data-start=\"637\" data-end=\"652\">\u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u0646\u0641\u0637<\/strong> \u0648\u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0627\u0644\u0635\u0646\u0627\u0639\u064a.<\/p>\n<\/li>\n<li data-start=\"673\" data-end=\"714\">\n<p data-start=\"675\" data-end=\"714\"><strong data-start=\"675\" data-end=\"701\">\u0645\u0639\u062f\u0644\u0627\u062a \u0627\u0644\u0628\u0637\u0627\u0644\u0629 \u0648\u0627\u0644\u062a\u0636\u062e\u0645<\/strong> \u0639\u0628\u0631 \u0627\u0644\u0632\u0645\u0646.<\/p>\n<\/li>\n<li data-start=\"715\" data-end=\"958\">\n<p data-start=\"717\" data-end=\"958\">\u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0637\u0644\u0628 \u0639\u0644\u0649 \u0627\u0644\u0637\u0627\u0642\u0629 \u0648\u0627\u0644\u0643\u0647\u0631\u0628\u0627\u0621 \u0641\u064a \u0641\u0635\u0648\u0644 \u0627\u0644\u0633\u0646\u0629 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629.<br data-start=\"775\" data-end=\"778\" \/>\u0643\u0645\u0627 \u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u062c\u0627\u0645\u0639\u0627\u062a \u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629 \u0645\u062b\u0644 <strong data-start=\"811\" data-end=\"831\">\u062c\u0627\u0645\u0639\u0629 \u0627\u0644\u0645\u0644\u0643 \u0633\u0639\u0648\u062f<\/strong> \u0648<strong data-start=\"833\" data-end=\"869\">\u062c\u0627\u0645\u0639\u0629 \u0627\u0644\u0645\u0644\u0643 \u0641\u0647\u062f \u0644\u0644\u0628\u062a\u0631\u0648\u0644 \u0648\u0627\u0644\u0645\u0639\u0627\u062f\u0646<\/strong> \u0628\u0631\u0627\u0645\u062c \u0645\u062b\u0644 <strong data-start=\"880\" data-end=\"890\">EViews<\/strong> \u0648<strong data-start=\"892\" data-end=\"900\">SPSS<\/strong> \u0641\u064a \u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0648\u0627\u0644\u062f\u0643\u062a\u0648\u0631\u0627\u0647 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f \u0627\u0644\u0642\u064a\u0627\u0633\u064a.<\/p>\n<\/li>\n<\/ul>\n<hr data-start=\"960\" data-end=\"963\" \/>\n<h3 data-start=\"965\" data-end=\"1011\">\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0641\u064a \u0627\u0644\u0623\u0631\u062f\u0646<\/h3>\n<p data-start=\"1012\" data-end=\"1078\">\u0641\u064a <strong data-start=\"1015\" data-end=\"1025\">\u0627\u0644\u0623\u0631\u062f\u0646<\/strong>\u060c \u064a\u0628\u0631\u0632 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0641\u064a \u0627\u0644\u062f\u0631\u0627\u0633\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0640:<\/p>\n<ul data-start=\"1079\" data-end=\"1440\">\n<li data-start=\"1079\" data-end=\"1126\">\n<p data-start=\"1081\" data-end=\"1126\"><strong data-start=\"1081\" data-end=\"1105\">\u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u0633\u0644\u0639 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629<\/strong> \u0645\u062b\u0644 \u0627\u0644\u0648\u0642\u0648\u062f \u0648\u0627\u0644\u0642\u0645\u062d.<\/p>\n<\/li>\n<li data-start=\"1127\" data-end=\"1168\">\n<p data-start=\"1129\" data-end=\"1168\"><strong data-start=\"1129\" data-end=\"1146\">\u0627\u0644\u0646\u0645\u0648 \u0627\u0644\u0633\u0643\u0627\u0646\u064a<\/strong> \u0648\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644.<\/p>\n<\/li>\n<li data-start=\"1169\" data-end=\"1440\">\n<p data-start=\"1171\" data-end=\"1440\"><strong data-start=\"1171\" data-end=\"1189\">\u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0637\u0628\u064a\u0629<\/strong> \u0641\u064a \u0627\u0644\u062c\u0627\u0645\u0639\u0627\u062a \u0627\u0644\u0623\u0631\u062f\u0646\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u062a\u0627\u0628\u0639 \u062a\u0637\u0648\u0631 \u0627\u0644\u0623\u0645\u0631\u0627\u0636 \u0627\u0644\u0645\u0632\u0645\u0646\u0629 \u0623\u0648 \u0645\u0639\u062f\u0644\u0627\u062a \u0627\u0644\u0625\u0635\u0627\u0628\u0629 \u0627\u0644\u0633\u0646\u0648\u064a\u0629.<br data-start=\"1269\" data-end=\"1272\" \/>\u062a\u064f\u0639\u062f <strong data-start=\"1277\" data-end=\"1293\">\u062c\u0627\u0645\u0639\u0629 \u0627\u0644\u0623\u0631\u062f\u0646<\/strong> \u0648<strong data-start=\"1295\" data-end=\"1315\">\u0627\u0644\u062c\u0627\u0645\u0639\u0629 \u0627\u0644\u0647\u0627\u0634\u0645\u064a\u0629<\/strong> \u0645\u0646 \u0623\u0628\u0631\u0632 \u0627\u0644\u062c\u0647\u0627\u062a \u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u064f\u062f\u0631\u0651\u0633 \u0647\u0630\u0627 \u0627\u0644\u0646\u0648\u0639 \u0645\u0646 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0636\u0645\u0646 \u0645\u0642\u0631\u0631\u0627\u062a \u0627\u0644\u0625\u062d\u0635\u0627\u0621 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u064a\u060c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0631\u0627\u0645\u062c \u0645\u062b\u0644 <strong data-start=\"1423\" data-end=\"1428\">R<\/strong> \u0648<strong data-start=\"1430\" data-end=\"1439\">Stata<\/strong>.<\/p>\n<\/li>\n<\/ul>\n<hr data-start=\"1442\" data-end=\"1445\" \/>\n<h3 data-start=\"1447\" data-end=\"1490\">\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0641\u064a \u0633\u0644\u0637\u0646\u0629 \u0639\u064f\u0645\u0627\u0646<\/h3>\n<p data-start=\"1491\" data-end=\"1553\">\u0623\u0645\u0627 \u0641\u064a <strong data-start=\"1498\" data-end=\"1513\">\u0633\u0644\u0637\u0646\u0629 \u0639\u064f\u0645\u0627\u0646<\/strong>\u060c \u0641\u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0641\u064a:<\/p>\n<ul data-start=\"1554\" data-end=\"1848\">\n<li data-start=\"1554\" data-end=\"1626\">\n<p data-start=\"1556\" data-end=\"1626\"><strong data-start=\"1556\" data-end=\"1586\">\u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0625\u0646\u062a\u0627\u062c \u0627\u0644\u0646\u0641\u0637 \u0648\u0627\u0644\u063a\u0627\u0632<\/strong>\u060c \u0648\u0647\u0648 \u0642\u0637\u0627\u0639 \u0631\u0626\u064a\u0633\u064a \u0641\u064a \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f \u0627\u0644\u0639\u064f\u0645\u0627\u0646\u064a.<\/p>\n<\/li>\n<li data-start=\"1627\" data-end=\"1711\">\n<p data-start=\"1629\" data-end=\"1711\"><strong data-start=\"1629\" data-end=\"1645\">\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0646\u0627\u062e<\/strong> \u0648\u0645\u0639\u062f\u0644\u0627\u062a \u0627\u0644\u0623\u0645\u0637\u0627\u0631 \u0648\u062f\u0631\u062c\u0627\u062a \u0627\u0644\u062d\u0631\u0627\u0631\u0629 \u0639\u0628\u0631 \u0627\u0644\u0632\u0645\u0646\u060c \u0644\u062f\u0639\u0645 \u0627\u0644\u062a\u062e\u0637\u064a\u0637 \u0627\u0644\u0632\u0631\u0627\u0639\u064a.<\/p>\n<\/li>\n<li data-start=\"1712\" data-end=\"1848\">\n<p data-start=\"1714\" data-end=\"1848\"><strong data-start=\"1714\" data-end=\"1737\">\u0627\u0644\u062f\u0631\u0627\u0633\u0627\u062a \u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629<\/strong> \u0641\u064a \u062c\u0627\u0645\u0639\u0629 \u0627\u0644\u0633\u0644\u0637\u0627\u0646 \u0642\u0627\u0628\u0648\u0633\u060c \u062e\u0627\u0635\u0629 \u0641\u064a \u062a\u062e\u0635\u0635\u0627\u062a \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f \u0648\u0627\u0644\u0639\u0644\u0648\u0645 \u0627\u0644\u0628\u064a\u0626\u064a\u0629\u060c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0631\u0627\u0645\u062c \u0645\u062b\u0644 <strong data-start=\"1822\" data-end=\"1832\">Python<\/strong> \u0648<strong data-start=\"1834\" data-end=\"1845\">Minitab<\/strong>.<\/p>\n<\/li>\n<\/ul>\n<hr data-start=\"1850\" data-end=\"1853\" \/>\n<h3 data-start=\"1855\" data-end=\"1909\">\u0623\u0647\u0645\u064a\u0629 \u062a\u0639\u0644\u0645 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0644\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0627\u0644\u0639\u0631\u0628<\/h3>\n<p data-start=\"1910\" data-end=\"2181\">\u0645\u0639 \u062a\u0648\u0633\u0651\u0639 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong data-start=\"1927\" data-end=\"1947\">\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0632\u0645\u0646\u064a\u0629<\/strong> \u0641\u064a \u0627\u0644\u0648\u0632\u0627\u0631\u0627\u062a\u060c \u0627\u0644\u0634\u0631\u0643\u0627\u062a\u060c \u0648\u0627\u0644\u062c\u0627\u0645\u0639\u0627\u062a \u0627\u0644\u0639\u0631\u0628\u064a\u0629\u060c \u0623\u0635\u0628\u062d \u0641\u0647\u0645 <strong data-start=\"1998\" data-end=\"2036\">\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0645\u062b\u0644 ARIMA \u0648GARCH<\/strong> \u0636\u0631\u0648\u0631\u0629 \u0644\u0643\u0644 \u0628\u0627\u062d\u062b.<br data-start=\"2052\" data-end=\"2055\" \/>\u062a\u0639\u0644\u0645 \u0647\u0630\u0647 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0645\u0646 \u062e\u0644\u0627\u0644 \u062f\u0648\u0631\u0627\u062a \u0645\u062a\u062e\u0635\u0635\u0629 \u0645\u062b\u0644 \u062a\u0644\u0643 \u0627\u0644\u062a\u064a \u062a\u0642\u062f\u0645\u0647\u0627 <strong data-start=\"2114\" data-end=\"2161\"><a class=\"decorated-link\" href=\"https:\/\/statacademy-eg.com\/\" target=\"_new\" rel=\"noopener\" data-start=\"2116\" data-end=\"2159\">Stat Academy<\/a><\/strong> \u064a\u0633\u0627\u0639\u062f \u0627\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0639\u0644\u0649:<\/p>\n<ul data-start=\"2182\" data-end=\"2335\">\n<li data-start=\"2182\" data-end=\"2216\">\n<p data-start=\"2184\" data-end=\"2216\">\u0625\u0639\u062f\u0627\u062f \u0623\u0628\u062d\u0627\u062b \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0623\u0643\u062b\u0631 \u062f\u0642\u0629.<\/p>\n<\/li>\n<li data-start=\"2217\" data-end=\"2265\">\n<p data-start=\"2219\" data-end=\"2265\">\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0643\u0648\u0645\u064a\u0629 \u0648\u0627\u0644\u0645\u0627\u0644\u064a\u0629 \u0628\u062f\u0642\u0629 \u0639\u0644\u0645\u064a\u0629.<\/p>\n<\/li>\n<li data-start=\"2266\" data-end=\"2335\">\n<p data-start=\"2268\" data-end=\"2335\">\u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0644\u062f\u0639\u0645 \u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631 \u0627\u0644\u0645\u0628\u0646\u064a \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n<\/li>\n<\/ul>\n<div id=\"attachment_363\" style=\"width: 310px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-363\" class=\"wp-image-363 size-medium\" src=\"https:\/\/statacademy-eg.com\/blog\/wp-content\/uploads\/2025\/07\/\u062a\u062e\u0635\u0635-\u0639\u0644\u0645-\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a-\u0641\u064a-\u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629-300x300.jpg\" alt=\"\u0623\u0647\u0645 \u0623\u0633\u0627\u0644\u064a\u0628 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629\" width=\"300\" height=\"300\" srcset=\"https:\/\/statacademy-eg.com\/blogs\/wp-content\/uploads\/2025\/07\/\u062a\u062e\u0635\u0635-\u0639\u0644\u0645-\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a-\u0641\u064a-\u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629-300x300.jpg 300w, https:\/\/statacademy-eg.com\/blogs\/wp-content\/uploads\/2025\/07\/\u062a\u062e\u0635\u0635-\u0639\u0644\u0645-\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a-\u0641\u064a-\u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629-150x150.jpg 150w, https:\/\/statacademy-eg.com\/blogs\/wp-content\/uploads\/2025\/07\/\u062a\u062e\u0635\u0635-\u0639\u0644\u0645-\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a-\u0641\u064a-\u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629-768x768.jpg 768w, https:\/\/statacademy-eg.com\/blogs\/wp-content\/uploads\/2025\/07\/\u062a\u062e\u0635\u0635-\u0639\u0644\u0645-\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a-\u0641\u064a-\u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629.jpg 1024w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><p id=\"caption-attachment-363\" class=\"wp-caption-text\">\u0623\u0647\u0645 \u0623\u0633\u0627\u0644\u064a\u0628 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629<\/p><\/div>\n<p><strong>\u062e\u0627\u062a\u0645\u0629<\/strong><\/p>\n<p>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u064a\u0645\u062b\u0644 \u0623\u062f\u0627\u0629 \u062d\u064a\u0648\u064a\u0629 \u0644\u0641\u0647\u0645 \u0627\u0644\u0638\u0648\u0627\u0647\u0631 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0629 \u0639\u0628\u0631 \u0627\u0644\u0632\u0645\u0646 \u0648\u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0645\u0633\u062a\u0642\u0628\u0644\u0647\u0627. \u062a\u062a\u0646\u0648\u0639 \u0623\u0633\u0627\u0644\u064a\u0628\u0647 \u0628\u064a\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0643\u0644\u0627\u0633\u064a\u0643\u064a\u0629 \u0645\u062b\u0644 ARIMA \u0648GARCH\u060c \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0627\u0644\u0645\u0639\u062a\u0645\u062f\u0629 \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u0643\u0645\u0627 \u0623\u0646 \u0627\u0644\u0628\u0631\u0627\u0645\u062c \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0645\u062b\u0644 R \u0648Python \u0648EViews \u0633\u0627\u0647\u0645\u062a \u0641\u064a \u062c\u0639\u0644 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0623\u0643\u062b\u0631 \u0633\u0647\u0648\u0644\u0629 \u0648\u062f\u0642\u0629 \u0641\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642. \u0648\u0631\u063a\u0645 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0627\u0644\u0627\u0633\u062a\u0642\u0631\u0627\u0631\u064a\u0629 \u0648\u062c\u0648\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u064a\u0638\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u062d\u062c\u0631 \u0627\u0644\u0623\u0633\u0627\u0633 \u0641\u064a \u0627\u0644\u062a\u0646\u0628\u0624\u0627\u062a \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0629 \u0648\u0627\u0644\u0645\u0627\u0644\u064a\u0629 \u0648\u0627\u0644\u0639\u0644\u0645\u064a\u0629.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 (Time Series Analysis) \u064a\u064f\u0639\u062f \u0645\u0646 \u0623\u0647\u0645 \u0641\u0631\u0648\u0639 \u0627\u0644\u0625\u062d\u0635\u0627\u0621 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u064a \u0648\u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u060c \u0648\u064a\u064f\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u062f\u0631\u0627\u0633\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0631\u062a\u0628\u0629 \u0632\u0645\u0646\u064a\u0627\u064b \u0628\u0647\u062f\u0641 \u0641\u0647\u0645 \u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u0627\u062a\u0647\u0627 \u0648\u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0642\u064a\u0645\u0647\u0627 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629. \u062a\u062a\u0648\u0627\u062c\u062f \u0647\u0630\u0647 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0641\u064a \u0645\u064a\u0627\u062f\u064a\u0646 \u0645\u062a\u0639\u062f\u062f\u0629 \u0645\u062b\u0644 \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f (\u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u0623\u0633\u0647\u0645\u060c \u0645\u0639\u062f\u0644\u0627\u062a \u0627\u0644\u062a\u0636\u062e\u0645)\u060c \u0627\u0644\u0637\u0628 (\u062a\u0637\u0648\u0631 \u0627\u0644\u0623\u0645\u0631\u0627\u0636)\u060c \u0627\u0644\u0645\u0646\u0627\u062e (\u062f\u0631\u062c\u0627\u062a \u0627\u0644\u062d\u0631\u0627\u0631\u0629\u060c \u0627\u0644\u0623\u0645\u0637\u0627\u0631)\u060c \u0648\u0627\u0644\u0647\u0646\u062f\u0633\u0629. \u0648\u062a\u0645\u062b\u0644 \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0646\u0645\u0630\u062c\u0629 \u0648\u062a\u062d\u0644\u064a\u0644 \u0647\u0630\u0647 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0623\u062f\u0627\u0629 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":363,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[26],"tags":[86],"class_list":["post-474","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-26","tag-86"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u0623\u0647\u0645 \u0623\u0633\u0627\u0644\u064a\u0628 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 (Time Series Analysis) \u0648\u0623\u0647\u0645 \u0627\u0644\u0628\u0631\u0627\u0645\u062c \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0641\u064a\u0647 - Stat Academy<\/title>\n<meta name=\"description\" content=\"\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 (Time Series Analysis) \u064a\u064f\u0639\u062f \u0645\u0646 \u0623\u0647\u0645 \u0641\u0631\u0648\u0639 \u0627\u0644\u0625\u062d\u0635\u0627\u0621 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u064a \u0648\u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u060c \u0648\u064a\u064f\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u062f\u0631\u0627\u0633\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0631\u062a\u0628\u0629 \u0632\u0645\u0646\u064a\u0627\u064b \u0628\u0647\u062f\u0641 \u0641\u0647\u0645 \u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u0627\u062a\u0647\u0627 \u0648\u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0642\u064a\u0645\u0647\u0627 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629. \u062a\u062a\u0648\u0627\u062c\u062f \u0647\u0630\u0647 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0641\u064a \u0645\u064a\u0627\u062f\u064a\u0646 \u0645\u062a\u0639\u062f\u062f\u0629 \u0645\u062b\u0644 \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f (\u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u0623\u0633\u0647\u0645\u060c \u0645\u0639\u062f\u0644\u0627\u062a \u0627\u0644\u062a\u0636\u062e\u0645)\u060c \u0627\u0644\u0637\u0628 (\u062a\u0637\u0648\u0631 \u0627\u0644\u0623\u0645\u0631\u0627\u0636)\u060c \u0627\u0644\u0645\u0646\u0627\u062e (\u062f\u0631\u062c\u0627\u062a \u0627\u0644\u062d\u0631\u0627\u0631\u0629\u060c \u0627\u0644\u0623\u0645\u0637\u0627\u0631)\u060c \u0648\u0627\u0644\u0647\u0646\u062f\u0633\u0629. \u0648\u062a\u0645\u062b\u0644 \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0646\u0645\u0630\u062c\u0629 \u0648\u062a\u062d\u0644\u064a\u0644 \u0647\u0630\u0647 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0623\u062f\u0627\u0629 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0644\u0635\u0646\u0639 \u0627\u0644\u0642\u0631\u0627\u0631 \u0627\u0644\u0645\u0628\u0646\u064a \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/statacademy-eg.com\/blogs\/\u0623\u0647\u0645-\u0623\u0633\u0627\u0644\u064a\u0628-\u062a\u062d\u0644\u064a\u0644-\u0627\u0644\u0633\u0644\u0627\u0633\u0644-\u0627\u0644\u0632\u0645\u0646\u064a\u0629-time-series-analysis\/\" \/>\n<meta property=\"og:locale\" content=\"ar_AR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u0623\u0647\u0645 \u0623\u0633\u0627\u0644\u064a\u0628 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 (Time Series Analysis) \u0648\u0623\u0647\u0645 \u0627\u0644\u0628\u0631\u0627\u0645\u062c \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0641\u064a\u0647 - Stat Academy\" \/>\n<meta property=\"og:description\" content=\"\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 (Time Series Analysis) \u064a\u064f\u0639\u062f \u0645\u0646 \u0623\u0647\u0645 \u0641\u0631\u0648\u0639 \u0627\u0644\u0625\u062d\u0635\u0627\u0621 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u064a \u0648\u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u060c \u0648\u064a\u064f\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u062f\u0631\u0627\u0633\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0631\u062a\u0628\u0629 \u0632\u0645\u0646\u064a\u0627\u064b \u0628\u0647\u062f\u0641 \u0641\u0647\u0645 \u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u0627\u062a\u0647\u0627 \u0648\u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0642\u064a\u0645\u0647\u0627 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629. \u062a\u062a\u0648\u0627\u062c\u062f \u0647\u0630\u0647 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0641\u064a \u0645\u064a\u0627\u062f\u064a\u0646 \u0645\u062a\u0639\u062f\u062f\u0629 \u0645\u062b\u0644 \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f (\u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u0623\u0633\u0647\u0645\u060c \u0645\u0639\u062f\u0644\u0627\u062a \u0627\u0644\u062a\u0636\u062e\u0645)\u060c \u0627\u0644\u0637\u0628 (\u062a\u0637\u0648\u0631 \u0627\u0644\u0623\u0645\u0631\u0627\u0636)\u060c \u0627\u0644\u0645\u0646\u0627\u062e (\u062f\u0631\u062c\u0627\u062a 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