{"id":7815,"date":"2025-05-05T16:56:23","date_gmt":"2025-05-05T13:56:23","guid":{"rendered":"https:\/\/homs-univ.edu.sy\/rags\/?page_id=7815"},"modified":"2025-05-05T17:30:04","modified_gmt":"2025-05-05T14:30:04","slug":"%d8%aa%d8%ad%d8%b3%d9%8a%d9%86-%d8%aa%d9%86%d8%a8%d8%a4%d8%a7%d8%aa-%d8%a3%d9%86%d8%b8%d9%85%d8%a9-%d8%a7%d9%84%d8%aa%d9%88%d8%b5%d9%8a%d8%a9-%d8%a8%d8%a7%d8%b3%d8%aa%d8%ae%d8%af%d8%a7%d9%85-%d9%86","status":"publish","type":"page","link":"https:\/\/homs-univ.edu.sy\/rags\/%d8%aa%d8%ad%d8%b3%d9%8a%d9%86-%d8%aa%d9%86%d8%a8%d8%a4%d8%a7%d8%aa-%d8%a3%d9%86%d8%b8%d9%85%d8%a9-%d8%a7%d9%84%d8%aa%d9%88%d8%b5%d9%8a%d8%a9-%d8%a8%d8%a7%d8%b3%d8%aa%d8%ae%d8%af%d8%a7%d9%85-%d9%86","title":{"rendered":"\u062a\u062d\u0633\u064a\u0646 \u062a\u0646\u0628\u0624\u0627\u062a \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0648\u0635\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0627\u0630\u062c \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629"},"content":{"rendered":"

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Improving Recommendation Systems\u2019 Predictions Using Machine Learning Models<\/p>\n

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\u0627\u0644\u0645\u0646\u0647\u062c\u064a\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629<\/strong>\u00a0\u0647\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0651\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u0646\u0638\u0627\u0645 \u0627\u0644\u062a\u0648\u0635\u064a\u0629 NeuMF \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0643\u0627\u0645\u0644 \u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0639\u0637\u064a\u0627\u062a \u0648\u062e\u0627\u0635\u0629 \u0627\u0644\u0646\u0635\u064a\u0629 \u0645\u0646\u0647\u0627 \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0623\u0641\u0636\u0644 \u0623\u062f\u0627\u0621 \u062a\u0646\u0628\u0624\u064a \u0628\u0627\u0644\u062a\u0642\u064a\u064a\u0645\u0627\u062a. \u062a\u064f\u0642\u062f\u0651\u0650\u0645 \u0627\u0644\u062f\u0631\u0627\u0633\u0629 \u0646\u0645\u0648\u0630\u062c\u064b\u0627 \u0645\u0642\u062a\u0631\u062d\u064b\u0627 NeuMF-XT \u0648\u0627\u0644\u0630\u064a \u062a\u0645\u0651 \u0641\u064a\u0647 \u062a\u0639\u062f\u064a\u0644 \u0628\u0646\u064a\u0629 \u0646\u0638\u0627\u0645 NeuMF \u0628\u0625\u0636\u0627\u0641\u0629 \u0637\u0628\u0642\u0627\u062a \u0627\u0644\u062a\u0633\u0648\u064a\u0629 \u0628\u0627\u0644\u062f\u0641\u0639\u0627\u062a \u0648\u0627\u0644\u0625\u0633\u0642\u0627\u0637\u060c \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0648\u0630\u062c \u062a\u0639\u0644\u0651\u0645 \u0627\u0644\u0622\u0644\u0629 XGBoost \u0644\u062a\u0643\u062f\u064a\u0633 \u0643\u0644 \u0645\u0646 MLP_all \u0648GMF \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0646\u0645\u0648\u0630\u062c \u0645\u064f\u062d\u064e\u0633\u0651\u064e\u0646 NeuMF_XGBoost \u0648\u0627\u0644\u0630\u064a \u062a\u0645 \u0631\u0628\u0637\u0647 \u0645\u0639 \u0646\u0645\u0648\u0630\u062c \u0639\u0635\u0628\u0648\u0646\u064a \u0646\u0635\u064a ConvBiLSTMAtt_all \u0648\u0627\u0644\u0630\u064a \u064a\u0633\u062a\u0641\u064a\u062f \u0645\u0646 \u0642\u062f\u0631\u0629 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 \u0641\u064a \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0648\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u062f\u0644\u0627\u0644\u064a\u0629 \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0648\u0642\u062f\u0631\u0629 BiLSTM \u0639\u0644\u0649 \u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f\u064a\u0627\u062a \u0627\u0644\u0637\u0648\u064a\u0644\u0629 \u0628\u064a\u0646 \u0645\u064a\u0632\u0627\u062a \u0627\u0644\u062f\u062e\u0644 \u0627\u0644\u0646\u0635\u064a\u0629\u060c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0642\u062f\u0631\u0629 \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647 \u0641\u064a \u062a\u0642\u062f\u064a\u0645 \u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647 \u0625\u0644\u0649 \u062e\u0631\u062c BiLSTM \u0644\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0623\u0647\u0645 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0641\u062a\u0627\u062d\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u064f\u0639\u0628\u0631 \u0639\u0646 \u0645\u0634\u0627\u0639\u0631 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0645\u062a\u0645\u062b\u0644\u0629 \u0628\u0627\u0644\u062a\u0642\u064a\u064a\u0645\u0627\u062a.<\/p>\n

\u0623\u0638\u0647\u0631\u062a \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u062a\u0641\u0648\u0651\u064f\u0642 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u064f\u0642\u062a\u064e\u0631\u064e\u062d\u0629 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0645\u0639\u0637\u064a\u0627\u062a \u0627\u0644\u062b\u0644\u0627\u062b \u0648\u0647\u064a Book Crossing\u060c Amazon Gift Cards\u060c Shopify App Store \u0648\u0630\u0644\u0643 \u0628\u0646\u0633\u0628 \u062a\u062e\u0641\u064a\u0636 \u0644\u0644\u062e\u0637\u0623 \u062a\u0633\u0627\u0648\u064a -42.39%\u060c
\n-61.82%\u060c -65.15% \u0628\u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0645\u0639 \u0645\u0642\u064a\u0627\u0633 \u0627\u0644\u062e\u0637\u0623 RMSE \u0644\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u0623\u0633\u0627\u0633 NeuMF \u0648\u0628\u0646\u0633\u0628 \u062a\u062e\u0641\u064a\u0636 \u0644\u0644\u062e\u0637\u0623 \u062a\u0633\u0627\u0648\u064a -72.51%\u060c -69.23%\u060c -85.77% \u0628\u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0645\u0639 \u0645\u0642\u064a\u0627\u0633 \u0627\u0644\u062e\u0637\u0623 MAE \u0644\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u0623\u0633\u0627\u0633 NeuMF.<\/p>\n

 <\/p>\n

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\u062a\u062d\u0645\u064a\u0644 \u0627\u0644\u0628\u062d\u062b<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"

\u0627\u0633\u0645 \u0627\u0644\u0628\u0627\u062d\u062b: \u0645. \u0645\u062d\u0645\u062f \u0647\u064a\u062b\u0645 \u062f\u064a\u0628 \u0627\u0633\u0645 \u0627\u0644\u0645\u0634\u0631\u0641: \u0623.\u00a0\u062f. \u0646\u0627\u0635\u0631 \u0623\u0628\u0648 \u0635\u0627\u0644\u062d \u0627\u0644\u0639\u0646\u0648\u0627\u0646: \u062a\u062d\u0633\u064a\u0646 \u062a\u0646\u0628\u0624\u0627\u062a \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0648\u0635\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0627\u0630\u062c \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 \u0627\u0644\u0639\u0646\u0648\u0627\u0646 \u0628\u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0625\u0646\u0643\u0644\u064a\u0632\u064a\u0629: Improving Recommendation Systems\u2019 Predictions Using Machine Learning Models \u0627\u0644\u0639\u0627\u0645:2024 \u0627\u0644\u0642\u0633\u0645:\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0648\u0646\u0638\u0645 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u0644\u062e\u0635: \u0645\u0646 \u0623\u0643\u062b\u0631 \u0623\u0635\u0646\u0627\u0641 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0648\u0635\u064a\u0629 \u0634\u0647\u0631\u0629\u064b \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u064b\u0627 \u0647\u064a \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0648\u0635\u064a\u0629 \u0627\u0644\u0645\u064f\u0639\u062a\u064e\u0645\u0650\u062f\u0629 \u0639\u0644\u0649 \u0627\u0644\u0641\u0644\u062a\u0631\u0629 \u0627\u0644\u062a\u0639\u0627\u0648\u0646\u064a\u0629 Collaborative Filtering (CF)\u060c …<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-7815","page","type-page","status-publish","has-post-thumbnail","hentry"],"_links":{"self":[{"href":"https:\/\/homs-univ.edu.sy\/rags\/wp-json\/wp\/v2\/pages\/7815","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/homs-univ.edu.sy\/rags\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/homs-univ.edu.sy\/rags\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/homs-univ.edu.sy\/rags\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/homs-univ.edu.sy\/rags\/wp-json\/wp\/v2\/comments?post=7815"}],"version-history":[{"count":2,"href":"https:\/\/homs-univ.edu.sy\/rags\/wp-json\/wp\/v2\/pages\/7815\/revisions"}],"predecessor-version":[{"id":7817,"href":"https:\/\/homs-univ.edu.sy\/rags\/wp-json\/wp\/v2\/pages\/7815\/revisions\/7817"}],"wp:attachment":[{"href":"https:\/\/homs-univ.edu.sy\/rags\/wp-json\/wp\/v2\/media?parent=7815"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}