\u0645\u0646\u0627\u0642\u0634\u0629 \u0627\u0637\u0631\u0648\u062d\u0629 \u062f\u0643\u062a\u0648\u0631\u0627\u0647 \u0641\u0644\u0633\u0641\u0629 \u0639\u0644\u0648\u0645 \u0627\u0644\u062d\u0627\u0633\u0648\u0628 \u0641\u064a \u0631\u062d\u0627\u0628 \u0643\u0644\u064a\u0629 \u0639\u0644\u0648\u0645 \u0627\u0644\u062d\u0627\u0633\u0648\u0628 \u0648\u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a \u2013 \u0642\u0633\u0645 \u0639\u0644\u0648\u0645 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u00a0\u0628\u0639\u0646\u0648\u0627\u0646<\/p>\n
(IMPROVING A MACHINE LEARNING ALGORITHM FOR MEASURING SOFTWARE QUALITY)<\/p>\n
\u0627\u0633\u062a\u0645\u0631\u0627\u0631\u0627\u064b \u0644\u062d\u0631\u0643\u0629 \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0639\u0644\u0645\u064a \u0648\u0628\u0645\u062a\u0627\u0628\u0639\u0629 \u0648\u062d\u0636\u0648\u0631\u00a0\u0627\u0644\u0633\u064a\u062f\u0629 \u0639\u0645\u064a\u062f \u0643\u0644\u064a\u0629 \u0639\u0644\u0648\u0645 \u0627\u0644\u062d\u0627\u0633\u0648\u0628 \u0648\u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a<\/p>\n
\u0627\u0644\u0623\u0633\u062a\u0627\u0630 \u0627\u0644\u062f\u0643\u062a\u0648\u0631 \u0636\u062d\u0649 \u0628\u0634\u064a\u0631 \u0639\u0628\u062f \u0627\u0644\u0644\u0647 \u0627\u0644\u0645\u062d\u062a\u0631\u0645\u0629<\/strong><\/p>\n \u0627\u0630 \u0646\u0648\u0642\u0634\u062a \u0639\u0644\u0649 \u0642\u0627\u0639\u0629 \u0627\u0644\u0645\u0646\u0627\u0642\u0634\u0629 \u0641\u064a \u0643\u0644\u064a\u0629 \u0639\u0644\u0648\u0645 \u0627\u0644\u062d\u0627\u0633\u0648\u0628 \u0648\u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a \u0641\u064a \u062c\u0627\u0645\u0639\u0629 \u0627\u0644\u0645\u0648\u0635\u0644 \u064a\u0648\u0645 \u0627\u0644\u0627\u062d\u062f \u0627\u0644\u0645\u0648\u0627\u0641\u0642 28\/4\/2024<\/p>\n \u0623\u0637\u0631\u0648\u062d\u0629 \u0627\u0644\u062f\u0643\u062a\u0648\u0631\u0627\u0647 \u0648\u0627\u0644\u0645\u0648\u0633\u0648\u0645\u0629 (\u062a\u062d\u0633\u064a\u0646 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629\u00a0 \u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0627\u064e\u0644\u0629 \u0644\u0642\u064a\u0627\u0633 \u062c\u0648\u062f\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a)<\/p>\n \u0644\u0644\u0637\u0627\u0644\u0628: \u0632\u0643\u0631\u064a\u0627 \u0639\u0628\u062f \u0627\u0644\u0648\u0627\u062d\u062f \u062d\u0645\u064a\u062f \u0628\u0627\u0634\u0631\u0627\u0641 \u0627\u0644\u0623\u0633\u062a\u0627\u0630 \u0627\u0644\u062f\u0643\u062a\u0648\u0631 \u0635\u0641\u0648\u0627\u0646 \u0639\u0645\u0631 \u062d\u0633\u0648\u0646<\/strong><\/p>\n \u062a\u0646\u0627\u0648\u0644\u062a \u0627\u0644\u0623\u0637\u0631\u0648\u062d\u0629 \u0627\u0644\u062a\u064a \u062a\u0642\u062f\u0645 \u0628\u0647\u0627 \u0627\u0644\u0637\u0627\u0644\u0628 (\u0632\u0643\u0631\u064a\u0627 \u0639\u0628\u062f \u0627\u0644\u0648\u0627\u062d\u062f \u062d\u0645\u064a\u062f) \u062a\u062d\u0633\u064a\u0646 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u062a\u0639\u0644\u0645 \u0627\u0644\u0627\u0644\u0629 \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646\u0647\u0627 \u0642\u064a\u0627\u0633 \u062c\u0648\u062f\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0628\u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u062a\u0646\u0628\u0624 \u0639\u064a\u0648\u0628 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a. \u062d\u064a\u062b \u062a\u0645 \u0627\u0642\u062a\u0631\u0627\u062d \u0646\u0648\u0639\u064a\u0646 \u0645\u0646 \u0646\u0645\u0627\u0630\u062c SDP \u00a0\u0627\u0644\u0645\u0628\u0646\u064a\u0629 \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u062a\u0642\u0646\u064a\u0629 \u062a\u0639\u0644\u0645 \u0627\u0644\u0627\u0644\u0629 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0648\u0627\u062c\u0647 \u0646\u0645\u0627\u0630\u062c SDP \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0623\u062f\u0627\u0621 \u062a\u0646\u0628\u0624\u064a \u0639\u0627\u0644\u064a.<\/p>\n \u064a\u062a\u0636\u0645\u0646 \u0627\u0644\u0646\u0648\u0639 \u0627\u0644\u0623\u0648\u0644 \u0627\u0642\u062a\u0631\u0627\u062d \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062d\u0648\u062a \u0627\u0644\u062b\u0646\u0627\u0626\u064a \u0627\u0644\u0647\u062c\u064a\u0646 (BWOA) \u0627\u0633\u062a\u0646\u0627\u062f\u064b\u0627 \u0625\u0644\u0649 \u0648\u0638\u0627\u0626\u0641 \u0646\u0642\u0644 \u0627\u0644\u0634\u0643\u0644 \u0627\u0644\u0645\u0633\u062a\u062f\u0642 \u0644\u062d\u0644 \u0645\u0634\u0643\u0644\u0627\u062a \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0648\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u062d\u064a\u062b \u062a\u0645 \u0627\u0642\u062a\u0631\u0627\u062d \u0646\u0645\u0648\u0630\u062c \u062c\u062f\u064a\u062f \u0644\u0644\u062a\u0646\u0628\u0624 \u0628\u0639\u064a\u0648\u0628 \u0627\u0644\u0628\u0631\u0627\u0645\u062c. \u062a\u0645 \u062a\u062d\u0648\u064a\u0644 \u0642\u064a\u0645 \u0627\u0644\u0645\u062a\u062c\u0647 \u0627\u0644\u062d\u0642\u064a\u0642\u064a \u0627\u0644\u0630\u064a \u064a\u0645\u062b\u0644 \u0627\u0644\u062a\u0634\u0641\u064a\u0631 \u0627\u0644\u0641\u0631\u062f\u064a \u0625\u0644\u0649 \u0645\u062a\u062c\u0647 \u062b\u0646\u0627\u0626\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0623\u0631\u0628\u0639\u0629 \u0645\u0646 \u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u0646\u0642\u0644 \u0630\u0627\u062a \u0627\u0644\u0634\u0643\u0644 \u0627\u0644\u0645\u0633\u062a\u062f\u0642 \u0644\u062a\u0639\u0632\u064a\u0632 \u0623\u062f\u0627\u0621 BWOA \u0648\u062a\u0642\u0644\u064a\u0644 \u0623\u0628\u0639\u0627\u062f \u0641\u0636\u0627\u0621 \u0627\u0644\u0628\u062d\u062b. \u0644\u0623\u0648\u0644 \u0645\u0631\u0629\u060c \u0627\u0639\u062a\u0645\u062f \u0645\u0635\u0646\u0641 \u0627\u0644\u062c\u0627\u0631 \u0627\u0644\u0623\u0642\u0631\u0628 (KNN) \u0639\u0644\u0649 \u0627\u0644\u0645\u0642\u062a\u0631\u062d (T-BWOA) \u0644\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0643\u0641\u0627\u0621\u0629 \u0646\u0645\u0648\u0630\u062c \u0627\u0644 (SDP) \u0627\u0644\u0645\u0642\u062a\u0631\u062d. \u0628\u0639\u062f \u0630\u0644\u0643\u060c \u062a\u0645 \u062a\u0637\u0628\u064a\u0642 \u062b\u0644\u0627\u062b\u0629 \u0645\u0635\u0646\u0641\u0627\u062a \u0642\u064a\u0627\u0633\u064a\u0629\u060c \u0648\u0647\u064a \u0627\u0644\u062a\u062d\u064a\u0632 \u0627\u0644\u0633\u0627\u0630\u062c (NB)\u060c \u0648\u0634\u062c\u0631\u0629 \u0627\u0644\u0642\u0631\u0627\u0631 (DT)\u060c \u0648\u0627\u0644\u063a\u0627\u0628\u0629 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629 (RF)\u060c \u0639\u0644\u0649 (T-BWOA) \u0628\u062f\u0644\u0627\u064b \u0645\u0646 KNN \u0644\u0646\u0641\u0633 \u0627\u0644\u063a\u0631\u0636.<\/p>\n \u0623\u0645\u0627 \u0627\u0644\u0646\u0648\u0639 \u0627\u0644\u062b\u0627\u0646\u064a \u0641\u064a\u0634\u0645\u0644 \u062a\u0647\u062c\u064a\u0646 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0627\u0644\u0623\u0631\u0627\u0646\u0628 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629 (ARO) \u0645\u0639 \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0645\u0639\u062f\u0644\u0629 \u0644\u0644\u0627\u0631\u062a\u0628\u0627\u0637 \u0627\u0644\u0648\u0638\u064a\u0641\u064a \u0644\u0644\u0645\u062a\u062c\u0647 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a (MRVFL) \u0648\u0630\u0644\u0643 \u0628\u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u0646\u0647\u062c\u064a\u0646. \u064a\u0639\u062a\u0645\u062f \u0627\u0644\u0646\u0647\u062c \u0627\u0644\u0623\u0648\u0644 \u0639\u0644\u0649 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0627\u0644\u0647\u062f\u0641 \u0627\u0644\u0648\u0627\u062d\u062f (SARO) \u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (MRVFL) , \u0628\u064a\u0646\u0645\u0627 \u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (MRVFL) \u0623\u064a\u0636\u064b\u0627\u060c \u0648\u0630\u0644\u0643 \u0628\u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0623\u0647\u062f\u0627\u0641 (MARO) .\u062a\u062a\u0636\u0645\u0646 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0636\u0628\u0637 \u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0634\u0628\u0643\u0629 \u0648\u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u0627\u062e\u0631\u0649 \u0644\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (MRVFL) \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0642\u064a\u0645\u0629 \u0627\u0644\u0644\u064a\u0627\u0642\u0629. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0646\u0645\u0648\u0630\u062c (SARO-MRVFL)\u060c \u064a\u062a\u0645 \u062a\u0645\u062b\u064a\u0644 \u0642\u064a\u0645\u0629 \u0627\u0644\u0644\u064a\u0627\u0642\u0629 \u0628\u0647\u062f\u0641 \u0648\u0627\u062d\u062f \u0641\u0642\u0637\u061b \u0628\u064a\u0646\u0645\u0627 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0646\u0645\u0648\u0630\u062c (MARO-MRVFL) \u0641\u0625\u0646 \u0642\u064a\u0645\u0629 \u0627\u0644\u0644\u064a\u0627\u0642\u0629 \u062a\u062a\u0645\u062b\u0644 \u0628\u062b\u0644\u0627\u062b\u0629 \u0623\u0647\u062f\u0627\u0641.<\/p>\n \u062a\u0645 \u062a\u0642\u064a\u064a\u0645 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0642\u062a\u0631\u062d\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0639\u0634\u0631 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0642\u064a\u0627\u0633\u064a\u0629 \u0644\u0644\u062a\u0646\u0628\u0624 \u0628\u0639\u064a\u0648\u0628 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0645\u0646 \u0645\u0633\u062a\u0648\u062f\u0639\u0627\u062a \u0646\u0627\u0633\u0627. \u062a\u062d\u062a\u0648\u064a \u0643\u0644 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0644\u0649 \u0639\u062f\u062f \u0645\u062e\u062a\u0644\u0641 \u0645\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0648\u0627\u0644\u0623\u0646\u0645\u0627\u0637. \u0643\u0645\u0627 \u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0633\u0628\u0639\u0629 \u0645\u0642\u0627\u064a\u064a\u0633 \u062a\u0642\u064a\u064a\u0645 \u0644\u062a\u0642\u064a\u064a\u0645 \u0641\u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0642\u062a\u0631\u062d\u0629. \u0623\u0638\u0647\u0631\u062a \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u062a\u062c\u0631\u064a\u0628\u064a\u0629 \u0623\u0646 \u0623\u062f\u0627\u0621 T2-BWOA-KNN \u0623\u0646\u062a\u062c \u0646\u062a\u0627\u0626\u062c \u0648\u0627\u0639\u062f\u0629 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u0623\u062e\u0631\u0649 \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0639\u0634\u0631 \u0637\u0631\u0642 \u0645\u0646 \u0627\u0644\u0623\u062f\u0628\u064a\u0627\u062a. \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0630\u0644\u0643\u060c \u0643\u0627\u0646 \u0623\u062f\u0627\u0621 \u0627\u0644\u0645\u0635\u0646\u0641\u0627\u062a NB \u0648 DT \u0648 RF \u0639\u0644\u0649 (T-BWOA) \u0645\u0642\u0628\u0648\u0644\u0627\u064b \u0645\u0639 \u0648\u062c\u0648\u062f \u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a 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