{"id":1595,"date":"2023-07-25T17:34:04","date_gmt":"2023-07-25T17:34:04","guid":{"rendered":"https:\/\/statorials.org\/ar\/%d8%a7%d8%ae%d8%aa%d8%a8%d8%a7%d8%b1-%d8%a8%d9%8a%d8%ab%d9%88%d9%86-nemenyi\/"},"modified":"2023-07-25T17:34:04","modified_gmt":"2023-07-25T17:34:04","slug":"%d8%a7%d8%ae%d8%aa%d8%a8%d8%a7%d8%b1-%d8%a8%d9%8a%d8%ab%d9%88%d9%86-nemenyi","status":"publish","type":"post","link":"https:\/\/statorials.org\/ar\/%d8%a7%d8%ae%d8%aa%d8%a8%d8%a7%d8%b1-%d8%a8%d9%8a%d8%ab%d9%88%d9%86-nemenyi\/","title":{"rendered":"\u0643\u064a\u0641\u064a\u0629 \u0625\u062c\u0631\u0627\u0621 \u0627\u062e\u062a\u0628\u0627\u0631 nemenyi post-hoc \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646"},"content":{"rendered":"

<\/p>\n

\n

\u0627\u062e\u062a\u0628\u0627\u0631 \u0641\u0631\u064a\u062f\u0645\u0627\u0646<\/a> \u0647\u0648 \u0628\u062f\u064a\u0644 \u063a\u064a\u0631 \u0645\u0639\u0644\u0645\u064a \u0644\u0644\u0642\u064a\u0627\u0633\u0627\u062a \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 ANOVA<\/a> . \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647 \u0644\u062a\u062d\u062f\u064a\u062f \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0647\u0646\u0627\u0643 \u0641\u0631\u0642 \u0630\u0648 \u062f\u0644\u0627\u0644\u0629 \u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0628\u064a\u0646 \u0645\u062a\u0648\u0633\u0637\u0627\u062a \u062b\u0644\u0627\u062b \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0623\u0648 \u0623\u0643\u062b\u0631 \u062a\u0638\u0647\u0631 \u0641\u064a\u0647\u0627 \u0646\u0641\u0633 \u0627\u0644\u0645\u0648\u0627\u0636\u064a\u0639 \u0641\u064a \u0643\u0644 \u0645\u062c\u0645\u0648\u0639\u0629 \u0623\u0645 \u0644\u0627.<\/span><\/p>\n

\u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0627\u0644\u0642\u064a\u0645\u0629 p \u0645\u0646 \u0627\u062e\u062a\u0628\u0627\u0631 \u0641\u0631\u064a\u062f\u0645\u0627\u0646 \u0630\u0627\u062a \u062f\u0644\u0627\u0644\u0629 \u0625\u062d\u0635\u0627\u0626\u064a\u0629\u060c \u0641\u064a\u0645\u0643\u0646\u0646\u0627 \u0625\u062c\u0631\u0627\u0621 \u0627\u062e\u062a\u0628\u0627\u0631 Nemenyi \u0627\u0644\u0644\u0627\u062d\u0642<\/strong> \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0628\u0627\u0644\u0636\u0628\u0637.<\/span><\/p>\n

\u064a\u0648\u0636\u062d \u0627\u0644\u0645\u062b\u0627\u0644 \u0627\u0644\u062a\u0627\u0644\u064a \u062e\u0637\u0648\u0629 \u0628\u062e\u0637\u0648\u0629 \u0643\u064a\u0641\u064a\u0629 \u0625\u062c\u0631\u0627\u0621 \u0627\u062e\u062a\u0628\u0627\u0631 Nemenyi \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646.<\/span><\/p>\n

\u0627\u0644\u062e\u0637\u0648\u0629 1: \u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong><\/h3>\n

\u0644\u0646\u0641\u062a\u0631\u0636 \u0623\u0646 \u0623\u062d\u062f \u0627\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u064a\u0631\u064a\u062f \u0645\u0639\u0631\u0641\u0629 \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0623\u0648\u0642\u0627\u062a \u0631\u062f \u0641\u0639\u0644 \u0627\u0644\u0645\u0631\u0636\u0649 \u0645\u062a\u0633\u0627\u0648\u064a\u0629 \u0645\u0639 \u062b\u0644\u0627\u062b\u0629 \u0623\u062f\u0648\u064a\u0629 \u0645\u062e\u062a\u0644\u0641\u0629. \u0648\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0630\u0644\u0643\u060c \u0642\u0627\u0645 \u0628\u0642\u064a\u0627\u0633 \u0632\u0645\u0646 \u0631\u062f \u0627\u0644\u0641\u0639\u0644 (\u0628\u0627\u0644\u062b\u0648\u0627\u0646\u064a) \u0644\u0639\u0634\u0631\u0629 \u0645\u0631\u0636\u0649 \u0645\u062e\u062a\u0644\u0641\u064a\u0646 \u0644\u0643\u0644 \u062f\u0648\u0627\u0621 \u0645\u0646 \u0627\u0644\u0623\u062f\u0648\u064a\u0629 \u0627\u0644\u062b\u0644\u0627\u062b\u0629.<\/span><\/p>\n

\u064a\u0645\u0643\u0646\u0646\u0627 \u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u062c\u062f\u0627\u0648\u0644 \u0627\u0644\u062b\u0644\u0627\u062b\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0623\u0648\u0642\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0644\u0643\u0644 \u0645\u0631\u064a\u0636 \u0639\u0644\u0649 \u0643\u0644 \u0645\u0646 \u0627\u0644\u0623\u062f\u0648\u064a\u0629 \u0627\u0644\u062b\u0644\u0627\u062b\u0629:<\/span><\/p>\n

 group1 = [4, 6, 3, 4, 3, 2, 2, 7, 6, 5]\ngroup2 = [5, 6, 8, 7, 7, 8, 4, 6, 4, 5]\ngroup3 = [2, 2, 5, 3, 2, 2, 1, 4, 3, 2]<\/strong><\/pre>\n
 \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629: \u0625\u062c\u0631\u0627\u0621 \u0627\u062e\u062a\u0628\u0627\u0631 \u0641\u0631\u064a\u062f\u0645\u0627\u0646<\/strong><\/h3>\n
 \u0628\u0639\u062f \u0630\u0644\u0643\u060c \u0633\u0646\u0642\u0648\u0645 \u0628\u0625\u062c\u0631\u0627\u0621 \u0627\u062e\u062a\u0628\u0627\u0631 \u0641\u0631\u064a\u062f\u0645\u0627\u0646 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062f\u0627\u0644\u0629 Friedmanchisquare()<\/a> \u0645\u0646 \u0645\u0643\u062a\u0628\u0629 scipy.stats:<\/span><\/p>\n
 from<\/span> scipy import<\/span> stats\n\n#perform Friedman Test\n<\/span>stats. friedmanchisquare<\/span> (group1, group2, group3)\n\nFriedmanchisquareResult(statistic=13.3513513, pvalue=0.00126122012)<\/strong><\/pre>\n
 \u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u062e\u062a\u0628\u0627\u0631 \u0641\u0631\u064a\u062f\u0645\u0627\u0646 \u0627\u0644\u0641\u0631\u0636\u064a\u0627\u062a \u0627\u0644\u0635\u0641\u0631\u064a\u0629 \u0648\u0627\u0644\u0628\u062f\u064a\u0644\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/span><\/p>\n
 \u0627\u0644\u0641\u0631\u0636\u064a\u0629 \u0627\u0644\u0635\u0641\u0631\u064a\u0629 (H 0<\/sub> ):<\/strong> \u0645\u062a\u0648\u0633\u0637 \u0643\u0644 \u0645\u062c\u062a\u0645\u0639 \u0645\u062a\u0633\u0627\u0648\u064a.<\/span><\/p>\n
 \u0627\u0644\u0641\u0631\u0636\u064a\u0629 \u0627\u0644\u0628\u062f\u064a\u0644\u0629: (Ha):<\/strong> \u064a\u0648\u062c\u062f \u0648\u0633\u0637 \u0645\u062c\u062a\u0645\u0639\u064a \u0648\u0627\u062d\u062f \u0639\u0644\u0649 \u0627\u0644\u0623\u0642\u0644 \u064a\u062e\u062a\u0644\u0641 \u0639\u0646 \u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0627\u062a \u0627\u0644\u0623\u062e\u0631\u0649.<\/span><\/p>\n
 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0625\u062d\u0635\u0627\u0626\u064a\u0627\u062a \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0647\u064a 13.35135<\/strong> \u0648\u0627\u0644\u0642\u064a\u0645\u0629 p \u0627\u0644\u0645\u0642\u0627\u0628\u0644\u0629 \u0647\u064a 0.00126<\/strong> . \u0648\u0628\u0645\u0627 \u0623\u0646 \u0647\u0630\u0647 \u0627\u0644\u0642\u064a\u0645\u0629 p \u0623\u0642\u0644 \u0645\u0646 0.05\u060c \u064a\u0645\u0643\u0646\u0646\u0627 \u0631\u0641\u0636 \u0627\u0644\u0641\u0631\u0636\u064a\u0629 \u0627\u0644\u0635\u0641\u0631\u064a\u0629 \u0627\u0644\u0642\u0627\u0626\u0644\u0629 \u0628\u0623\u0646 \u0645\u062a\u0648\u0633\u0637 \u0648\u0642\u062a \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0647\u0648 \u0646\u0641\u0633\u0647 \u0644\u062c\u0645\u064a\u0639 \u0627\u0644\u0623\u062f\u0648\u064a\u0629 \u0627\u0644\u062b\u0644\u0627\u062b\u0629.<\/span><\/p>\n
 \u0628\u0645\u0639\u0646\u0649 \u0622\u062e\u0631\u060c \u0644\u062f\u064a\u0646\u0627 \u0645\u0627 \u064a\u0643\u0641\u064a \u0645\u0646 \u0627\u0644\u0623\u062f\u0644\u0629 \u0644\u0646\u0633\u062a\u0646\u062a\u062c \u0623\u0646 \u0646\u0648\u0639 \u0627\u0644\u062f\u0648\u0627\u0621 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u064a\u0633\u0628\u0628 \u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0630\u0627\u062a \u062f\u0644\u0627\u0644\u0629 \u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0641\u064a \u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629.<\/span><\/p>\n
 \u0627\u0644\u062e\u0637\u0648\u0629 3: \u0625\u062c\u0631\u0627\u0621 \u0627\u062e\u062a\u0628\u0627\u0631 Nemenyi<\/strong><\/span><\/h3>\n
 \u0648\u0645\u0646 \u062b\u0645 \u064a\u0645\u0643\u0646\u0646\u0627 \u0625\u062c\u0631\u0627\u0621 \u0627\u062e\u062a\u0628\u0627\u0631 Nemenyi \u0627\u0644\u0644\u0627\u062d\u0642 \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u062a\u064a \u0644\u062f\u064a\u0647\u0627 \u0648\u0633\u0627\u0626\u0644 \u0645\u062e\u062a\u0644\u0641\u0629 \u0628\u0627\u0644\u0636\u0628\u0637.<\/span><\/p>\n
 \u0644\u0644\u0642\u064a\u0627\u0645 \u0628\u0630\u0644\u0643\u060c \u0646\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062a\u062b\u0628\u064a\u062a \u0645\u0643\u062a\u0628\u0629 scikit-posthocs:<\/span><\/p>\n
 pip<\/span> install scikit-posthocs\n<\/span><\/span><\/strong><\/pre>\n
 \u0628\u0639\u062f \u0630\u0644\u0643\u060c \u0633\u0646\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u062f\u0627\u0644\u0629 posthoc_nemenyi_friedman()<\/strong> \u0644\u0625\u062c\u0631\u0627\u0621 \u0627\u062e\u062a\u0628\u0627\u0631 Nemenyi \u0627\u0644\u0644\u0627\u062d\u0642:<\/span><\/p>\n
 import<\/span> scikit_posthocs as<\/span> sp\nimport<\/span> numpy as<\/span> np\n\n#combine three groups into one array\n<\/span>data = np. array<\/span> ([group1, group2, group3])\n\n#perform Nemenyi post-hoc test\n<\/span>sp. posthoc_nemenyi_friedman<\/span> ( data.T<\/span> )\n\n\t0 1 2\n0 1.000000 0.437407 0.065303\n1 0.437407 1.000000 0.001533\n2 0.065303 0.001533 1.000000\n<\/span><\/span><\/strong><\/pre>\n
 \u0645\u0644\u0627\u062d\u0638\u0629:<\/strong> \u0643\u0627\u0646 \u0639\u0644\u064a\u0646\u0627 \u062a\u0628\u062f\u064a\u0644 \u0627\u0644\u0645\u0635\u0641\u0648\u0641\u0629 numpy (data.T) \u0644\u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0644\u0627\u062d\u0642 \u0628\u0634\u0643\u0644 \u0635\u062d\u064a\u062d.<\/span><\/p>\n
 \u064a\u064f\u0631\u062c\u0639 \u0627\u062e\u062a\u0628\u0627\u0631 Nemeyi \u0627\u0644\u0644\u0627\u062d\u0642 \u0627\u0644\u0642\u064a\u0645 p \u0644\u0643\u0644 \u0645\u0642\u0627\u0631\u0646\u0629 \u0632\u0648\u062c\u064a\u0629 \u0644\u0644\u0648\u0633\u0627\u0626\u0644. \u0645\u0646 \u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u064a\u0645\u0643\u0646\u0646\u0627 \u0623\u0646 \u0646\u0631\u0649 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/span><\/p>\n
    \n
  •  \u0642\u064a\u0645\u0629 P \u0644\u0644\u0645\u062c\u0645\u0648\u0639\u0629 0 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629 1: 0.4374<\/strong><\/span><\/li>\n
  •  \u0642\u064a\u0645\u0629 P \u0644\u0644\u0645\u062c\u0645\u0648\u0639\u0629 0 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629 2: 0.0653<\/strong><\/span><\/li>\n
  •  \u0642\u064a\u0645\u0629 P \u0644\u0644\u0645\u062c\u0645\u0648\u0639\u0629 1 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629 2: 0.0015<\/strong><\/span><\/li>\n<\/ul>\n
     \u0639\u0646\u062f \u03b1 = 0.05\u060c \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u062a\u0627\u0646 \u0627\u0644\u0648\u062d\u064a\u062f\u062a\u0627\u0646 \u0627\u0644\u0644\u062a\u0627\u0646 \u0644\u0647\u0645\u0627 \u0648\u0633\u0627\u0626\u0644 \u0645\u062e\u062a\u0644\u0641\u0629 \u0628\u0634\u0643\u0644 \u0645\u0644\u062d\u0648\u0638 \u0625\u062d\u0635\u0627\u0626\u064a\u064b\u0627 \u0647\u0645\u0627 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629 1 \u0648\u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629 2.<\/span><\/p>\n
     \u0645\u0644\u0627\u062d\u0638\u0629:<\/strong> \u0642\u0627\u0645 \u0627\u062e\u062a\u0628\u0627\u0631 Nemenyi \u0628\u062a\u062d\u0648\u064a\u0644 \u0631\u0642\u0645 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 1\u060c 2\u060c 3 \u0625\u0644\u0649 0\u060c 1\u060c 2. \u0644\u0630\u0627 \u0641\u0625\u0646 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0635\u0644\u064a\u0629 \u0648\u0627\u0644\u062a\u064a \u062a\u062e\u062a\u0644\u0641 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0647\u064a \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u062a\u0627\u0646 2 \u06483.<\/span><\/em><\/p>\n","protected":false},"excerpt":{"rendered":"
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