Wilcoxon Test for Paired Differences
In order to compare two matched samples we have two major possibilities: the t test for matched pairs if the differences of the pairs are normally distributed, and the signed rank test of Wilcoxon if the differences are not normally distributed.
The Wilcoxon test can be used to check whether the differences of matched pairs are distributed symmetrically around the median (provided that the median of the differences is zero). If the null hypothesis has to be rejected then either the medians are not equal, or the samples origin from two different distributions.
In order to perform the test one has first to calculate the pairwise differences between the N observations of the two groups. Pairs whose difference is zero will be discarded. The remaining M differences have to be sorted and ranked according to their absolute values. The ranks of tied differences have to be averaged. Next, the ranks of all positive and of all negative differences are summed up. The smaller of the two sums gives the test statistic W.
The null hypothesis has to be rejected if the statistic W is less than the critical limit Wα. The critical limits for two-tailed tests are listed in the following table (taken from McCornack 1965 ):
M |
α=0.1 |
α=0.05% |
α=0.02% |
α=0.01% |
α=0.001% |
6 | 2 | 0 | 0 | 0 | 0 |
7 | 3 | 2 | 0 | 0 | 0 |
8 | 5 | 3 | 1 | 0 | 0 |
9 | 8 | 5 | 3 | 1 | 0 |
10 | 10 | 8 | 5 | 3 | 0 |
11 | 13 | 10 | 7 | 5 | 0 |
12 | 17 | 13 | 9 | 7 | 1 |
13 | 21 | 17 | 12 | 9 | 2 |
14 | 25 | 21 | 15 | 12 | 4 |
15 | 30 | 25 | 19 | 15 | 6 |
16 | 35 | 29 | 23 | 19 | 8 |
17 | 41 | 34 | 27 | 23 | 11 |
18 | 47 | 40 | 32 | 27 | 14 |
19 | 53 | 46 | 37 | 32 | 18 |
20 | 60 | 52 | 43 | 37 | 21 |
21 | 67 | 58 | 49 | 42 | 25 |
22 | 75 | 65 | 55 | 48 | 30 |
23 | 83 | 73 | 62 | 54 | 35 |
24 | 91 | 81 | 69 | 61 | 40 |
25 | 100 | 89 | 76 | 68 | 45 |
26 | 110 | 98 | 84 | 75 | 51 |
27 | 119 | 107 | 92 | 83 | 57 |
28 | 130 | 116 | 101 | 91 | 64 |
29 | 140 | 126 | 110 | 100 | 71 |
30 | 151 | 137 | 120 | 109 | 78 |
31 | 163 | 147 | 130 | 118 | 86 |
32 | 175 | 159 | 140 | 128 | 94 |
33 | 187 | 170 | 151 | 138 | 102 |
34 | 200 | 182 | 162 | 148 | 111 |
35 | 213 | 195 | 173 | 159 | 120 |
36 | 227 | 208 | 185 | 171 | 130 |
37 | 241 | 221 | 198 | 182 | 140 |
38 | 256 | 235 | 211 | 194 | 150 |
39 | 271 | 249 | 224 | 207 | 161 |
40 | 286 | 264 | 238 | 220 | 172 |
41 | 302 | 279 | 252 | 233 | 183 |
42 | 319 | 294 | 266 | 247 | 195 |
43 | 336 | 310 | 281 | 261 | 207 |
44 | 353 | 327 | 296 | 276 | 220 |
45 | 371 | 343 | 312 | 291 | 233 |
46 | 389 | 361 | 328 | 307 | 246 |
47 | 407 | 378 | 345 | 322 | 260 |
48 | 426 | 396 | 362 | 339 | 274 |
49 | 446 | 415 | 379 | 355 | 289 |
50 | 466 | 434 | 397 | 373 | 304 |
51 | 486 | 453 | 416 | 390 | 319 |
52 | 507 | 473 | 434 | 408 | 335 |
53 | 529 | 494 | 454 | 427 | 351 |
54 | 550 | 514 | 473 | 445 | 368 |
55 | 573 | 536 | 493 | 465 | 385 |
56 | 595 | 557 | 514 | 484 | 402 |
57 | 618 | 579 | 535 | 504 | 420 |
58 | 642 | 602 | 556 | 525 | 438 |
59 | 666 | 625 | 578 | 546 | 457 |
60 | 690 | 648 | 600 | 567 | 476 |
61 | 715 | 672 | 623 | 589 | 495 |
62 | 741 | 697 | 646 | 611 | 515 |
63 | 767 | 721 | 669 | 634 | 535 |
64 | 793 | 747 | 693 | 657 | 556 |
65 | 820 | 772 | 718 | 681 | 577 |
66 | 847 | 798 | 742 | 705 | 599 |
67 | 875 | 825 | 768 | 729 | 621 |
68 | 903 | 852 | 793 | 754 | 643 |
69 | 931 | 879 | 819 | 779 | 666 |
70 | 960 | 907 | 846 | 805 | 689 |
71 | 990 | 936 | 873 | 831 | 712 |
72 | 1020 | 964 | 901 | 858 | 736 |
73 | 1050 | 994 | 928 | 884 | 761 |
74 | 1081 | 1023 | 957 | 912 | 786 |
75 | 1112 | 1053 | 986 | 940 | 811 |
76 | 1144 | 1084 | 1015 | 968 | 836 |
77 | 1176 | 1115 | 1044 | 997 | 862 |
78 | 1209 | 1147 | 1075 | 1026 | 889 |
79 | 1242 | 1179 | 1105 | 1056 | 916 |
80 | 1276 | 1211 | 1136 | 1086 | 943 |
81 | 1310 | 1244 | 1168 | 1116 | 971 |
82 | 1345 | 1277 | 1200 | 1147 | 999 |
83 | 1380 | 1311 | 1232 | 1178 | 1028 |
84 | 1415 | 1345 | 1265 | 1210 | 1057 |
85 | 1451 | 1380 | 1298 | 1242 | 1086 |
86 | 1487 | 1415 | 1332 | 1275 | 1116 |
87 | 1524 | 1451 | 1366 | 1308 | 1146 |
88 | 1561 | 1487 | 1400 | 1342 | 1177 |
89 | 1599 | 1523 | 1435 | 1376 | 1208 |
90 | 1638 | 1560 | 1471 | 1410 | 1240 |
91 | 1676 | 1597 | 1507 | 1445 | 1271 |
92 | 1715 | 1635 | 1543 | 1480 | 1304 |
93 | 1755 | 1674 | 1580 | 1516 | 1337 |
94 | 1795 | 1712 | 1617 | 1552 | 1370 |
95 | 1836 | 1752 | 1655 | 1589 | 1404 |
96 | 1877 | 1791 | 1693 | 1626 | 1438 |
97 | 1918 | 1832 | 1731 | 1664 | 1472 |
98 | 1960 | 1872 | 1770 | 1702 | 1507 |
99 | 2003 | 1913 | 1810 | 1740 | 1543 |
100 | 2045 | 1955 | 1850 | 1779 | 1578 |
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