< Formelsammlung Statistik
Binomialverteilung (Wahrscheinlichkeitsfunktion)

n

x
p=
0,01
...
0,05

0,1

0,2

0,25

0,3

0,5
200,98010,90250,810,640,56250,490,25
10,01980,0950,180,320,3750,420,5
20,00010,00250,010,040,06250,090,25
300,97030,85740,7290,5120,42190,3430,125
10,02940,13540,2430,3840,42190,4410,375
20,00030,00710,0270,09600,14060,1890,375
300,00010,0010,0080,01560,0270,125
400,96060,81450,65610,40960,31640,24010,0625
10,03880,17150,29160,40960,42190,41160,25
20,00060,01350,04860,15360,21090,26460,375
300,00050,00360,02560,04690,07560,25
4000,00010,00160,00390,00810,0625
500,9510,77380,59050,32770,23730,16810,0313
10,0480,20360,32810,40960,39550,36020,1563
20,0010,02140,07290,20480,26370,30870,3125
300,00110,00810,05120,08790,13230,3125
4000,00050,00640,01460,02840,1563
50000,00030,0010,00240,0313
600,94150,73510,53140,26210,1780,11760,0156
10,05710,23210,35430,39320,3560,30250,0938
20,00140,03050,09840,24580,29660,32410,2344
300,00210,01460,08190,13180,18520,3125
400,00010,00120,01540,0330,05950,2344
5000,00010,00150,00440,01020,0938
60000,00010,00020,00070,0156
700,93210,69830,47830,20970,13350,08240,0078
10,06590,25730,3720,3670,31150,24710,0547
20,0020,04060,1240,27530,31150,31770,1641
300,00360,0230,11470,1730,22690,2734
400,00020,00260,02870,05770,09720,2734
5000,00020,00430,01150,0250,1641
60000,00040,00130,00360,0547
700000,00010,00020,0078


Binomialverteilung (Wahrscheinlichkeitsfunktion)

n

x
p=
0,01
...
0,05

0,1

0,2

0,25

0,3

0,5
800,92270,66340,43050,16780,10010,05760,0039
10,07460,27930,38260,33550,2670,19770,0313
20,00260,05150,14880,29360,31150,29650,1094
30,00010,00540,03310,14680,20760,25410,2188
400,00040,00460,04590,08650,13610,2734
5000,00040,00920,02310,04670,2188
60000,00110,00380,010,1094
70000,00010,00040,00120,0313
8000000,00010,0039
900,91350,63020,38740,13420,07510,04040,002
10,0830,29850,38740,3020,22530,15560,0176
20,00340,06290,17220,3020,30030,26680,0703
30,00010,00770,04460,17620,23360,26680,1641
400,00060,00740,06610,11680,17150,2461
5000,00080,01650,03890,07350,2461
6000,00010,00280,00870,0210,1641
70000,00030,00120,00390,0703
800000,00010,00040,0176
90000000,002
1000,90440,59870,34870,10740,05630,02820,001
10,09140,31510,38740,26840,18770,12110,0098
20,00420,07460,19370,3020,28160,23350,0439
30,00010,01050,05740,20130,25030,26680,1172
400,0010,01120,08810,1460,20010,2051
500,00010,00150,02640,05840,10290,2461
6000,00010,00550,01620,03680,2051
70000,00080,00310,0090,1172
80000,00010,00040,00140,0439
9000000,00010,0098
100000000,001


Weitere Werte können mittels =BINOMVERT(x;n;p;0) bei Tabellenkalkulationsprogrammen

oder der R-Funktion dbinom(x, n , p) bestimmt werden

Standard-Normalverteilung (Verteilungsfunktion)
z0,000,010,020,030,040,050,060,070,080,09
0,0 0,50,5040,5080,5120,5160,51990,52390,52790,53190,5359
0,1 0,53980,54380,54780,55170,55570,55960,56360,56750,57140,5753
0,2 0,57930,58320,58710,5910,59480,59870,60260,60640,61030,6141
0,3 0,61790,62170,62550,62930,63310,63680,64060,64430,6480,6517
0,4 0,65540,65910,66280,66640,670,67360,67720,68080,68440,6879
0,5 0,69150,6950,69850,70190,70540,70880,71230,71570,7190,7224
0,6 0,72570,72910,73240,73570,73890,74220,74540,74860,75170,7549
0,7 0,7580,76110,76420,76730,77040,77340,77640,77940,78230,7852
0,8 0,78810,7910,79390,79670,79950,80230,80510,80780,81060,8133
0,9 0,81590,81860,82120,82380,82640,82890,83150,8340,83650,8389
1,0 0,84130,84380,84610,84850,85080,85310,85540,85770,85990,8621
1,1 0,86430,86650,86860,87080,87290,87490,8770,8790,8810,883
1,2 0,88490,88690,88880,89070,89250,89440,89620,8980,89970,9015
1,3 0,90320,90490,90660,90820,90990,91150,91310,91470,91620,9177
1,4 0,91920,92070,92220,92360,92510,92650,92790,92920,93060,9319
1,5 0,93320,93450,93570,9370,93820,93940,94060,94180,94290,9441
1,6 0,94520,94630,94740,94840,94950,95050,95150,95250,95350,9545
1,7 0,95540,95640,95730,95820,95910,95990,96080,96160,96250,9633
1,8 0,96410,96490,96560,96640,96710,96780,96860,96930,96990,9706
1,9 0,97130,97190,97260,97320,97380,97440,9750,97560,97610,9767
2,0 0,97720,97780,97830,97880,97930,97980,98030,98080,98120,9817
2,1 0,98210,98260,9830,98340,98380,98420,98460,9850,98540,9857
2,2 0,98610,98640,98680,98710,98750,98780,98810,98840,98870,989
2,3 0,98930,98960,98980,99010,99040,99060,99090,99110,99130,9916
2,4 0,99180,9920,99220,99250,99270,99290,99310,99320,99340,9936
2,5 0,99380,9940,99410,99430,99450,99460,99480,99490,99510,9952
2,6 0,99530,99550,99560,99570,99590,9960,99610,99620,99630,9964
2,7 0,99650,99660,99670,99680,99690,9970,99710,99720,99730,9974
2,8 0,99740,99750,99760,99770,99770,99780,99790,99790,9980,9981
2,9 0,99810,99820,99820,99830,99840,99840,99850,99850,99860,9986
3,0 0,99870,99870,99870,99880,99880,99890,99890,99890,9990,999
3,1 0,9990,99910,99910,99910,99920,99920,99920,99920,99930,9993
3,2 0,99930,99930,99940,99940,99940,99940,99940,99950,99950,9995
3,3 0,99950,99950,99950,99960,99960,99960,99960,99960,99960,9997
3,4 0,99970,99970,99970,99970,99970,99970,99970,99970,99970,9998
3,5 0,99980,99980,99980,99980,99980,99980,99980,99980,99980,9998
3,6 0,99980,99980,99990,99990,99990,99990,99990,99990,99990,9999
0,000,010,020,030,040,050,060,070,080,09


Zur Bildung von z ist der Wert von linker Spalte und oberer Zeile zu addieren.

Ablesebeispiel:

weitere Werte: =NORM.S.VERT(z;WAHR) bzw. (R-Aufruf): pnorm(z)

-Verteilung (Quantile)
np=
0,005
...
0,01
...
0,025

0,05

0,1

0,5

0,9

0,95

0,975

0,99

0,995
1 0,0000,0000,0010,0040,0160,4552,7063,8415,0246,6357,879
2 0,0100,0200,0510,1030,2111,3864,6055,9917,3789,2110,597
3 0,0720,1150,2160,3520,5842,3666,2517,8159,34811,34512,838
4 0,2070,2970,4840,7111,0643,3577,7799,48811,14313,27714,86
5 0,4120,5540,8311,1451,614,3519,23611,0712,83315,08616,75
6 0,6760,8721,2371,6352,2045,34810,64512,59214,44916,81218,548
7 0,9891,2391,692,1672,8336,34612,01714,06716,01318,47520,278
8 1,3441,6462,182,7333,497,34413,36215,50717,53520,0921,955
9 1,7352,0882,73,3254,1688,34314,68416,91919,02321,66623,589
10 2,1562,5583,2473,944,8659,34215,98718,30720,48323,20925,188
11 2,6033,0533,8164,5755,57810,34117,27519,67521,9224,72526,757
12 3,0743,5714,4045,2266,30411,3418,54921,02623,33726,21728,3
13 3,5654,1075,0095,8927,04212,3419,81222,36224,73627,68829,819
14 4,0754,665,6296,5717,7913,33921,06423,68526,11929,14131,319
15 4,6015,2296,2627,2618,54714,33922,30724,99627,48830,57832,801
16 5,1425,8126,9087,9629,31215,33823,54226,29628,8453234,267
17 5,6976,4087,5648,67210,08516,33824,76927,58730,19133,40935,718
18 6,2657,0158,2319,3910,86517,33825,98928,86931,52634,80537,156
19 6,8447,6338,90710,11711,65118,33827,20430,14432,85236,19138,582
20 7,4348,269,59110,85112,44319,33728,41231,4134,1737,56639,997
21 8,0348,89710,28311,59113,2420,33729,61532,67135,47938,93241,401
22 8,6439,54210,98212,33814,04121,33730,81333,92436,78140,28942,796
23 9,2610,19611,68913,09114,84822,33732,00735,17238,07641,63844,181
24 9,88610,85612,40113,84815,65923,33733,19636,41539,36442,9845,559
25 10,5211,52413,1214,61116,47324,33734,38237,65240,64644,31446,928
26 11,1612,19813,84415,37917,29225,33635,56338,88541,92345,64248,29
27 11,80812,87914,57316,15118,11426,33636,74140,11343,19546,96349,645
28 12,46113,56515,30816,92818,93927,33637,91641,33744,46148,27850,993
29 13,12114,25616,04717,70819,76828,33639,08742,55745,72249,58852,336
30 13,78714,95316,79118,49320,59929,33640,25643,77346,97950,89253,672
31 14,45815,65517,53919,28121,43430,33641,42244,98548,23252,19155,003
32 15,13416,36218,29120,07222,27131,33642,58546,19449,4853,48656,328
33 15,81517,07419,04720,86723,1132,33643,74547,450,72554,77657,648
34 16,50117,78919,80621,66423,95233,33644,90348,60251,96656,06158,964
35 17,19218,50920,56922,46524,79734,33646,05949,80253,20357,34260,275
36 17,88719,23321,33623,26925,64335,33647,21250,99854,43758,61961,581
37 18,58619,9622,10624,07526,49236,33648,36352,19255,66859,89362,883
38 19,28920,69122,87824,88427,34337,33549,51353,38456,89661,16264,181
39 19,99621,42623,65425,69528,19638,33550,6654,57258,1262,42865,476
40 20,70722,16424,43326,50929,05139,33551,80555,75859,34263,69166,766


p = 1α

weitere Werte: =CHIQU.INV(n;p) bzw. (R-Aufruf): qchisq(p,n)

Kritische Werte für den Kolmogorov-Smirnov- (KS-) Anpassungstest
nD0,20D0,10D0,05D0,02D0,01D0,005
1 0,90,950,9750,990,9950,9975
2 0,683770,776380,841870,899980,929250,94995
3 0,564810,636040,707580,784520,828950,86419
4 0,492650,565210,623920,688840,734170,77628
5 0,446970,509440,563260,627150,668480,70533
6 0,410350,467990,519250,577380,616550,65277
7 0,381450,436060,483410,538410,575760,60966
8 0,358280,409620,454260,506520,541740,5742
9 0,339070,387460,430,479570,513270,54435
10 0,322570,368660,409240,45660,488890,51864
11 0,308250,352410,391210,436680,467660,49631
12 0,295730,338140,375420,419160,4490,47664
13 0,284660,325480,361420,40360,432430,45914
14 0,274770,314160,348890,389680,417580,44345
15 0,265850,303970,337590,377110,404160,42927
16 0,257740,294710,327330,365690,391970,41637
17 0,250350,286260,317960,355260,380830,40458
18 0,243560,27850,309350,345680,370590,39374
19 0,237310,271350,301420,336840,361140,38373
20 0,231520,264730,294070,328640,352380,37445
21 0,226140,258570,287240,321030,344230,36582
22 0,221110,252830,280860,313920,336630,35776
23 0,216420,247460,27490,307270,329510,35021
24 0,212010,242410,26930,301020,322830,34313
25 0,207860,237670,264040,295150,316540,33646
26 0,203960,23320,259070,289610,31060,33016
27 0,200260,228970,254370,284370,304990,32421
28 0,196760,224970,249930,27940,299680,31857
29 0,193440,221170,245710,274690,294630,31322
30 0,190290,217560,24170,270210,289840,30813
31 0,187280,214120,237880,265950,285270,30328
32 0,184420,210840,234240,261880,280910,29865
33 0,181680,207710,230760,257990,276750,29423
34 0,179060,204710,227430,254280,272760,29
35 0,176550,201840,224240,250720,268950,28595


Für kann näherungsweise die Formel verwendet werden.

Werte berechnet nach George Marsaglia et al. Evaluating Kolmogorov’s Distribution. Journal of Statistical Software, 8(18):1-4, Nov 2003.

F-Verteilung (rechtsseitige Quantile)

n1
p
n2=
1
n2=
2
...
3

4

5

6

7

8

9
1

0,950
0,975
0,990
0,995

161,45
647,79
4052,2
16211
18,513
38,506
98,503
198,5
10,128
17,443
34,116
55,552
7,709
12,218
21,198
31,333
6,608
10,007
16,258
22,785
5,987
8,813
13,745
18,635
5,591
8,073
12,246
16,236
5,318
7,571
11,259
14,688
5,117
7,209
10,561
13,614
2

0,950
0,975
0,990
0,995

199,5
799,5
4999,5
20000
19
39
99
199
9,552
16,044
30,817
49,8
6,944
10,649
18
26,284
5,786
8,434
13,274
18,314
5,143
7,26
10,925
14,544
4,737
6,542
9,547
12,404
4,459
6,059
8,649
11,042
4,256
5,715
8,022
10,107
3

0,950
0,975
0,990
0,995

215,71
864,16
5403,4
21615
19,164
39,165
99,166
199,17
9,277
15,439
29,457
47,467
6,591
9,979
16,694
24,259
5,409
7,764
12,06
16,53
4,757
6,599
9,78
12,917
4,347
5,89
8,451
10,882
4,066
5,416
7,591
9,596
3,863
5,078
6,992
8,717
4

0,950
0,975
0,990
0,995

224,58
899,58
5624,6
22500
19,296
39,298
99,299
199,3
8,941
14,735
27,911
44,838
6,094
9,074
14,976
21,622
4,818
6,757
10,289
13,961
4,099
5,523
7,976
10,391
3,637
4,761
6,62
8,38
3,313
4,243
5,734
7,104
3,073
3,868
5,111
6,227
5

0,950
0,975
0,990
0,995

230,16
921,85
5763,6
23056
19,296
39,298
99,299
199,3
9,013
14,885
28,237
45,392
6,256
9,364
15,522
22,456
5,05
7,146
10,967
14,94
4,387
5,988
8,746
11,464
3,972
5,285
7,46
9,522
3,687
4,817
6,632
8,302
3,482
4,484
6,057
7,471
6

0,950
0,975
0,990
0,995

233,99
937,11
5859
23437
19,33
39,331
99,333
199,33
8,941
14,735
27,911
44,838
6,163
9,197
15,207
21,975
4,95
6,978
10,672
14,513
4,284
5,82
8,466
11,073
3,866
5,119
7,191
9,155
3,581
4,652
6,371
7,952
3,374
4,32
5,802
7,134
7

0,950
0,975
0,990
0,995

236,77
948,22
5928,4
23715
19,353
39,355
99,356
199,36
8,887
14,624
27,672
44,434
6,094
9,074
14,976
21,622
4,876
6,853
10,456
14,2
4,207
5,695
8,26
10,786
3,787
4,995
6,993
8,885
3,5
4,529
6,178
7,694
3,293
4,197
5,613
6,885
8

0,950
0,975
0,990
0,995

238,88
956,66
5981,1
23925
19,371
39,373
99,374
199,37
8,845
14,54
27,489
44,126
6,041
8,98
14,799
21,352
4,818
6,757
10,289
13,961
4,147
5,6
8,102
10,566
3,726
4,899
6,84
8,678
3,438
4,433
6,029
7,496
3,23
4,102
5,467
6,693
9

0,950
0,975
0,990
0,995

240,54
963,28
6022,5
24091
19,385
39,387
99,388
199,39
8,812
14,473
27,345
43,882
5,999
8,905
14,659
21,139
4,772
6,681
10,158
13,772
4,099
5,523
7,976
10,391
3,677
4,823
6,719
8,514
3,388
4,357
5,911
7,339
3,179
4,026
5,351
6,541
10

0,950
0,975
0,990
0,995

241,88
968,63
6055,8
24224
19,396
39,398
99,399
199,4
8,786
14,419
27,229
43,686
5,964
8,844
14,546
20,967
4,735
6,619
10,051
13,618
4,06
5,461
7,874
10,25
3,637
4,761
6,62
8,38
3,347
4,295
5,814
7,211
3,137
3,964
5,257
6,417
11

0,950
0,975
0,990
0,995

242,98
973,03
6083,3
24334
19,405
39,407
99,408
199,41
8,763
14,374
27,133
43,524
5,936
8,794
14,452
20,824
4,704
6,568
9,963
13,491
4,027
5,41
7,79
10,133
3,603
4,709
6,538
8,27
3,313
4,243
5,734
7,104
3,102
3,912
5,178
6,314


F-Verteilung (rechtsseitige Quantile)

n1
p
n2=
1
n2=
2
...
3

4

5

6

7

8

9
12

0,950
0,975
0,990
0,995

243,91
976,71
6106,3
24426
19,413
39,415
99,416
199,42
8,745
14,337
27,052
43,387
5,912
8,751
14,374
20,705
4,678
6,525
9,888
13,384
4
5,366
7,718
10,034
3,575
4,666
6,469
8,176
3,284
4,2
5,667
7,015
3,073
3,868
5,111
6,227
13

0,950
0,975
0,990
0,995

244,69
979,84
6125,9
24505
19,419
39,421
99,422
199,42
8,729
14,304
26,983
43,271
5,891
8,715
14,307
20,603
4,655
6,488
9,825
13,293
3,976
5,329
7,657
9,95
3,55
4,628
6,41
8,097
3,259
4,162
5,609
6,938
3,048
3,831
5,055
6,153
14

0,950
0,975
0,990
0,995

245,36
982,53
6142,7
24572
19,424
39,427
99,428
199,43
8,715
14,277
26,924
43,172
5,873
8,684
14,249
20,515
4,636
6,456
9,77
13,215
3,956
5,297
7,605
9,877
3,529
4,596
6,359
8,028
3,237
4,13
5,559
6,872
3,025
3,798
5,005
6,089
15

0,950
0,975
0,990
0,995

245,95
984,87
6157,3
24630
19,429
39,431
99,433
199,43
8,703
14,253
26,872
43,085
5,858
8,657
14,198
20,438
4,619
6,428
9,722
13,146
3,938
5,269
7,559
9,814
3,511
4,568
6,314
7,968
3,218
4,101
5,515
6,814
3,006
3,769
4,962
6,032
20

0,950
0,975
0,990
0,995

248,01
993,1
6208,7
24836
19,446
39,448
99,449
199,45
8,66
14,167
26,69
42,778
5,803
8,56
14,02
20,167
4,558
6,329
9,553
12,903
3,874
5,168
7,396
9,589
3,445
4,467
6,155
7,754
3,15
3,999
5,359
6,608
2,936
3,667
4,808
5,832
40

0,950
0,975
0,990
0,995

251,14
1005,6
6286,8
25148
19,471
39,473
99,474
199,47
8,594
14,037
26,411
42,308
5,717
8,411
13,745
19,752
4,464
6,175
9,291
12,53
3,774
5,012
7,143
9,241
3,34
4,309
5,908
7,422
3,043
3,84
5,116
6,288
2,826
3,505
4,567
5,519
50

0,950
0,975
0,990
0,995

251,77
1008,1
6302,5
25211
19,476
39,478
99,479
199,48
8,581
14,01
26,354
42,213
5,699
8,381
13,69
19,667
4,444
6,144
9,238
12,454
3,754
4,98
7,091
9,17
3,319
4,276
5,858
7,354
3,02
3,807
5,065
6,222
2,803
3,472
4,517
5,454
75

0,950
0,975
0,990
0,995

252,62
1011,5
6323,6
25295
19,482
39,485
99,486
199,49
8,563
13,974
26,278
42,086
5,676
8,34
13,615
19,554
4,418
6,101
9,166
12,351
3,726
4,937
7,022
9,074
3,29
4,232
5,789
7,263
2,99
3,762
4,998
6,133
2,771
3,426
4,449
5,367
100

0,950
0,975
0,990
0,995

253,04
1013,2
6334,1
25337
19,486
39,488
99,489
199,49
8,554
13,956
26,24
42,022
5,664
8,319
13,577
19,497
4,405
6,08
9,13
12,3
3,712
4,915
6,987
9,026
3,275
4,21
5,755
7,217
2,975
3,739
4,963
6,088
2,756
3,403
4,415
5,322
150

0,950
0,975
0,990
0,995

253,46
1014,9
6344,7
25380
19,489
39,491
99,492
199,49
8,545
13,938
26,202
41,957
5,652
8,299
13,539
19,44
4,392
6,059
9,094
12,248
3,698
4,893
6,951
8,977
3,26
4,188
5,72
7,17
2,959
3,716
4,929
6,042
2,739
3,38
4,38
5,278


p = 1α

weitere Werte: =F.INV(p;n1;n2) bzw. (R-Aufruf): qf(p,n1,n2)

t-(Student-)Verteilung (Quantile)

n
p=
0,75
...
0,90

0,95

0,975

0,99

0,995

0,999

0,9995

0,9999
1 1,003,0786,31412,70631,82163,657318,31636,623183,1
2 0,8161,8862,924,3036,9659,92522,32731,59970,700
3 0,7651,6382,3533,1824,5415,84110,21512,92422,204
4 0,7411,5332,1322,7763,7474,6047,1738,6113,034
5 0,7271,4762,0152,5713,3654,0325,8936,8699,678
6 0,7181,441,9432,4473,1433,7075,2085,9598,025
7 0,7111,4151,8952,3652,9983,4994,7855,4087,063
8 0,7061,3971,862,3062,8963,3554,5015,0416,442
9 0,7031,3831,8332,2622,8213,254,2974,7816,01
10 0,71,3721,8122,2282,7643,1694,1444,5875,694
11 0,6971,3631,7962,2012,7183,1064,0254,4375,453
12 0,6951,3561,7822,1792,6813,0553,934,3185,263
13 0,6941,351,7712,162,653,0123,8524,2215,111
14 0,6921,3451,7612,1452,6242,9773,7874,144,985
15 0,6911,3411,7532,1312,6022,9473,7334,0734,88
16 0,691,3371,7462,122,5832,9213,6864,0154,791
17 0,6891,3331,742,112,5672,8983,6463,9654,714
18 0,6881,331,7342,1012,5522,8783,613,9224,648
19 0,6881,3281,7292,0932,5392,8613,5793,8834,59
20 0,6871,3251,7252,0862,5282,8453,5523,854,539
21 0,6861,3231,7212,082,5182,8313,5273,8194,493
22 0,6861,3211,7172,0742,5082,8193,5053,7924,452
23 0,6851,3191,7142,0692,52,8073,4853,7684,415
24 0,6851,3181,7112,0642,4922,7973,4673,7454,382
25 0,6841,3161,7082,062,4852,7873,453,7254,352
26 0,6841,3151,7062,0562,4792,7793,4353,7074,324
27 0,6841,3141,7032,0522,4732,7713,4213,694,299
28 0,6831,3131,7012,0482,4672,7633,4083,6744,275
29 0,6831,3111,6992,0452,4622,7563,3963,6594,254
30 0,6831,311,6972,0422,4572,753,3853,6464,234
31 0,6821,3091,6962,042,4532,7443,3753,6334,216
32 0,6821,3091,6942,0372,4492,7383,3653,6224,198
33 0,6821,3081,6922,0352,4452,7333,3563,6114,182
34 0,6821,3071,6912,0322,4412,7283,3483,6014,167
35 0,6821,3061,692,032,4382,7243,343,5914,153
37 0,6811,3051,6872,0262,4312,7153,3263,5744,127
38 0,6811,3041,6862,0242,4292,7123,3193,5664,116
39 0,6811,3041,6852,0232,4262,7083,3133,5584,105
40 0,6811,3031,6842,0212,4232,7043,3073,5514,094


p = 1α

weitere Werte: =T.INV(p ;n) bzw. (R-Aufruf): qt(p ,n)

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