Mann–Whitney U test
Builds on Statistical hypothesis testIndependent and identically distributed random variablesCumulative distribution function
Definition
Let be i.i.d. with continuous distribution function , and let be i.i.d. with continuous distribution function , independent of the . The Mann–Whitney statistic is The Mann–Whitney U test of rejects when is far from . For a one-sided alternative it rejects only when is large, or only when is small. Under the law of depends only on and .
Remarks
Let be the sum of the ranks of in the pooled sample of size . Then , so the test is the same as the Wilcoxon rank-sum test. Under , and , and is asymptotically normal. The ratio is an unbiased estimator of , and is a two-sample U-statistic. With ties, each tied pair counts .
Example: and . The pairs with are , and , so . In the pooled order the values have ranks and , and agrees.
Non-example: measurements of the same subjects before and after a treatment are not independent samples. The clause on independence fails, and the Wilcoxon signed-rank test on the differences is used instead.
Reading path
To understand this page from the ground up, read these 51 pages in order. The foundations come first.
- Construction of the reals from Cauchy sequences concept
- Element definition
- Integers object
- Ordered field definition
- Proposition concept
- Random experiment concept
- Rational numbers object
- Real numbers object
- Set definition
- Ring of integers statement
- Disjunction definition
- Implication definition
- Predicate definition
- Ordered pair definition
- Union definition
- Sample space definition
- The rationals form a field statement
- Existential quantifier definition
- Universal quantifier definition
- Cartesian product definition
- Subset definition
- The rationals form an ordered field statement
- Uniqueness quantifier definition
- Binary relation definition
- Universal set definition
- Order on the reals definition
- Power set definition
- Complement definition
- Function definition
- Interval definition
- Preimage of a set definition
- Sigma-algebra definition
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- Borel sigma-algebra definition
- Probability axioms concept
- Probability measure definition
- Probability distribution definition
- Probability space definition
- Conditional probability definition
- Random variable definition
- Independence of two events definition
- Cumulative distribution function definition
- Law of a random variable definition
- Mutual independence of events definition
- Identically distributed random variables definition
- Independent sigma-algebras definition
- Independence of random variables definition
- Independent and identically distributed random variables definition
- Statistic definition
- Statistical hypothesis test concept
- Mann–Whitney U test definition
Further reading
About this page
| Tag | 8GWEWBZE9P |
|---|---|
| URI | m2://8GWEWBZE9P |
| Kind | definition |
| Writing | W0 stub |
| MSC | 62G10 |
| Defines | Mann–Whitney U test |
| Uses | Statistical hypothesis test, Independent and identically distributed random variables, Cumulative distribution function |
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