Randomization
Definition
Let be a finite set of treatments, let be a set of experimental units, and let be integers with . Let be the set of experimental designs with for every . Complete randomization is the choice of a design at random from with the uniform distribution, that is, More generally, a randomized design is a design chosen at random from a set of designs by a known probability distribution. In a restricted randomization the set is smaller, for example the designs that give every treatment once in each block.
Remarks
Example: , and . Then , and each of the six splits, such as to and to , has probability . Each unit receives with probability .
Non-example: giving to the first two units to arrive and to the next two is a fixed rule, not a chance mechanism. If early arrivals differ from late ones, the comparison of and is biased.
Fix the observed responses and compute a test statistic for every design in . Under the hypothesis of no treatment effect, these values give the exact null distribution of a randomization test.
Reading path
To understand this page from the ground up, read these 32 pages in order. The foundations come first.
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- no evidence level
- Construction of the reals from Cauchy sequences concept
- Design of experiments 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
- Union definition
- Sample space definition
- The rationals form a field statement
- Universal quantifier definition
- Subset definition
- The rationals form an ordered field statement
- Power set definition
- Universal set definition
- Order on the reals definition
- Complement definition
- Interval definition
- Sigma-algebra definition
- Event definition
- Borel sigma-algebra definition
- Probability axioms concept
- Probability measure definition
- Probability distribution definition
- Randomization definition
Further reading
About this page
| Tag | QK03YC87QC |
|---|---|
| URI | m2://QK03YC87QC |
| Kind | definition |
| Writing | W0 stub |
| MSC | 62K99 |
| Defines | Randomization |
| Uses | Design of experiments, Probability distribution |
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