randomization

Học thuật
Thân thiện
randomization

The scientist uses randomization to assign the test subjects to different groups.

Definition

Noun: 1. The process or act of making something random; a deliberately haphazard arrangement of observations or treatments to simulate chance. This is a controlled procedure, often used in scientific experiments and statistical sampling, to eliminate bias by ensuring each item or subject has an equal probability of being selected or assigned to a particular group.

Usage and Examples
  • In scientific research:

    • The randomization of participants into control and treatment groups is a cornerstone of a valid clinical trial.
    • Proper randomization helps ensure that the results of the study are not due to pre-existing differences between groups.
  • In statistics and sampling:

    • The survey used randomization to select phone numbers, giving every household an equal chance of being contacted.
    • Without adequate randomization, the sample may not be representative of the larger population.
Advanced Usage
  • "Block randomization": A technique used to ensure that equal numbers of participants are assigned to each group within smaller blocks or batches.

    • The researchers used block randomization to maintain balance between groups as subjects were enrolled over time.
  • "Stratified randomization": A method where participants are first divided into subgroups (strata) based on specific characteristics (e.g., age, disease severity), and then randomization is performed within each stratum.

    • Stratified randomization was employed to guarantee that both treatment groups had similar proportions of patients with severe symptoms.
Variants and Related Words
  • Randomize (verb): To make random; to arrange or select in a random way.
    • You must randomize the order of the test questions.
  • Random (adjective): Made, done, or chosen without method or conscious decision.
    • A random sample was taken from the list.
  • Randomly (adverb): In a random manner.
    • Participants were randomly assigned to one of three conditions.
Synonyms
  • Random allocation: The assignment of items or subjects by chance.
  • Random assignment: Specifically used in experimental design for distributing participants to groups.
  • Random selection: The process of choosing a sample where each member of a population has an equal chance of being included.
Related Phrases and Concepts
  • "Principle of randomization": A fundamental rule in experimental design stating that treatments should be allocated to experimental units at random.
    • Adhering to the principle of randomization minimizes selection bias.
  • "Randomization test" (or permutation test): A type of statistical significance test where the distribution of the test statistic is obtained by calculating all possible values under rearrangements of the labels on the observed data points.
    • When assumptions for a t-test are violated, a randomization test can be a useful non-parametric alternative.
randomization

The scientist uses randomization to assign the test subjects to different groups.

Noun
  1. a deliberately haphazard arrangement of observations so as to simulate chance

Từ đồng nghĩa

Từ gần giống