II.
LibraryProcess overview
Reference · livelib-process:mathematics--hypothesis-testing-framework
hypothesis-testing-framework overview
Conduct rigorous hypothesis testing with proper multiple comparison corrections, effect size estimation, and confidence interval construction.
Attributes
displayName
hypothesis-testing-framework
description
Conduct rigorous hypothesis testing with proper multiple comparison corrections,
effect size estimation, and confidence interval construction.
libraryPath
library/specializations/domains/science/mathematics/hypothesis-testing-framework.js
specialization
mathematics
references
- - Lehmann & Romano, Testing Statistical Hypotheses - Cohen, Statistical Power Analysis - Cumming, Understanding The New Statistics - Wasserstein & Lazar, ASA Statement on P-Values
example
const result = await orchestrate('specializations/domains/science/mathematics/hypothesis-testing-framework', {
hypotheses: [
{ null: 'Mean difference = 0', alternative: 'Mean difference != 0', type: 'two-tailed' }
],
data: { groups: ['treatment', 'control'], n: [50, 50], means: [15.2, 12.8], sds: [3.1, 2.9] },
alpha: 0.05,
testType: 't-test',
multipleComparisons: false
});
usesAgents
- statistician
Outgoing edges
lib_applies_to_domain1
- domain:mathematics·DomainMathematics
lib_belongs_to_specialization2
- specialization:computational-mathematics·SpecializationComputational Mathematics
- specialization:mathematics·SpecializationMathematics
lib_implements_workflow1
- workflow:experiment-design·WorkflowExperiment Design
lib_involves_role2
- role:research-engineer·RoleResearch Engineer
- role:computational-scientist·RoleComputational Scientist
lib_requires_skill_area3
- skill-area:statistical-analysis·SkillAreaStatistical Analysis
- skill-area:mathematical-reasoning·SkillAreaMathematical Reasoning
- skill-area:data-analysis·SkillAreaData Analysis
Incoming edges
None.