II.
LibraryProcess overview
Reference · livelib-process:mathematics--statistical-model-selection
statistical-model-selection overview
Guide selection of appropriate statistical models based on data characteristics, assumptions, and research questions. Includes model comparison using information criteria and cross-validation.
Attributes
displayName
statistical-model-selection
description
Guide selection of appropriate statistical models based on data characteristics, assumptions,
and research questions. Includes model comparison using information criteria and cross-validation.
libraryPath
library/specializations/domains/science/mathematics/statistical-model-selection.js
specialization
mathematics
references
- - Burnham & Anderson, Model Selection and Multimodel Inference - Gelman et al., Bayesian Data Analysis - Hastie et al., The Elements of Statistical Learning - Agresti, Categorical Data Analysis
example
const result = await orchestrate('specializations/domains/science/mathematics/statistical-model-selection', {
dataDescription: 'Longitudinal data with repeated measurements per subject over 12 time points',
researchQuestion: 'How does treatment affect outcome trajectory over time?',
dataCharacteristics: { sampleSize: 200, responseType: 'continuous', missingData: 0.15, nested: true },
candidateModels: ['linear-mixed-model', 'generalized-estimating-equations', 'growth-curve-model']
});
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.