II.
LibraryProcess overview
Reference · livelib-process:mathematics--bayesian-inference-workflow
bayesian-inference-workflow overview
Implement Bayesian inference workflows including prior elicitation, posterior computation via MCMC/variational methods, and convergence diagnostics.
Attributes
displayName
bayesian-inference-workflow
description
Implement Bayesian inference workflows including prior elicitation, posterior computation
via MCMC/variational methods, and convergence diagnostics.
libraryPath
library/specializations/domains/science/mathematics/bayesian-inference-workflow.js
specialization
mathematics
references
- - Gelman et al., Bayesian Data Analysis - McElreath, Statistical Rethinking - Stan User Guide: https://mc-stan.org/users/documentation/ - PyMC Documentation: https://www.pymc.io/
example
const result = await orchestrate('specializations/domains/science/mathematics/bayesian-inference-workflow', {
modelDescription: 'Hierarchical regression model for student test scores nested within schools',
dataDescription: '1000 students across 50 schools, predicting scores from SES and school resources',
priorKnowledge: { expectedEffect: 'small to moderate positive', variance: 'uncertain' },
inferenceMethod: 'MCMC'
});
usesAgents
- bayesian-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
uses_agent1
- lib-agent:mathematics--bayesian-statistician·LibraryAgentbayesian-statistician
Incoming edges
None.