II.
LibrarySkill overview
Reference · livelib-skill:mathematics--mcmc-diagnostics
mcmc-diagnostics overview
MCMC convergence diagnostics and analysis
Attributes
displayName
mcmc-diagnostics
description
MCMC convergence diagnostics and analysis
libraryPath
library/specializations/domains/science/mathematics/skills/mcmc-diagnostics/SKILL.md
specialization
mathematics
contentSummary
# MCMC Diagnostics
## Purpose
Provides MCMC convergence diagnostics and analysis capabilities for validating Bayesian inference results.
## Capabilities
- Rhat (potential scale reduction) computation
- Effective sample size (ESS) calculation
- Trace plot generation
- Autocorrelation a
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-scientist·RoleResearch Scientist
- role:data-scientist·RoleData 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.