II.
LibrarySkill overview
Reference · livelib-skill:scientific-discovery--bayesian-inference-engine
bayesian-inference-engine overview
Bayesian probabilistic reasoning for prior specification, posterior computation, and belief updating
Attributes
displayName
bayesian-inference-engine
description
Bayesian probabilistic reasoning for prior specification, posterior computation, and belief updating
libraryPath
library/specializations/domains/science/scientific-discovery/skills/bayesian-inference-engine/SKILL.md
specialization
scientific-discovery
contentSummary
# Bayesian Inference Engine
## Purpose
Provides Bayesian probabilistic reasoning capabilities for prior specification, posterior computation, and sequential belief updating.
## Capabilities
- Prior elicitation support
- MCMC sampling (NUTS, HMC)
- Variational inference
- Model compari
Outgoing edges
lib_applies_to_domain1
- domain:scientific-discovery·DomainScientific Discovery
lib_belongs_to_specialization2
- specialization:scientific-research-methods·SpecializationScientific Research Methods
- specialization:scientific-discovery·SpecializationScientific Discovery
lib_implements_workflow2
- workflow:experiment-design·WorkflowExperiment Design
- workflow:peer-review-cycle·WorkflowPeer Review Cycle
lib_involves_role2
- role:research-engineer·RoleResearch Engineer
- role:computational-scientist·RoleComputational Scientist
lib_requires_skill_area3
- skill-area:data-analysis·SkillAreaData Analysis
- skill-area:statistical-analysis·SkillAreaStatistical Analysis
- skill-area:deep-web-research·SkillAreaDeep Web Research
Incoming edges
None.