II.
LibraryProcess overview
Reference · livelib-process:scientific-discovery--causal-discovery
causal-discovery overview
Causal Discovery Process - Infer causal graph structure from data plus assumptions using constraint-based, score-based, and hybrid algorithms for automated causal structure learning.
Attributes
displayName
causal-discovery
description
Causal Discovery Process - Infer causal graph structure from data plus assumptions
using constraint-based, score-based, and hybrid algorithms for automated causal structure learning.
libraryPath
library/specializations/domains/science/scientific-discovery/causal-discovery.js
specialization
scientific-discovery
references
- - Spirtes, Glymour, Scheines (2000). Causation, Prediction, and Search - Chickering (2002). Optimal Structure Identification With Greedy Search - Zheng et al. (2018). DAGs with NO TEARS - Huang et al. (2020). Causal Discovery from Heterogeneous/Nonstationary Data
example
const result = await orchestrate('specializations/domains/science/scientific-discovery/causal-discovery', {
domain: 'Genomics',
variables: ['gene_A', 'gene_B', 'gene_C', 'phenotype'],
priorKnowledge: { forbiddenEdges: [['phenotype', 'gene_A']] },
assumptions: ['Causal Markov Assumption', 'Faithfulness']
});
usesAgents
- causal-reasoning-analyst
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
uses_agent1
- lib-agent:scientific-discovery--causal-reasoning-analyst·LibraryAgentcausal-reasoning-analyst
Incoming edges
None.