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Agentic AI Atlas · causal-discovery
lib-process:scientific-discovery--causal-discoverya5c.ai
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lib-process:scientific-discovery--causal-discovery

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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.

LibraryProcessOutgoing · 11Incoming · 0

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

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