II.
LibraryProcess overview
Reference · livelib-process:scientific-discovery--robust-worst-case-reasoning
robust-worst-case-reasoning overview
Robust Worst-Case Reasoning Process - Choose actions performing acceptably under worst-case conditions using maximin, robust optimization, and adversarial analysis.
Attributes
displayName
robust-worst-case-reasoning
description
Robust Worst-Case Reasoning Process - Choose actions performing acceptably
under worst-case conditions using maximin, robust optimization, and adversarial analysis.
libraryPath
library/specializations/domains/science/scientific-discovery/robust-worst-case-reasoning.js
specialization
scientific-discovery
references
- - Wald (1945). Statistical Decision Functions - Ben-Tal, El Ghaoui, Nemirovski (2009). Robust Optimization - Bertsimas & Sim (2004). The Price of Robustness - Sniedovich (2012). Black Swans, New Nostradamuses, and the Art of Risk Management
example
const result = await orchestrate('specializations/domains/science/scientific-discovery/robust-worst-case-reasoning', {
domain: 'Infrastructure Planning',
alternatives: [{ name: 'design_A' }, { name: 'design_B' }],
uncertainties: [{ name: 'earthquake_magnitude', range: [5, 9] }],
acceptabilityThreshold: 0.8
});
usesAgents
- bayesian-inference-engine
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.