II.
LibraryProcess overview
Reference · livelib-process:scientific-discovery--decision-theoretic-reasoning
decision-theoretic-reasoning overview
Decision-Theoretic Reasoning Process - Combine beliefs (probabilities) with utilities (preferences) to choose actions that maximize expected utility under uncertainty.
Attributes
displayName
decision-theoretic-reasoning
description
Decision-Theoretic Reasoning Process - Combine beliefs (probabilities) with
utilities (preferences) to choose actions that maximize expected utility under uncertainty.
libraryPath
library/specializations/domains/science/scientific-discovery/decision-theoretic-reasoning.js
specialization
scientific-discovery
references
- - von Neumann & Morgenstern (1944). Theory of Games and Economic Behavior - Savage (1954). The Foundations of Statistics - Jeffrey (1983). The Logic of Decision - Peterson (2017). An Introduction to Decision Theory
example
const result = await orchestrate('specializations/domains/science/scientific-discovery/decision-theoretic-reasoning', {
domain: 'Medical Treatment',
decision: { description: 'Choose treatment for patient with condition X' },
alternatives: [{ name: 'surgery' }, { name: 'medication' }, { name: 'watchful_waiting' }],
uncertainties: [{ name: 'treatment_response', states: ['positive', 'neutral', 'negative'] }]
});
usesAgents
- decision-theorist
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.