II.
LibraryProcess overview
Reference · livelib-process:scientific-discovery--value-of-information-reasoning
value-of-information-reasoning overview
Prioritize which measurements reduce uncertainty most; compute VOI before acquiring data
Attributes
displayName
value-of-information-reasoning
description
Prioritize which measurements reduce uncertainty most; compute VOI before acquiring data
libraryPath
library/specializations/domains/science/scientific-discovery/value-of-information-reasoning.js
specialization
scientific-discovery
references
- - Howard, R.A. (1966). Information value theory - Raiffa, H. & Schlaifer, R. (1961). Applied Statistical Decision Theory - Keisler, J.M. et al. (2014). Value of information analysis: State of the practice
example
// Input: Decision under uncertainty with potential information sources
// Output: Prioritized information acquisition strategy maximizing value
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.