II.
LibraryProcess overview
Reference · livelib-process:scientific-discovery--search-based-algorithmic-reasoning
search-based-algorithmic-reasoning overview
Systematically explore possibilities with heuristics (BFS, DFS, A*, beam search)
Attributes
displayName
search-based-algorithmic-reasoning
description
Systematically explore possibilities with heuristics (BFS, DFS, A*, beam search)
libraryPath
library/specializations/domains/science/scientific-discovery/search-based-algorithmic-reasoning.js
specialization
scientific-discovery
references
- - Russell, S. & Norvig, P. (2020). Artificial Intelligence: A Modern Approach - Pearl, J. (1984). Heuristics: Intelligent Search Strategies - Korf, R.E. (1990). Real-time heuristic search
example
// Input: Problem with large search space requiring systematic exploration
// Output: Solution path found through algorithmic search with heuristic guidance
usesAgents
- hypothesis-generator
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.