II.
LibrarySkill overview
Reference · livelib-skill:mathematics--robust-statistics-toolkit
robust-statistics-toolkit overview
Robust statistical methods resistant to outliers
Attributes
displayName
robust-statistics-toolkit
description
Robust statistical methods resistant to outliers
libraryPath
library/specializations/domains/science/mathematics/skills/robust-statistics-toolkit/SKILL.md
specialization
mathematics
contentSummary
# Robust Statistics Toolkit
## Purpose
Provides robust statistical methods resistant to outliers and model violations for reliable inference.
## Capabilities
- M-estimators (Huber, Tukey)
- Trimmed and winsorized estimators
- Robust regression (MM-estimation)
- Breakdown point analysi
Outgoing edges
lib_applies_to_domain1
- domain:mathematics·DomainMathematics
lib_belongs_to_specialization2
- specialization:computational-mathematics·SpecializationComputational Mathematics
- specialization:mathematics·SpecializationMathematics
lib_implements_workflow1
- workflow:experiment-design·WorkflowExperiment Design
lib_involves_role2
- role:research-scientist·RoleResearch Scientist
- role:data-scientist·RoleData Scientist
lib_requires_skill_area3
- skill-area:statistical-analysis·SkillAreaStatistical Analysis
- skill-area:mathematical-reasoning·SkillAreaMathematical Reasoning
- skill-area:data-analysis·SkillAreaData Analysis
Incoming edges
None.