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Sensitivity analysis uq

Skill a5c-ai/babysitter/library/specializations/domains/science/mathematics/skills/sensitivity-analysis-uq

Global sensitivity analysis methodsFrom its SKILL.md

Install
npx -y skills add a5c-ai/babysitter --skill sensitivity-analysis-uq

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SKILL.md

1.2 KB, 142 tokens by cl100k_base, as published. Nobody here has run it

Sensitivity Analysis (UQ)

Purpose

Provides global sensitivity analysis methods for understanding model behavior and input importance.

Capabilities

  • Sobol indices computation
  • Morris screening method
  • FAST (Fourier amplitude sensitivity test)
  • Correlation-based sensitivity
  • Derivative-based sensitivity (DGSM)
  • Variance-based decomposition

Usage Guidelines

  1. Method Selection: Choose based on computational budget
  2. Input Ranges: Define appropriate input ranges
  3. Sample Size: Ensure sufficient samples for convergence
  4. Interpretation: Correctly interpret sensitivity indices

Tools/Libraries

  • SALib
  • OpenTURNS
  • UQLab

What ships with it

Read from the repository

Just SKILL.md. No reference files, no scripts.

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