Agent-Skills.md

Agent Skills: iminuit Statistical Fitter

iminuit statistical fitting skill for physics data analysis with proper error handling and profile likelihood

data-analysisID: a5c-ai/babysitter/iminuit-statistical-fitter

Repository

a5c-ai/babysitter
a5c-aiLicense: MIT
244

Install this agent skill to your local

pnpm dlx add-skill https://github.com/a5c-ai/babysitter/tree/HEAD/plugins/babysitter/skills/babysit/process/specializations/domains/science/physics/skills/iminuit-statistical-fitter

Skill Files

Browse the full folder contents for iminuit-statistical-fitter.

Download Skill

Loading file tree…

plugins/babysitter/skills/babysit/process/specializations/domains/science/physics/skills/iminuit-statistical-fitter/SKILL.md

Skill Metadata

Name
iminuit-statistical-fitter
Description
iminuit statistical fitting skill for physics data analysis with proper error handling and profile likelihood

iminuit Statistical Fitter

Purpose

Provides expert guidance on iminuit for statistical fitting in physics, including proper error estimation and profile likelihood calculations.

Capabilities

  • MINUIT minimization algorithms
  • HESSE error matrix calculation
  • MINOS asymmetric error estimation
  • Profile likelihood computation
  • Constrained fitting
  • Simultaneous fit orchestration

Usage Guidelines

  1. Model Definition: Define cost function for minimization
  2. Minimization: Run MIGRAD for parameter estimation
  3. Error Analysis: Use HESSE and MINOS for uncertainties
  4. Profile Likelihood: Compute profile likelihood for parameters
  5. Simultaneous Fits: Combine multiple datasets in fits

Tools/Libraries

  • iminuit
  • probfit
  • zfit