iminuit-statistical-fitter
Solidiminuit statistical fitting skill for physics data analysis with proper error handling and profile likelihood
AI & Automation 1,160 stars
71 forks Updated today MIT
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Skill Content
# 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
Details
- Author
- a5c-ai
- Repository
- a5c-ai/babysitter
- Created
- 4 months ago
- Last Updated
- today
- Language
- JavaScript
- License
- MIT
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