MMU - Model-Metric-Uncertainty
A library for the evaluation of model performance and estimation of the uncertainty on these metrics.
Documentation
This package was developed as part of the paper Pointwise sampling uncertainties on the Precision-Recall curve. If you use this package as part of your research please cite using the CITATION file.
Functionality
On a high level MMU provides two types of functionality:
Metrics - functions to compute confusion matrix(ces) and binary classification metrics over classifier scores or predictions.
Uncertainty estimators - functionality to compute the joint uncertainty over classification metrics.
We currently focus on binary classification models but aim to include support for other types of models and their metrics in the future.
Confusion Matrix & Metrics
Metrics consist mainly of high-performance functions to compute the confusion matrix and metrics over a single test set, multiple classification thresholds and or multiple runs.
The binary_metrics functions compute the 10 most commonly used metrics:
Negative precision aka Negative Predictive Value (NPV)
Positive precision aka Positive Predictive Value (PPV)
Negative recall aka True Negative Rate (TNR) aka Specificity
Positive recall aka True Positive Rate (TPR) aka Sensitivity
Negative f1 score
Positive f1 score
False Positive Rate (FPR)
False Negative Rate (FNR)
Accuracy
Mathew’s Correlation Coefficient (MCC)
Uncertainty estimators
MMU models the joint uncertainty on classification metrics, such as precision and recall, ROC and PPN-Recall, using a Multinomial profile-likelihood approach.
The Multinomial approach estimates the uncertainty by computing the profile log-likelihoods scores for a grid around the metric point (e.g. precision and recall). The scores are chi2 distributed with 2 degrees of freedom which can be used to determine the confidence interval.
Installation
mmu can be installed from PyPi.
pip install mmuWe provide wheels with pre-compiled binaries, vendoring OpenMP for multithreading, for Python 3.10 - 3.14 on:
MacOS [x86_64, ARM]
Linux
Windows
Installing the package from source requires a C++ compiler with support for C++17. If you have a compiler available it is advised to install without the wheel as this enables architecture specific optimisations.
pip install mmu --no-binary mmuOther build options exist, see the Installation section of the docs.
Usage
import mmu
# Create some example data
scores, yhat, y = mmu.generate_data(n_samples=1000)
# Compute the joint uncertainty on precision-recall curve
pr_err = mmu.PrecisionRecallCurveUncertainty.from_scores(y, scores)
# Plot the uncertainty
pr_err.plot()See Basics section of the docs or the tutorial notebooks for more examples.
Contributing
We very much welcome contributions, please see the contributing section for details.
1 maintainer
Metadata
1 maintainer
Release files for mmu 0.2.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
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| mmu-0.2.0.tar.gz | 2.9 MB | With provenance | Details for mmu-0.2.0.tar.gz |
Built distributions (wheels)
Total release size: 12.0 MB
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