Discover msesia/conformal-label-noise Open Source project

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Python
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MIT License
Created about 1 year ago
Updated 5 months ago

msesia

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This repository implements conformal prediction methods for classification tasks that can automatically adapt to random label contamination in the calibration sample.

deepknockoffs

Approximate knockoffs and model-free variable selection.

Python

conditional-conformal-pvalues

Conditional calibration of conformal p-values for outlier detection.

Python

arc

Adaptive and Reliable Classification: efficient conformity scores for multi-class classification problems

Python

knockoff-filter

A versatile interface to the knockoff methodology.

MATLAB

chr

Conformal Histogram Regression: efficient conformity scores for non-parametric regression problems

Python

knockoffgwas

A flexible tool for the multi-resolution localization of causal variants across the genome, accounting for population structure.

C++

cqr-comparison

A comparison of some conformal quantile regression methods.

Python

knockoffzoom

A flexible tool for the multi-resolution localization of causal variants across the genome

conformalized-sketching

A flexible conformal inference method for constructing confidence intervals for the frequencies of queried objects in a very large data set, based on the information contained in a much smaller sketch of those data.

Python

course-2023-collegio

Predictive uncertainty in machine learning with conformal inference

Jupyter Notebook

snpknock-python

Python package to generate knockoffs for hidden Markov models and genetic data.

Python

course-2023-ness

Jupyter Notebook

snpknock

R package to generate knockoffs for hidden Markov models and genetic data.

C++

i-modelx

Subgroup-selective knockoff filter

usc_dso522_fall2024

Jupyter Notebook

conformal_nout

msesia/conformal-label-noise

msesia

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