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URL: https://github.com/topics/distribution-free

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distribution-free

Here are 7 public repositories matching this topic...

aangelopoulos / conformal_classification

Wrapper for a PyTorch classifier which allows it to output prediction sets. The sets are theoretically guaranteed to contain the true class with high probability (via conformal prediction).

classifier machine-learning statistics deep-neural-networks computer-vision pytorch artificial-intelligence uncertainty vision neural-networks classification imagenet uncertainty-quantification nonparametric conformal nonparametric-statistics conformal-prediction distribution-free prediction-sets

Updated
Jupyter Notebook

yugjerry / conf-mc

Conformalized matrix completion

matrix-completion conformal-prediction distribution-free

Updated
Jupyter Notebook

mvidela31 / TSP-IT

An Independence Test based on Data-Driven Tree-Structured Representations.

data-driven independence-tests mutual-information distribution-free mutual-information-estimation

Updated
Jupyter Notebook

Yoyodyne-Data-Science / distribution-free-intervals

Example on task completion times stressing the importance of distribution-free intervals, as well as .py file containing code to calculate such intervals.

pdf tail interval statistic distribution-free tolerance-intervals

Updated
Jupyter Notebook

max-ch9i / general-differences

Distribution-free test for general differences in two populations

test differences nonparametric distribution-free

Updated
Python

mollymking / redi_code

A method for cold-deck imputation of a continuous distribution from binned incomes, using a real-world reference data set

imputation interval-censored inequality income-distribution grouped-datasets imputation-methods top-code interval-censored-data distribution-free imputation-method

Updated
Stata

troller172 / MDCP

🔍 Implement robust multi-distribution conformal prediction methods for reliable uncertainty quantification in machine learning applications.

python statistical-methods uncertainty-quantification robustness multi-source conformal-prediction distribution-free distribution-shift

Updated
Python

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