valeman's Projects
Conformal Prediction Sets with Limited False Positives
This repository implements conformal prediction methods for classification tasks that can automatically adapt to random label contamination in the calibration sample.
Code related to different aspects of conformal learning
Codebase for the paper "Conformal Meta-learners for Predictive Inference of Individual Treatment Effects"
Implementation for our paper "Metric-guided Image Reconstruction Bounds via Conformal Prediction".
Conformal prediction for partial label learning
Lightweight, useful implementation of conformal prediction on real data.
Repositório contendo materiais de estudo sobre Predição Conforme.
Implementation of Conformal Prediction Machine Learning algorithm from scratch in Python and use it for Transfer Learning. This is my Dissertation project for my Masters in Data Science and Analytics. Grade: 80%
An introduction to conformal prediction
Conformal prediction for multi-class classification research to enhance reliability and accuracy using machine learning models on CIFAR-100 and Greek character recognition, comparing SVM, RF, LR, and Bagging classifiers using Python.
ACM CHI'24 Paper titled "Evaluating the Utility of Conformal Prediction Sets for AI-Advised Image Labeling"
Various Conformal Prediction methods implemented from scratch in pure NumPy for an educational purpose.
Intervening With Confidence: Conformal Prescriptive Monitoring of Business Processes
Conformal prediction for controlling monotonic risk functions. Simple accompanying PyTorch code for conformal risk control in computer vision and natural language processing.
Implementation for Stankevičiūtė et al. "Conformal time-series forecasting", NeurIPS 2021.
Conformal prediction for uncertainty quantification in image segmentation
Repository for R package and reproduction codes in Weighted Conformalized Selection paper
Conformal prediction for causal effects under spatial interference
Conformal Tights is a scikit-learn meta-estimator that adds conformal prediction of coherent quantiles and intervals to any scikit-learn regressor
Conformal prediction for time-series applications.
conformal prediction for generalized linear regression models
Jackknife(+) Predictive Intervals for Bayesian Models