Regression Conformal Prediction with Nearest Neighbours

16 January 2014

Papers citing "Regression Conformal Prediction with Nearest Neighbours"

50 / 57 papers shown

Title
Residual Reweighted Conformal Prediction for Graph Neural Networks Zheng Zhang Jie Bao Zhixin Zhou Nicolo Colombo Lixin Cheng Rui Luo 36 1 0 09 Jun 2025
Efficient Robust Conformal Prediction via Lipschitz-Bounded Networks Thomas Massena Léo Andéol Thibaut Boissin Franck Mamalet Corentin Friedrich M. Serrurier Sébastien Gerchinovitz AAML 45 2 0 05 Jun 2025
Conformal Prediction for Uncertainty Estimation in Drug-Target Interaction Prediction Morteza Rakhshaninejad Mira Jürgens Nicolas Dewolf Willem Waegeman 155 0 0 24 May 2025
Multi-model Ensemble Conformal Prediction in Dynamic Environments Erfan Hajihashemi Yanning Shen 67 2 0 06 Nov 2024
Target Strangeness: A Novel Conformal Prediction Difficulty Estimator Alexis Bose Jonathan Ethier Paul Guinand 52 2 0 24 Oct 2024
Regression Conformal Prediction under Bias Matt Y. Cheung Tucker J. Netherton Laurence Court Ashok Veeraraghavan Guha Balakrishnan 94 0 0 07 Oct 2024
Conformal Prediction for Manifold-based Source Localization with Gaussian Processes Vadim Rozenfeld Bracha Laufer Goldshtein 149 0 0 18 Sep 2024
Automated Ensemble Multimodal Machine Learning for Healthcare F. Imrie Stefan Denner Lucas S. Brunschwig Klaus H. Maier-Hein M. Schaar 56 3 1 25 Jul 2024
Weighted Aggregation of Conformity Scores for Classification Rui Luo Zhixin Zhou 449 10 0 14 Jul 2024
Length Optimization in Conformal Prediction Shayan Kiyani George Pappas Hamed Hassani 113 17 0 27 Jun 2024
Learning Temporal Logic Predicates from Data with Statistical Guarantees Emi Soroka Rohan Sinha Sanjay Lall 79 1 0 15 Jun 2024
Conformal Load Prediction with Transductive Graph Autoencoders Rui Luo Nicolo Colombo 197 12 0 12 Jun 2024
Normalizing Flows for Conformal Regression Nicolo Colombo 224 7 0 05 Jun 2024
How Generalizable Is My Behavior Cloning Policy? A Statistical Approach to Trustworthy Performance Evaluation Joseph A. Vincent Haruki Nishimura Masha Itkina Paarth Shah Mac Schwager Thomas Kollar OffRL 87 9 0 08 May 2024
Zadeh's Type-2 Fuzzy Logic Systems: Precision and High-Quality Prediction Intervals Yusuf Guven Ata Koklu T. Kumbasar 49 2 0 19 Apr 2024
Regression Trees for Fast and Adaptive Prediction Intervals Luben M. C. Cabezas Mateus P. Otto Rafael Izbicki R. Stern 105 4 0 12 Feb 2024
Conformal Approach To Gaussian Process Surrogate Evaluation With Coverage Guarantees Edgar Jaber Vincent Blot Nicolas Brunel V. Chabridon Emmanuel Remy Bertrand Iooss Didier Lucor Mathilde Mougeot Alessandro Leite 104 9 0 15 Jan 2024
Efficient Conformal Prediction under Data Heterogeneity Vincent Plassier Nikita Kotelevskii Aleksandr Rubashevskii Fedor Noskov Maksim Velikanov Alexander Fishkov Samuel Horváth Martin Takáč Eric Moulines Maxim Panov 88 1 0 25 Dec 2023
Reliable Probabilistic Classification with Neural Networks Harris Papadopoulos 47 27 0 15 Dec 2023
Reliable Prediction Intervals with Regression Neural Networks Harris Papadopoulos H. Haralambous 426 112 0 15 Dec 2023
Well-calibrated Confidence Measures for Multi-label Text Classification with a Large Number of Labels L. Maltoudoglou A. Paisios Ladislav Lenc J. Martínek Pavel Král Harris Papadopoulos 183 43 0 14 Dec 2023
Learning-Based Approaches to Predictive Monitoring with Conformal Statistical Guarantees Francesca Cairoli Luca Bortolussi Nicola Paoletti 199 5 0 04 Dec 2023
Guaranteed Coverage Prediction Intervals with Gaussian Process Regression Harris Papadopoulos 111 14 0 24 Oct 2023
Approximating Score-based Explanation Techniques Using Conformal Regression Amr Alkhatib Henrik Bostrom Sofiane Ennadir Ulf Johansson FAtt 43 4 0 23 Aug 2023
Conformalizing Machine Translation Evaluation Chrysoula Zerva André F.T. Martins 145 3 0 09 Jun 2023
On training locally adaptive CP Nicolo Colombo 198 6 0 05 Jun 2023
Conformalized Unconditional Quantile Regression Ahmed Alaa Zeshan Hussain David Sontag 79 9 0 04 Apr 2023
Development and Evaluation of Conformal Prediction Methods for QSAR Yuting Xu Andy Liaw R. Sheridan V. Svetnik 53 3 0 03 Apr 2023
Improving Adaptive Conformal Prediction Using Self-Supervised Learning Nabeel Seedat Alan Jeffares F. Imrie M. Schaar SSL 109 16 0 23 Feb 2023
Reliable Prediction Intervals with Directly Optimized Inductive Conformal Regression for Deep Learning Haocheng Lei A. Bellotti 123 6 0 02 Feb 2023
Improving Uncertainty Quantification of Variance Networks by Tree-Structured Learning Wenxuan Ma Xing Yan Kun Zhang UQCV 66 0 0 24 Dec 2022
Ensemble Multi-Quantiles: Adaptively Flexible Distribution Prediction for Uncertainty Quantification Xing Yan Yonghua Su Wenxuan Ma UQCV 91 2 0 26 Nov 2022
Predictive Inference with Feature Conformal Prediction Jiaye Teng Chuan Wen Dinghuai Zhang Yoshua Bengio Yang Gao Yang Yuan 127 27 0 01 Oct 2022
A review of predictive uncertainty estimation with machine learning Hristos Tyralis Georgia Papacharalampous UD UQCV 222 47 0 17 Sep 2022
Conformal Methods for Quantifying Uncertainty in Spatiotemporal Data: A Survey S. Sun AI4CE 126 11 0 08 Sep 2022
A novel Deep Learning approach for one-step Conformal Prediction approximation Julia A. Meister K. Nguyen S. Kapetanakis Zhiyuan Luo 78 5 0 25 Jul 2022
PAC-Wrap: Semi-Supervised PAC Anomaly Detection Shuo Li Xiayan Ji Yan Sun O. Sokolsky Insup Lee 80 14 0 22 May 2022
Scalable Stochastic Parametric Verification with Stochastic Variational Smoothed Model Checking Luca Bortolussi Francesca Cairoli Ginevra Carbone Paolo Pulcini 89 1 0 11 May 2022
Approximating Full Conformal Prediction at Scale via Influence Functions Javier Abad Umang Bhatt Adrian Weller Giovanni Cherubin 122 10 0 02 Feb 2022
Applying Regression Conformal Prediction with Nearest Neighbors to time series data Samya Tajmouati B. E. Wahbi Mohamed Dakkon AI4TS 44 7 0 25 Oct 2021
Reliable Probability Intervals For Classification Using Inductive Venn Predictors Based on Distance Learning Dimitrios Boursinos X. Koutsoukos 31 1 0 07 Oct 2021
Assurance Monitoring of Learning Enabled Cyber-Physical Systems Using Inductive Conformal Prediction based on Distance Learning Dimitrios Boursinos X. Koutsoukos 97 11 0 07 Oct 2021
Valid prediction intervals for regression problems Nicolas Dewolf B. De Baets Willem Waegeman 171 46 0 01 Jul 2021
Distribution-Free Conditional Median Inference Dhruv Medarametla Emmanuel J. Candès 84 16 0 16 Feb 2021
Exact Optimization of Conformal Predictors via Incremental and Decremental Learning Giovanni Cherubin K. Chatzikokolakis Martin Jaggi 77 14 0 05 Feb 2021
Copula-based conformal prediction for Multi-Target Regression S. Messoudi Sebastien Destercke Sylvain Rousseau 178 48 0 28 Jan 2021
Conformal Rule-Based Multi-label Classification Eyke Hüllermeier Johannes Furnkranz E. Mencía 36 4 0 16 Jul 2020
Inject Machine Learning into Significance Test for Misspecified Linear Models Jiaye Teng Yang Yuan 32 2 0 04 Jun 2020
Conformal Prediction: a Unified Review of Theory and New Challenges Matteo Fontana Gianluca Zeni S. Vantini 197 132 0 16 May 2020
Nearest Neighbor Classifiers over Incomplete Information: From Certain Answers to Certain Predictions Bojan Karlavs Peng Li Renzhi Wu Nezihe Merve Gürel Xu Chu Wentao Wu Ce Zhang 78 61 0 11 May 2020