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Regression Conformal Prediction with Nearest Neighbours

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Outgoing claims: the papers this work cites, builds on, or argues with.

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Inductive Confidence Machines for Regression
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Transductive Confidence Machines for Pattern Recognition
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Computationally Efficient Transductive Machines
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Pattern Recognition and Density Estimation under the General i.i.d. Assumption
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Comparing the Bayes and Typicalness Frameworks
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Confidence Predictions for the Diagnosis of Acute Abdominal Pain
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Algorithmic Learning in a Random World
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An Introduction to Support Vector Machines and Other Kernel-based Learning Methods
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Intelligent computer reporting `lack of experience': a confidence measure for decision support systems
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Hedging Predictions in Machine Learning
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Serum Proteomic Abnormality Predating Screen Detection of Ovarian Cancer
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Plant promoter prediction with confidence estimation
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Network Traffic Demand Prediction with Confidence
inferredcites →https://doi.org/10.1109/ictai.2007.47openalex-snapshot
Conformal Prediction with Neural Networks
inferredcites →https://doi.org/10.1109/ictai.2007.77openalex-snapshot
The Ramification Problem in Temporal Databases: Concurrent Execution with Conflicting Constraints
inferredcites →https://doi.org/10.1109/ijcnn.2008.4634221openalex-snapshot
Recognition of hypoxia EEG with a preset confidence level based on EEG analysis
inferredcites →https://doi.org/10.1142/s012906570500027xopenalex-snapshot
QUALIFIED PREDICTIONS FOR MICROARRAY AND PROTEOMICS PATTERN DIAGNOSTICS WITH CONFIDENCE MACHINES
inferredcites →https://doi.org/10.1145/800057.808710openalex-snapshot
A Theory of the Learnable
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Tools for Artificial Intelligence
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Regression Conformal Prediction with Nearest Neighbours
inferredcites →https://doi.org/10.48550/arxiv.1301.7375openalex-snapshot
Learning by Transduction
inferredcites →https://doi.org/10.5772/6078openalex-snapshot
Inductive Conformal Prediction: Theory and Application to Neural Networks
inferredcites →https://doi.org/10.7551/mitpress/3206.001.0001openalex-snapshot
Gaussian Processes for Machine Learning

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Regression Trees for Fast and Adaptive Prediction Intervals
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Counterfactual Explanations for Conformal Regression Intervals
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Signed-Error Conformal Regression
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Cross-Conformal Prediction with Ridge Regression
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Evaluation of a Variance-Based Nonconformity Measure for Regression Forests
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Distance Metric Learning-Based Conformal Predictor
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Defensive Forecast for Conformal Bounded Regression
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Local Clustering Conformal Predictor for Imbalanced Data Classification
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Osteoporosis Risk Assessment with Well-Calibrated Probabilistic Outputs
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The application of conformal prediction to the drug discovery process
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Conformal predictions for information fusion
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Preliminary numerical investigations of conformal predictors based on fuzzy logic classifiers
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Sparse conformal prediction for dissimilarity data
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Soft (Gaussian CDE) regression models and loss functions
inferred← citeshttps://doi.org/10.48550/arxiv.1905.03222openalex-snapshot
Conformalized Quantile Regression
inferred← citeshttps://doi.org/10.48550/arxiv.1908.03569openalex-snapshot
Concepts and Applications of Conformal Prediction in Computational Drug Discovery
inferred← citeshttps://doi.org/10.48550/arxiv.2001.05014openalex-snapshot
Assurance Monitoring of Cyber-Physical Systems with Machine Learning Components
inferred← citeshttps://doi.org/10.48550/arxiv.2003.06613openalex-snapshot
ML-AQP: Query-Driven Approximate Query Processing based on Machine Learning
inferred← citeshttps://doi.org/10.48550/arxiv.2006.03167openalex-snapshot
Inject Machine Learning into Significance Test for Misspecified Linear Models
inferred← citeshttps://doi.org/10.48550/arxiv.2102.03236openalex-snapshot
Exact Optimization of Conformal Predictors via Incremental and Decremental Learning
inferred← citeshttps://doi.org/10.5194/gmd-16-5825-2023openalex-snapshot
Ensemble of optimised machine learning algorithms for predicting surface soil moisture content at a global scale
inferred← citeshttps://doi.org/10.5194/gmd-2023-83-ac1openalex-snapshot
Reply on CEC1
inferred← citeshttps://doi.org/10.5194/gmd-2023-83-rc2openalex-snapshot
Comment on gmd-2023-83
inferred← citeshttps://doi.org/10.6084/m9.figshare.12127560openalex-snapshot
Additional file 1 of KnowTox: pipeline and case study for confident prediction of potential toxic effects of compounds in early phases of development
inferred← citeshttps://doi.org/10.64898/2026.06.07.730687openalex-snapshot
GeroQubit: a lightweight, honesty-first de-novo design platform for geroscience-native small molecules with calibrated uncertainty
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Conformal prediction methods for complex data : application to real estate management
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