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Volume 230: The 13th Symposium on Conformal and Probabilistic Prediction with Applications, 9-11 September 2024, Politecnico di Milano, Milano, Italy
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Editors: Simone Vantini, Matteo Fontana, Aldo Solari, Henrik Boström, Lars Carlsson
Preface
Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:1-4
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Split Conformal Prediction under Data Contamination
Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:5-27
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A probabilistic scaling approach to conformal predictions in binary image classification
Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:28-43
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Distribution-free risk assessment of regression-based machine learning algorithms
Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:44-64
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Enhancing Conformal Prediction Using E-Test Statistics
Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:65-72
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The Uncertain Object: Application of Conformal Prediction to Aerial and Satellite Images
Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:73-89
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Asymptotic uniqueness in long-term prediction
Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:90-104
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Conformal Stability Measure of Feature Selection Algorithms
Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:105-119
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Distribution-free Conformal Prediction for Ordinal Classification
Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:120-139
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Copula-based conformal prediction for object detection: a more efficient approach
Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:140-157
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Estimating Quality of Approximated Shapley Values Using Conformal Prediction
Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:158-174
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Calibrated Explanations for Multi-class
Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:175-194
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CoPAL: Conformal Prediction in Active Learning An Algorithm for Enhancing Remaining Useful Life Estimation in Predictive Maintenance
Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:195-217
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Calibrated Large Language Models for Binary Question Answering
Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:218-235
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Conformal Prediction in Python with crepes
Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:236-249
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Adaptive Conformal Inference for Multi-Step Ahead Time-Series Forecasting Online
Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:250-263
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Entropy Reweighted Conformal Classification
Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:264-276
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Conformal Regression with Reject Option
Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:277-294
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Multi-class Classification with Reject Option and Performance Guarantees using Conformal Prediction
Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:295-314
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Uncertainty Quantification for Metamodels
Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:315-344
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ConForME: Multi-horizon conditional conformal time series forecasting
Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:345-365
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Clustered Conformal Prediction for the Housing Market
Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:366-386
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Reliable Change Point Detection for ACGH data
Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:387-405
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Conformal Predictive Systems Under Covariate Shift
Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:406-423
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Testing Exchangeability between Real and Synthetic Data
Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:424-431
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Conformal time series decomposition with component-wise exchangeability
Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:432-465
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Evidential Uncertainty Sets in Deep Classifiers Using Conformal Prediction
Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:466-489
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Inductive Venn-Abers Predictive Distributions: New Applications & Evaluation
Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:490-507
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Tailoring the Tails: Enhancing the Reliability of Probabilistic Load Forecasts
Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:508-521
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Multi-label Conformal Prediction with a Mahalanobis Distance Nonconformity Measure
Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:522-535
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Distribution-free Uncertainty Quantification for Contour Objects with Application to Tumour Segmentation in PET Imaging
Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:536-537
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Fairness Considerations for Conformal Classification
Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:538-538
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Collective Outlier Detection and Enumeration with Conformalized Closed Testing
Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:539-539
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Preferent compression for tight generalization bounds
Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:540-540
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Anomaly Detection in Multivariate Profiles with Conformal Bayesian Inference
Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:541-542
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(Conformal) Isotonic Distributional Regression
Proceedings of the Thirteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 230:543-543
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