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Editors: Ulf Johansson, Henrik Boström, Khuong An Nguyen, Zhiyuan Luo, Lars Carlsson
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Preface
; Proceedings of the Eleventh Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 179:1-3
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Tutorial for using conformal prediction in KNIME
Tuwe Löfström, Artem Ryasik, Ulf Johansson; Proceedings of the Eleventh Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 179:4-23
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crepes: a Python Package for Generating Conformal Regressors and Predictive Systems
Henrik Boström; Proceedings of the Eleventh Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 179:24-41
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Assessing Explanation Quality by Venn Prediction
Amr Alkhatib, Henrik Boström, Ulf Johansson; Proceedings of the Eleventh Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 179:42-54
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Calibration of Natural Language Understanding Models with Venn–ABERS Predictors
Patrizio Giovannotti; Proceedings of the Eleventh Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 179:55-71
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Well-Calibrated Rule Extractors
Ulf Johansson, Tuwe Löfström, Niclas Ståhl; Proceedings of the Eleventh Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 179:72-91
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Conformal prediction of small-molecule drug resistance in cancer cell lines
Saiveth Hernández-Hernández, Sachin Vishwakarma, Pedro Ballester; Proceedings of the Eleventh Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 179:92-108
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Uncertainty Estimation for Single-cell Label Transfer
Robin Khatri, Stefan Bonn; Proceedings of the Eleventh Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 179:109-128
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Conformal prediction for hypersonic flight vehicle classification
Zepu Xi, Xuebin Zhuang, Hongbo Chen; Proceedings of the Eleventh Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 179:118-206
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Cough-based COVID-19 detection with audio quality clustering and confidence measure based learning
Alice E. Ashby, Julia A. Meister, Khuong An Nguyen, Zhiyuan Luo, Werner Gentzke; Proceedings of the Eleventh Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 179:129-148
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Online Portfolio Hedging with the Weak Aggregating Algorithm
Najim Al-Baghdadi, Yuri Kalnishkan, David Lindsay, Siân Lindsay; Proceedings of the Eleventh Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 179:149-168
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Robust Gas Demand Forecasting With Conformal Prediction
Mouhcine Mendil, Luca Mossina, Marc Nabhan, Kevin Pasini; Proceedings of the Eleventh Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 179:169-187
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Conformal testing: binary case with Markov alternatives
Vladimir Vovk, Ilia Nouretdinov, Alex Gammerman; Proceedings of the Eleventh Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 179:207-218
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A Betting Function for addressing Concept Drift with Conformal Martingales
Charalambos Eliades, Harris Papadopoulos; Proceedings of the Eleventh Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 179:219-238
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On efficiency of Learning Under Privileged Information
Ilia Nouretdinov; Proceedings of the Eleventh Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 179:239-252
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Tensor-Train Kernel Learning for Gaussian Processes
Max Kirstein, David Sommer, Martin Eigel; Proceedings of the Eleventh Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 179:253-272
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Pruning neural networks for inductive conformal prediction
Xindi Zhao, Anthony Bellotti; Proceedings of the Eleventh Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 179:273-293
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Ellipsoidal conformal inference for Multi-Target Regression
Soundouss Messoudi, Sébastien Destercke, Sylvain Rousseau; Proceedings of the Eleventh Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 179:294-306
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Prediction of Energy Consumption with Inductive Venn-Abers Predictive Distribution
Ilia Nouretdinov, James Gammerman; Proceedings of the Eleventh Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 179:307-309
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Communication-efficient Conformal Prediction for Distributed Datasets
Nery Riquelme-Granada, Zhiyuan Luo, Khuong An Nguyen; Proceedings of the Eleventh Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 179:310-312
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House Price Prediction with Confidence: Empirical Results from the Norwegian Market
Anders Hjort; Proceedings of the Eleventh Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 179:313-315
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Conformal Multistep-Ahead Multivariate Time-Series Forecasting
Filip Schlembach, Evgueni Smirnov, Irena Koprinska; Proceedings of the Eleventh Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 179:316-318
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Conformal Decision Rules
Husam Abdelqader, Evgueni Smirnov, Marc Pont, Marciano Geijselaers; Proceedings of the Eleventh Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 179:319-321
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Uncertain data in learning: challenges and opportunities
Sébastien Destercke; Proceedings of the Eleventh Symposium on Conformal and Probabilistic Prediction with Applications, PMLR 179:322-332
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