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Volume 152: Conformal and Probabilistic Prediction and Applications, 8-10 September 2021, Virtual
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Editors: Lars Carlsson, Zhiyuan Luo, Giovanni Cherubin, Khuong An Nguyen
Preface
; Proceedings of the Tenth Symposium on Conformal and Probabilistic Prediction and Applications, PMLR 152:1-3
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Approximation to object conditional validity with inductive conformal predictors
; Proceedings of the Tenth Symposium on Conformal and Probabilistic Prediction and Applications, PMLR 152:4-23
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Mondrian conformal predictive distributions
; Proceedings of the Tenth Symposium on Conformal and Probabilistic Prediction and Applications, PMLR 152:24-38
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A lower bound for a prediction algorithm under the Kullback-Leibler game
; Proceedings of the Tenth Symposium on Conformal and Probabilistic Prediction and Applications, PMLR 152:39-51
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Shapley-value based inductive conformal prediction
; Proceedings of the Tenth Symposium on Conformal and Probabilistic Prediction and Applications, PMLR 152:52-71
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Conformal uncertainty sets for robust optimization
; Proceedings of the Tenth Symposium on Conformal and Probabilistic Prediction and Applications, PMLR 152:72-90
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Synergy conformal prediction
; Proceedings of the Tenth Symposium on Conformal and Probabilistic Prediction and Applications, PMLR 152:91-110
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Calibrating multi-class models
; Proceedings of the Tenth Symposium on Conformal and Probabilistic Prediction and Applications, PMLR 152:111-130
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Conformal testing in a binary model situation
; Proceedings of the Tenth Symposium on Conformal and Probabilistic Prediction and Applications, PMLR 152:131-150
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Impact of model-agnostic nonconformity functions on efficiency of conformal classifiers: an extensive study
; Proceedings of the Tenth Symposium on Conformal and Probabilistic Prediction and Applications, PMLR 152:151-170
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Using inductive conformal martingales for addressing concept drift in data stream classification
; Proceedings of the Tenth Symposium on Conformal and Probabilistic Prediction and Applications, PMLR 152:171-190
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Retrain or not retrain: conformal test martingales for change-point detection
; Proceedings of the Tenth Symposium on Conformal and Probabilistic Prediction and Applications, PMLR 152:191-210
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Class-wise confidence for debt prediction in real estate management: discussion and lessons learned from an application
; Proceedings of the Tenth Symposium on Conformal and Probabilistic Prediction and Applications, PMLR 152:211-228
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Evaluation of updating strategies for conformal predictive systems in the presence of extreme events
; Proceedings of the Tenth Symposium on Conformal and Probabilistic Prediction and Applications, PMLR 152:229-242
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Transformer-based conformal predictors for paraphrase detection
; Proceedings of the Tenth Symposium on Conformal and Probabilistic Prediction and Applications, PMLR 152:243-265
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A non-conformity approach towards post-prostatectomy metastasis estimation using a multicentre prostate cancer database
; Proceedings of the Tenth Symposium on Conformal and Probabilistic Prediction and Applications, PMLR 152:266-285
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Conformal prediction and its integration within visual analytics toolbox
; Proceedings of the Tenth Symposium on Conformal and Probabilistic Prediction and Applications, PMLR 152:286-293
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Confidence machine learning for cutting tool life prediction
; Proceedings of the Tenth Symposium on Conformal and Probabilistic Prediction and Applications, PMLR 152:294-296
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Protected probabilistic classification
; Proceedings of the Tenth Symposium on Conformal and Probabilistic Prediction and Applications, PMLR 152:297-299
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Conformal changepoint detection in continuous model situations
; Proceedings of the Tenth Symposium on Conformal and Probabilistic Prediction and Applications, PMLR 152:300-302
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Fast conformal classification using influence functions
; Proceedings of the Tenth Symposium on Conformal and Probabilistic Prediction and Applications, PMLR 152:303-305
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