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COPA 2021: Virtual Event
- Lars Carlsson, Zhiyuan Luo, Giovanni Cherubin, Khuong An Nguyen:
Conformal and Probabilistic Prediction and Applications, 8-10 September 2021, Virtual Event. Proceedings of Machine Learning Research 152, PMLR 2021 - Lars Carlsson, Zhiyuan Luo, Giovanni Cherubin, Khuong An Nguyen:
Preface. 1-3 - Anthony Bellotti:
Approximation to object conditional validity with inductive conformal predictors. 4-23 - Henrik Boström, Ulf Johansson, Tuwe Löfström:
Mondrian conformal predictive distributions. 24-38 - Raisa Dzhamtyrova, Yuri Kalnishkan:
A lower bound for a prediction algorithm under the Kullback-Leibler game. 39-51 - William Lopez Jaramillo, Evgueni N. Smirnov:
Shapley-value based inductive conformal prediction. 52-71 - Chancellor Johnstone, Bruce Cox:
Conformal uncertainty sets for robust optimization. 72-90 - Niharika Gauraha, Ola Spjuth:
Synergy conformal prediction. 91-110 - Ulf Johansson, Tuwe Löfström, Henrik Boström:
Calibrating multi-class models. 111-130 - Vladimir Vovk:
Conformal testing in a binary model situation. 131-150 - Marharyta Aleksandrova, Oleg Chertov:
Impact of model-agnostic nonconformity functions on efficiency of conformal classifiers: an extensive study. 151-170 - Charalambos Eliades, Harris Papadopoulos:
Using inductive conformal martingales for addressing concept drift in data stream classification. 171-190 - Vladimir Vovk, Ivan Petej, Ilia Nouretdinov, Ernst Ahlberg, Lars Carlsson, Alex Gammerman:
Retrain or not retrain: conformal test martingales for change-point detection. 191-210 - Soundouss Messoudi, Sébastien Destercke, Sylvain Rousseau:
Class-wise confidence for debt prediction in real estate management: discussion and lessons learned from an application. 211-228 - Hugo Werner, Lars Carlsson, Ernst Ahlberg, Henrik Boström:
Evaluation of updating strategies for conformal predictive systems in the presence of extreme events. 229-242 - Patrizio Giovannotti, Alex Gammerman:
Transformer-based conformal predictors for paraphrase detection. 243-265 - Christos Chatzichristos, José Felipe Golib Dzib, Andries Clinckaert, Wouter Everaerts, Maarten De Vos, Martine Lewi:
A non-conformity approach towards post-prostatectomy metastasis estimation using a multicentre prostate cancer database. 266-285 - Tomaz Hocevar, Blaz Zupan:
Conformal prediction and its integration within visual analytics toolbox. 286-293 - Nishant Wilson, Steve Barwick, Vince Booker, Tom Mildenhall, Laura Still, Yan Wang, Khuong An Nguyen:
Confidence machine learning for cutting tool life prediction. 294-296 - Vladimir Vovk, Ivan Petej, Alex Gammerman:
Protected probabilistic classification. 297-299 - Ilia Nouretdinov, Vladimir Vovk, Alex Gammerman:
Conformal changepoint detection in continuous model situations. 300-302 - Umang Bhatt, Adrian Weller, Giovanni Cherubin:
Fast conformal classification using influence functions. 303-305
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