Volume 91: Conformal and Probabilistic Prediction and Applications, 11-13 June 2018,

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Editors: Alex Gammerman, Vladimir Vovk, Zhiyuan Luo, Evgueni Smirnov, Ralf Peeters

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Preface

Alex Gammerman, Vladimir Vovk, Zhiyuan Luo, Evgueni Smirnov, Ralf Peeters ; PMLR 91:1-2

Venn predictors for well-calibrated probability estimation trees

Ulf Johansson, Tuwe Löfström, Håkan Sundell, Henrik Linusson, Anders Gidenstam, Henrik Boström ; PMLR 91:3-14

Inductive Venn-Abers predictive distribution

Ilia Nouretdinov, Denis Volkhonskiy, Pitt Lim, Paolo Toccaceli, Alexander Gammerman ; PMLR 91:15-36

Cross-conformal predictive distributions

Vladimir Vovk, Ilia Nouretdinov, Valery Manokhin, Alexander Gammerman ; PMLR 91:37-51

Conformal predictive decision making

Vladimir Vovk, Claus Bendtsen ; PMLR 91:52-62

Aggregating strategies for long-term forecasting

Alexander Korotin, Vladimir V’yugin, Evgeny Burnaev ; PMLR 91:63-82

Interpolation error of Gaussian process regression for misspecified case

Alexey Zaytsev, Evgenya Romanenkova, Dmitry Ermilov ; PMLR 91:83-95

Conformal feature-selection wrappers for instance transfer

Shuang Zhou, Evgueni Smirnov, Gijs Schoenmakers, Ralf Peeters, Tao Jiang ; PMLR 91:96-113

Cover your cough: detection of respiratory events with confidence using a smartwatch

Khuong An Nguyen, Zhiyuan Luo ; PMLR 91:114-131

Using Venn-Abers predictors to assess cardio-vascular risk

Ernst Ahlberg, Ruben Buendia, Lars Carlsson ; PMLR 91:132-146

Conformal prediction in learning under privileged information paradigm with applications in drug discovery

Niharika Gauraha, Lars Carlsson, Ola Spjuth ; PMLR 91:147-156

Exchangeability martingales for selecting features in anomaly detection

Giovanni Cherubin, Adrian Baldwin, Jonathan Griffin ; PMLR 91:157-170

Detecting seizures in EEG recordings using conformal prediction

Charalambos Eliades, Harris Papadopoulos ; PMLR 91:171-186

Transfer learning for the probabilistic classification vector machine

Christoph Raab, Frank-Michael Schleif ; PMLR 91:187-200

Venn-Abers predictors for improved compound iterative screening in drug discovery

Ruben Buendia, Ola Engkvist, Lars Carlsson, Thierry Kogej, Ernst Ahlberg ; PMLR 91:201-219

Conformal stacked weather forecasting

Jelmer Neeven, Evgueni Smirnov ; PMLR 91:220-233

Conformal prediction in manifold learning

Alexander Kuleshov, Alexander Bernstein, Evgeny Burnaev ; PMLR 91:234-253

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