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Volume 146: Survival Prediction - Algorithms, Challenges and Applications, 22-24 March 2021, Stanford University, Palo Alto (CA), USA

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Editors: Russell Greiner, Neeraj Kumar, Thomas Alexander Gerds, Mihaela van der Schaar

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Preface: AAAI Spring Symposium on Survival Prediction - Algorithms, Challenges, and Applications 2021

Russell Greiner, Neeraj Kumar, Thomas Alexander Gerds, Mihaela van der Schaar; Proceedings of AAAI Spring Symposium on Survival Prediction - Algorithms, Challenges, and Applications 2021, PMLR 146:1-2

IDNetwork: A deep Illness-Death Network based on multi-states event history process for versatile disease prognostication

Aziliz Cottin, Nicolas Pécuchet, Marine Zulian, Agathe Guilloux, Sandrine Katsahian; Proceedings of AAAI Spring Symposium on Survival Prediction - Algorithms, Challenges, and Applications 2021, PMLR 146:1-21

Beta Survival Models

David Hubbard, Benoit Rostykus, Yves Raimond, Tony Jebara; Proceedings of AAAI Spring Symposium on Survival Prediction - Algorithms, Challenges, and Applications 2021, PMLR 146:22-39

Semi-Structured Deep Piecewise Exponential Models

Philipp Kopper, Sebastian Pölsterl, Christian Wachinger, Bernd Bischl, Andreas Bender, David Rügamer; Proceedings of AAAI Spring Symposium on Survival Prediction - Algorithms, Challenges, and Applications 2021, PMLR 146:40-53

WRSE - a non-parametric weighted-resolution ensemble for predicting individual survival distributions in the ICU

Jonathan Heitz, Joanna Ficek, Martin Faltys, Tobias M. Merz, Gunnar Rätsch, Matthias Hüser; Proceedings of AAAI Spring Symposium on Survival Prediction - Algorithms, Challenges, and Applications 2021, PMLR 146:54-69

Improving the Calibration of Long Term Predictions of Heart Failure Rehospitalizations using Medical Concept Embedding

Sunil Kalmady, Weijie Sun, Justin Ezekowitz, Nowell Fine, Jonathan Howlett, Anamaria Savu, Russ Greiner, Padma Kaul; Proceedings of AAAI Spring Symposium on Survival Prediction - Algorithms, Challenges, and Applications 2021, PMLR 146:70-82

Survival Trees for Current Status Data

Ce Yang, Liqun Diao, Richard Cook; Proceedings of AAAI Spring Symposium on Survival Prediction - Algorithms, Challenges, and Applications 2021, PMLR 146:83-94

Wavelet Reconstruction Networks for Marked Point Processes

Jeremy Weiss; Proceedings of AAAI Spring Symposium on Survival Prediction - Algorithms, Challenges, and Applications 2021, PMLR 146:95-106

The Safe Logrank Test: Error Control under Optional Stopping, Continuation and Prior Misspecification

Peter Grünwald, Alexander Ly, Muriel Perez-Ortiz, Judith Ter Schure; Proceedings of AAAI Spring Symposium on Survival Prediction - Algorithms, Challenges, and Applications 2021, PMLR 146:107-117

Empirical Comparison of Continuous and Discrete-time Representations for Survival Prediction

Michael Sloma, Fayeq Syed, Mohammedreza Nemati, Kevin S. Xu; Proceedings of AAAI Spring Symposium on Survival Prediction - Algorithms, Challenges, and Applications 2021, PMLR 146:118-131

Transformer-Based Deep Survival Analysis

Shi Hu, Egill Fridgeirsson, Guido van Wingen, Max Welling; Proceedings of AAAI Spring Symposium on Survival Prediction - Algorithms, Challenges, and Applications 2021, PMLR 146:132-148

Theory and software for boosted nonparametric hazard estimation

Donald Lee, Ningyuan Chen, Hemant Ishwaran, Xiaochen Wang, Arash Pakbin, Bobak Mortazavi, Hongyu Zhao; Proceedings of AAAI Spring Symposium on Survival Prediction - Algorithms, Challenges, and Applications 2021, PMLR 146:149-158

Dynamic Survival Analysis with Individualized Truncated Parametric Distributions

Preston Putzel, Padhraic Smyth, Jaehong Yu, Hua Zhong; Proceedings of AAAI Spring Symposium on Survival Prediction - Algorithms, Challenges, and Applications 2021, PMLR 146:159-170

Harmonic-Mean Cox Models: A Ruler for Equal Attention to Risk

Xuejian Wang, Wenbin Zhang, Aishwarya Jadhav, Jeremy Weiss; Proceedings of AAAI Spring Symposium on Survival Prediction - Algorithms, Challenges, and Applications 2021, PMLR 146:171-183

Deep Parametric Time-to-Event Regression with Time-Varying Covariates

Chirag Nagpal, Vincent Jeanselme, Artur Dubrawski; Proceedings of AAAI Spring Symposium on Survival Prediction - Algorithms, Challenges, and Applications 2021, PMLR 146:184-193

Exploring the Wasserstein metric for time-to-event analysis

Tristan Sylvain, Margaux Luck, Joseph Cohen, Heloise Cardinal, Andrea Lodi, Yoshua Bengio; Proceedings of AAAI Spring Symposium on Survival Prediction - Algorithms, Challenges, and Applications 2021, PMLR 146:194-206

Survival Prediction Using Deep Learning

Aliasghar Tarkhan, Noah Simon, Thomas Bengtsson, Kien Nguyen, Jian Dai; Proceedings of AAAI Spring Symposium on Survival Prediction - Algorithms, Challenges, and Applications 2021, PMLR 146:207-214

Risk and Survival Analysis from COVID Outbreak Data: Lessons from India

Prasad Bankar, Subhasis Panda, Vaibhav Anand, Vineet Kumar; Proceedings of AAAI Spring Symposium on Survival Prediction - Algorithms, Challenges, and Applications 2021, PMLR 146:215-222

Deep-CR MTLR: a Multi-Modal Approach for Cancer Survival Prediction with Competing Risks

Sejin Kim, Michal Kazmierski, Benjamin Haibe-Kains; Proceedings of AAAI Spring Symposium on Survival Prediction - Algorithms, Challenges, and Applications 2021, PMLR 146:223-231

Kullback-Leibler-Based Discrete Relative Risk Models for Integration of Published Prediction Models with New Dataset

Di Wang, Wen Ye, Kevin He; Proceedings of AAAI Spring Symposium on Survival Prediction - Algorithms, Challenges, and Applications 2021, PMLR 146:232-239

Finding Relevant Features for Different Times in Survival Prediction by Discrete Hazard Bayesian Network

Li-Hao Kuan, Russell Greiner; Proceedings of AAAI Spring Symposium on Survival Prediction - Algorithms, Challenges, and Applications 2021, PMLR 146:240-251

Multi-ethnic Survival Analysis: Transfer Learning with Cox Neural Networks

Yan Gao, Yan Cui; Proceedings of AAAI Spring Symposium on Survival Prediction - Algorithms, Challenges, and Applications 2021, PMLR 146:252-257

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