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Time-to-Event Prediction with Neural Networks and Cox Regression
v1v2 (latest)

Time-to-Event Prediction with Neural Networks and Cox Regression

1 July 2019
Håvard Kvamme
Ørnulf Borgan
Ida Scheel
ArXiv (abs)PDFHTMLGithub (890★)

Papers citing "Time-to-Event Prediction with Neural Networks and Cox Regression"

50 / 125 papers shown
Title
Survival Analysis as Imprecise Classification with Trainable Kernels
Survival Analysis as Imprecise Classification with Trainable Kernels
A. Konstantinov
Vlada A. Efremenko
Lev V. Utkin
33
0
0
11 Jun 2025
Stop Chasing the C-index: This Is How We Should Evaluate Our Survival Models
Stop Chasing the C-index: This Is How We Should Evaluate Our Survival Models
Christian Marius Lillelund
Shi-ang Qi
Russell Greiner
Christian Fischer Pedersen
CMLELM
20
0
0
02 Jun 2025
Spectral Survival Analysis
Spectral Survival Analysis
Chengzhi Shi
Stratis Ioannidis
21
0
0
28 May 2025
CRISP-NAM: Competing Risks Interpretable Survival Prediction with Neural Additive Models
CRISP-NAM: Competing Risks Interpretable Survival Prediction with Neural Additive Models
Dhanesh Ramachandram
Ananya Raval
48
0
0
27 May 2025
Privacy-aware Berrut Approximated Coded Computing applied to general distributed learning
Privacy-aware Berrut Approximated Coded Computing applied to general distributed learning
Xavier Martínez-Luaña
M. Fernández-Veiga
R. Redondo
Ana Fernández Vilas
FedML
63
0
0
10 May 2025
Beyond Cox Models: Assessing the Performance of Machine-Learning Methods in Non-Proportional Hazards and Non-Linear Survival Analysis
Beyond Cox Models: Assessing the Performance of Machine-Learning Methods in Non-Proportional Hazards and Non-Linear Survival Analysis
Ivan Rossi
Flavio Sartori
Cesare Rollo
G. Birolo
P. Fariselli
Tiziana Sanavia
73
0
0
24 Apr 2025
Opportunistic Screening for Pancreatic Cancer using Computed Tomography Imaging and Radiology Reports
Opportunistic Screening for Pancreatic Cancer using Computed Tomography Imaging and Radiology Reports
David Le
Ramon Correa-Medero
Amara Tariq
Bhavik Patel
Motoyo Yano
Imon Banerjee
59
0
0
31 Mar 2025
Survival Analysis with Machine Learning for Predicting Li-ion Battery Remaining Useful Life
Survival Analysis with Machine Learning for Predicting Li-ion Battery Remaining Useful Life
Jingyuan Xue
Longfei Wei
Fang Sheng
Yuxin Gao
52
0
0
17 Mar 2025
Self-Consistent Equation-guided Neural Networks for Censored Time-to-Event Data
Sehwan Kim
Rui Wang
Wenbin Lu
74
0
0
13 Mar 2025
Rashomon perspective for measuring uncertainty in the survival predictive maintenance models
Yigitcan Yardimci
Mustafa Cavus
69
2
0
16 Feb 2025
xCG: Explainable Cell Graphs for Survival Prediction in Non-Small Cell
  Lung Cancer
xCG: Explainable Cell Graphs for Survival Prediction in Non-Small Cell Lung Cancer
Marvin Sextro
Gabriel Dernbach
Kai Standvoss
S. Schallenberg
Frederick Klauschen
Klaus-Robert Müller
Maximilian Alber
Lukas Ruff
58
0
0
12 Nov 2024
Toward Conditional Distribution Calibration in Survival Prediction
Toward Conditional Distribution Calibration in Survival Prediction
Shi-ang Qi
Yakun Yu
Russell Greiner
477
0
0
27 Oct 2024
Deep Nonparametric Inference for Conditional Hazard Function
Deep Nonparametric Inference for Conditional Hazard Function
Wen Su
Kin-Yat Liu
Guosheng Yin
Jian Huang
Xingqiu Zhao
CML
108
0
0
23 Oct 2024
HACSurv: A Hierarchical Copula-Based Approach for Survival Analysis with Dependent Competing Risks
HACSurv: A Hierarchical Copula-Based Approach for Survival Analysis with Dependent Competing Risks
Xin Liu
Weijia Zhang
Min-Ling Zhang
188
3
0
19 Oct 2024
Deep End-to-End Survival Analysis with Temporal Consistency
Deep End-to-End Survival Analysis with Temporal Consistency
Mariana Vargas Vieyra
Pascal Frossard
49
1
0
09 Oct 2024
FPBoost: Fully Parametric Gradient Boosting for Survival Analysis
FPBoost: Fully Parametric Gradient Boosting for Survival Analysis
Alberto Archetti
Eugenio Lomurno
Diego Piccinotti
Matteo Matteucci
210
2
0
20 Sep 2024
CoxKAN: Kolmogorov-Arnold Networks for Interpretable, High-Performance
  Survival Analysis
CoxKAN: Kolmogorov-Arnold Networks for Interpretable, High-Performance Survival Analysis
William Knottenbelt
Zeyu Gao
Rebecca Wray
Woody Zhidong Zhang
Jiashuai Liu
Mireia Crispin-Ortuzar
141
11
0
06 Sep 2024
Fairness in Survival Analysis with Distributionally Robust Optimization
Fairness in Survival Analysis with Distributionally Robust Optimization
Shu Hu
George H. Chen
95
7
0
31 Aug 2024
Wave-LSTM: Multi-scale analysis of somatic whole genome copy number
  profiles
Wave-LSTM: Multi-scale analysis of somatic whole genome copy number profiles
Charles Gadd
Christopher Yau
34
0
0
22 Aug 2024
Optimizing Cox Models with Stochastic Gradient Descent: Theoretical
  Foundations and Practical Guidances
Optimizing Cox Models with Stochastic Gradient Descent: Theoretical Foundations and Practical Guidances
Lang Zeng
Weijing Tang
Zhao Ren
Ying Ding
62
0
0
05 Aug 2024
Mew: Multiplexed Immunofluorescence Image Analysis through an Efficient
  Multiplex Network
Mew: Multiplexed Immunofluorescence Image Analysis through an Efficient Multiplex Network
Sukwon Yun
Jie Peng
Alexandro E. Trevino
Chanyoung Park
Tianlong Chen
68
2
0
25 Jul 2024
SurvReLU: Inherently Interpretable Survival Analysis via Deep ReLU
  Networks
SurvReLU: Inherently Interpretable Survival Analysis via Deep ReLU Networks
Xiaotong Sun
Peijie Qiu
Shengfan Zhang
OffRL
100
0
0
19 Jul 2024
Multimodal Prototyping for cancer survival prediction
Multimodal Prototyping for cancer survival prediction
Andrew H. Song
Richard J. Chen
Guillaume Jaume
Anurag J. Vaidya
Alexander S. Baras
Faisal Mahmood
95
17
0
28 Jun 2024
An evidential time-to-event prediction model based on Gaussian random
  fuzzy numbers
An evidential time-to-event prediction model based on Gaussian random fuzzy numbers
Ling Huang
Yucheng Xing
Thierry Denoeux
Mengling Feng
27
1
0
19 Jun 2024
Conformalized Survival Distributions: A Generic Post-Process to Increase
  Calibration
Conformalized Survival Distributions: A Generic Post-Process to Increase Calibration
Shiguang Qi
Yakun Yu
Russell Greiner
376
5
0
12 May 2024
Region-specific Risk Quantification for Interpretable Prognosis of
  COVID-19
Region-specific Risk Quantification for Interpretable Prognosis of COVID-19
Zhusi Zhong
Jie Li
Zhuoqi Ma
Scott Collins
Harrison X. Bai
Paul J Zhang
Terrance Healey
Xinbo Gao
Michael Atalay
Zhicheng Jiao
42
0
0
05 May 2024
TorchSurv: A Lightweight Package for Deep Survival Analysis
TorchSurv: A Lightweight Package for Deep Survival Analysis
M. Monod
Peter Krusche
Qian Cao
B. Sahiner
N. Petrick
D. Ohlssen
T. Coroller
TPM
57
1
0
16 Apr 2024
TransformerLSR: Attentive Joint Model of Longitudinal Data, Survival,
  and Recurrent Events with Concurrent Latent Structure
TransformerLSR: Attentive Joint Model of Longitudinal Data, Survival, and Recurrent Events with Concurrent Latent Structure
Zhiyue Zhang
Yao Zhao
Yan Xu
37
0
0
04 Apr 2024
Dynamic Survival Analysis for Early Event Prediction
Dynamic Survival Analysis for Early Event Prediction
Hugo Yèche
Manuel Burger
Dinara Veshchezerova
Gunnar Rätsch
54
3
0
19 Mar 2024
Survival modeling using deep learning, machine learning and statistical
  methods: A comparative analysis for predicting mortality after hospital
  admission
Survival modeling using deep learning, machine learning and statistical methods: A comparative analysis for predicting mortality after hospital admission
Ziwen Wang
Jin Wee Lee
Tanujit Chakraborty
Yilin Ning
Mingxuan Liu
F. Xie
M. Ong
Nan Liu
96
2
0
04 Mar 2024
Multi-modal Heart Failure Risk Estimation based on Short ECG and Sampled
  Long-Term HRV
Multi-modal Heart Failure Risk Estimation based on Short ECG and Sampled Long-Term HRV
Sergio González
Abel Ko-Chun Yi
Wan-Ting Hsieh
Wei-Chao Chen
Chun-Li Wang
V. C. Wu
Shang-Hung Chang
110
5
0
01 Mar 2024
SuperBench: Improving Cloud AI Infrastructure Reliability with Proactive
  Validation
SuperBench: Improving Cloud AI Infrastructure Reliability with Proactive Validation
Yifan Xiong
Yuting Jiang
Ziyue Yang
L. Qu
Guoshuai Zhao
...
Luke Melton
Joe Chau
Peng Cheng
Yongqiang Xiong
Lidong Zhou
111
9
0
09 Feb 2024
Dynamical Survival Analysis with Controlled Latent States
Dynamical Survival Analysis with Controlled Latent States
Linus Bleistein
Van-Tuan Nguyen
Adeline Fermanian
Agathe Guilloux
65
1
0
30 Jan 2024
Deep Copula-Based Survival Analysis for Dependent Censoring with
  Identifiability Guarantees
Deep Copula-Based Survival Analysis for Dependent Censoring with Identifiability Guarantees
Weijia Zhang
Chun Kai Ling
Xuanhui Zhang
CMLOOD
72
10
0
24 Dec 2023
SAVAE: Leveraging the variational Bayes autoencoder for survival
  analysis
SAVAE: Leveraging the variational Bayes autoencoder for survival analysis
Patricia A. Apellániz
J. Parras
Santiago Zazo
CMLDRLBDL
8
1
0
22 Dec 2023
Composite Survival Analysis: Learning with Auxiliary Aggregated
  Baselines and Survival Scores
Composite Survival Analysis: Learning with Auxiliary Aggregated Baselines and Survival Scores
Chris Solomou
AI4TS
8
0
0
10 Dec 2023
ICTSurF: Implicit Continuous-Time Survival Functions with Neural
  Networks
ICTSurF: Implicit Continuous-Time Survival Functions with Neural Networks
Chanon Puttanawarut
Panu Looareesuwan
Romen Samuel Wabina
Prut Saowaprut
51
1
0
10 Dec 2023
MGCT: Mutual-Guided Cross-Modality Transformer for Survival Outcome
  Prediction using Integrative Histopathology-Genomic Features
MGCT: Mutual-Guided Cross-Modality Transformer for Survival Outcome Prediction using Integrative Histopathology-Genomic Features
Mingxin Liu
Yunzan Liu
Hui Cui
Chunquan Li
Jiquan Ma
64
9
0
20 Nov 2023
Maximum Likelihood Estimation of Flexible Survival Densities with
  Importance Sampling
Maximum Likelihood Estimation of Flexible Survival Densities with Importance Sampling
Mert Ketenci
Shreyas Bhave
Noémie Elhadad
A. Perotte
68
0
0
03 Nov 2023
DySurv: Dynamic Deep Learning Model for Survival Prediction in the ICU
DySurv: Dynamic Deep Learning Model for Survival Prediction in the ICU
Munib Mesinovic
Peter Watkinson
Ting Zhu
58
0
0
28 Oct 2023
Improving Event Time Prediction by Learning to Partition the Event Time
  Space
Improving Event Time Prediction by Learning to Partition the Event Time Space
Jimmy Hickey
Ricardo Henao
Daniel M. Wojdyla
Michael J. Pencina
Matthew M. Engelhard
116
0
0
24 Oct 2023
NSOTree: Neural Survival Oblique Tree
NSOTree: Neural Survival Oblique Tree
Xiaotong Sun
Peijie Qiu
123
0
0
25 Sep 2023
Contrastive Learning of Temporal Distinctiveness for Survival Analysis
  in Electronic Health Records
Contrastive Learning of Temporal Distinctiveness for Survival Analysis in Electronic Health Records
Mohsen Nayebi Kerdabadi
Arya Hadizadeh Moghaddam
Bin Liu
Meitian Liu
Zijun Yao
103
8
0
24 Aug 2023
Scaling Survival Analysis in Healthcare with Federated Survival Forests:
  A Comparative Study on Heart Failure and Breast Cancer Genomics
Scaling Survival Analysis in Healthcare with Federated Survival Forests: A Comparative Study on Heart Failure and Breast Cancer Genomics
Alberto Archetti
F. Ieva
Matteo Matteucci
FedML
60
13
0
04 Aug 2023
Reinterpreting survival analysis in the universal approximator age
Reinterpreting survival analysis in the universal approximator age
Sören Dittmer
M. Roberts
J. Preller
AIX-COVNET Collaboration
James H. F. Rudd
J. Aston
Carola-Bibiane Schönlieb
50
0
0
25 Jul 2023
Towards Flexible Time-to-event Modeling: Optimizing Neural Networks via
  Rank Regression
Towards Flexible Time-to-event Modeling: Optimizing Neural Networks via Rank Regression
Hyunjun Lee
Junhyun Lee
Tae-Kil Choi
Jaewoo Kang
Sangbum Choi
OODCML
43
1
0
16 Jul 2023
Deep Neural Networks for Semiparametric Frailty Models via H-likelihood
Deep Neural Networks for Semiparametric Frailty Models via H-likelihood
Hangbin Lee
I. Ha
Youngjo Lee
46
0
0
13 Jul 2023
tdCoxSNN: Time-Dependent Cox Survival Neural Network for Continuous-time
  Dynamic Prediction
tdCoxSNN: Time-Dependent Cox Survival Neural Network for Continuous-time Dynamic Prediction
Lang Zeng
Jipeng Zhang
Wei Chen
Ying Ding
24
2
0
12 Jul 2023
Deep Learning for Survival Analysis: A Review
Deep Learning for Survival Analysis: A Review
S. Wiegrebe
Philipp Kopper
R. Sonabend
Bernd Bischl
Andreas Bender
79
78
0
24 May 2023
A General Framework for Visualizing Embedding Spaces of Neural Survival
  Analysis Models Based on Angular Information
A General Framework for Visualizing Embedding Spaces of Neural Survival Analysis Models Based on Angular Information
George H. Chen
49
1
0
11 May 2023
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