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2026
Lecture Notes in Computer Science
2025
A review of survival stacking: a method to cast survival regression analysis as a classification problem
The International Journal of Biostatistics
2025
Artificial Intelligence–Enhanced Electrocardiography for Complete Heart Block Risk Stratification
JAMA Cardiology
2025
Adapting and evaluating deep-pseudo neural network for survival data with time-varying covariates
Journal of Applied Statistics
2025
Pathology image-based predictive model for individual survival time of early-stage lung adenocarcinoma patients
Scientific Reports
2025
Lecture Notes in Computer Science
2025
Foundation model based multimodal transformer framework for survival analysis in HER2 stratified breast cancer
Physics in Medicine & Biology
2025
Multimodal deep learning improves recurrence risk prediction in pediatric low-grade gliomas
Neuro-Oncology
2025
Artificial intelligence-enhanced electrocardiography to predict regurgitant valvular heart diseases: an international study
European Heart Journal
2025
Deep learning to predict progression independent of relapse activity at a first demyelinating event
Brain Communications
2025
Optimised machine learning for time-to-event prediction in healthcare applied to timing of gastrostomy in ALS: a multi-centre, retrospective model development and validation study
eBioMedicine
2025
Online updating estimation for streaming survival datasets
SCIENTIA SINICA Mathematica
2025
A population-based recalibration method for updating survival neural networks models for cardiovascular risk prediction in United Kingdom and China
Journal of Clinical Epidemiology
2025
Kullback-Leibler-based discrete failure time models for integration of published prediction models with new time-to-event dataset
The Annals of Applied Statistics
2025
Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.1
2025
Pretrained transformers applied to clinical studies improve predictions of treatment efficacy and associated biomarkers
Nature Communications
2025
Lecture Notes in Computer Science
2025
Mechanistic Learning for Predicting Survival Outcomes in Head and Neck Squamous Cell Carcinoma
CPT: Pharmacometrics & Systems Pharmacology
2025
Lecture Notes in Computer Science
2025
Image based artificial intelligence-enhanced ECG prediction of incident atrial fibrillation
Heart Rhythm
2025
CT-based deep learning model for improved disease-free survival prediction in clinical stage I lung cancer: a real-world multicenter study
European Radiology
2025
Limitations of Binary Classification for Long-Horizon Diagnosis Prediction and Advantages of a Discrete-Time Time-to-Event Approach: Empirical Analysis
JMIR AI
2025
Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.2
2025
A comparison of artificial intelligence–enhanced electrocardiography approaches for the prediction of time to mortality using electrocardiogram images
European Heart Journal - Digital Health
2025
HMT: A Hybrid Multimodal Transformer With Multitask Learning for Survival Prediction in Head and Neck Cancer
IEEE Transactions on Radiation and Plasma Medical Sciences
2025
Comparison of 1-year mortality predictions from vendor-supplied versus academic model for cancer patients
PeerJ
2025
Artificial Intelligence in Ophthalmology
2025
Artificial Intelligence–Enhanced Electrocardiography for Prediction of Incident Hypertension
JAMA Cardiology
2024
DySurv: dynamic deep learning model for survival analysis with conditional variational inference
Journal of the American Medical Informatics Association
2024
Improved outcome models with denoising diffusion
Physica Medica
2024
When Is It Safe to Complete an Overtaking Maneuver? Modeling Drivers’ Decision to Return After Passing a Cyclist
IEEE Transactions on Intelligent Transportation Systems
2024
Deep learning-assisted survival prognosis in renal cancer: A CT scan-based personalized approach
Heliyon
2024
Discrete-Time Survival Models with Neural Networks for Age–Period–Cohort Analysis of Credit Risk
Risks
2024
Tab-Cox: An Interpretable Deep Survival Analysis Model for Patients With Nasopharyngeal Carcinoma Based on TabNet
IEEE Journal of Biomedical and Health Informatics
2024
A deep learning approach to censored regression
Pattern Analysis and Applications
2024
Innovative approaches to atrial fibrillation prediction: should polygenic scores and machine learning be implemented in clinical practice?
Europace
2024
2024 15th International Conference on Information and Communication Technology Convergence (ICTC)
2024
ICTSurF: Implicit Continuous-Time Survival Functions with neural networks
Informatics in Medicine Unlocked
2024
2024 IEEE International Symposium on Biomedical Imaging (ISBI)
2024
Deep learning model integrating radiologic and clinical data to predict mortality after ischemic stroke
Heliyon
2024
Mixture Survival Classification Neural Network for Power Failure Risk Prediction in Two-Wheel Shared Mobility
IEEE Internet of Things Journal
2024
Adaptive segmentation-to-survival learning for survival prediction from multi-modality medical images
npj Precision Oncology
2024
Improving Cancer Survival Prediction via Graph Convolutional Neural Network Learning on Protein-Protein Interaction Networks
IEEE Journal of Biomedical and Health Informatics
2024
Artificial intelligence-enabled electrocardiogram for mortality and cardiovascular risk estimation: a model development and validation study
The Lancet Digital Health
2024
2024 IEEE 11th International Conference on Data Science and Advanced Analytics (DSAA)
2024
Multimodal deep learning for personalized renal cell carcinoma prognosis: Integrating CT imaging and clinical data
Computer Methods and Programs in Biomedicine
2024
Bridging the gap: improve neural survival models with interpolation techniques
Progress in Artificial Intelligence
2024
Case-Base Neural Network: Survival analysis with time-varying, higher-order interactions
Machine Learning with Applications
2024
A Kernel Attention-based Transformer Model for Survival Prediction of Heart Disease Patients
Journal of Cardiovascular Translational Research
2024
Deep Learning-Guided Dosimetry for Mitigating Local Failure of Patients With Non-Small Cell Lung Cancer Receiving Stereotactic Body Radiation Therapy
International Journal of Radiation Oncology*Biology*Physics
2024
Added prognostic value of 3D deep learning-derived features from preoperative MRI for adult-type diffuse gliomas
Neuro-Oncology
2024
Support vector machine for dynamic survival prediction with time-dependent covariates
The Annals of Applied Statistics
2024
AI Survival Prediction Modeling: The Importance of Considering Treatments and Changes in Health Status over Time
Cancers
2024
Deep Learning-Based Prediction of Post-treatment Survival in Hepatocellular Carcinoma Patients Using Pre-treatment CT Images and Clinical Data
Journal of Imaging Informatics in Medicine
2024
Predictive Modeling of Long-Term Survivors with Stage IV Breast Cancer Using the SEER-Medicare Dataset
Cancers
2024
Enhancing Survival Analysis Model Selection through XAI(t) in Healthcare
Applied Sciences
2024
Development and Validation of a Novel Machine Learning Model to Predict the Survival of Patients with Gastrointestinal Neuroendocrine Neoplasms
Neuroendocrinology
2024
MS-CPFI: A model-agnostic Counterfactual Perturbation Feature Importance algorithm for interpreting black-box Multi-State models
Artificial Intelligence in Medicine
2024
Deep learning for survival analysis: a review
Artificial Intelligence Review
2024
Deep learning prediction of survival in patients with heart failure using chest radiographs
The International Journal of Cardiovascular Imaging
2024
Lecture Notes in Computer Science
2024
Survival prediction landscape: an in-depth systematic literature review on activities, methods, tools, diseases, and databases
Frontiers in Artificial Intelligence
2024
Learning to Train and to Explain a Deep Survival Model with Large-Scale Ovarian Cancer Transcriptomic Data
Biomedicines
2024
A deep learning-informed interpretation of why and when dose metrics outside the PTV can affect the risk of distant metastasis in SBRT NSCLC patients
Radiation Oncology
2024
Clinical Utility of a CT-based AI Prognostic Model for Segmentectomy in Non–Small Cell Lung Cancer
Radiology
2024
Validation of a prognostic blood-based sphingolipid panel for men with localized prostate cancer followed on active surveillance
Biomarker Research
2024
Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining
2024
BTSSPro: Prompt-Guided Multimodal Co-Learning for Breast Cancer Tumor Segmentation and Survival Prediction
IEEE Journal of Biomedical and Health Informatics
2023
Lecture Notes in Computer Science
2023
Multivariate longitudinal data for survival analysis of cardiovascular event prediction in young adults: insights from a comparative explainable study
BMC Medical Research Methodology
2023
Parametric Estimation of Equipment Failure Risk with Machine Learning and Constrained Optimization
Journal of Performance of Constructed Facilities
2023
Scaling survival analysis in healthcare with federated survival forests: A comparative study on heart failure and breast cancer genomics
Future Generation Computer Systems
2023
Deep learning-based prognostication in idiopathic pulmonary fibrosis using chest radiographs
European Radiology
2023
Multitask Learning with Convolutional Neural Networks and Vision Transformers Can Improve Outcome Prediction for Head and Neck Cancer Patients
Cancers
2023
Deep learning for risk-based stratification of cognitively impaired individuals
iScience
2023
Predicting the Survival of Breast Cancer Patients via Deep Neural Networks
Signal and Data Processing
2023
Systematic comparison of multi-omics survival models reveals a widespread lack of noise resistance
Cell Reports Methods
2023
Sample size and predictive performance of machine learning methods with survival data: A simulation study
Statistics in Medicine
2023
Machine learning model to predict impact of climate change on facility equipment service life
Building and Environment
2023
On the Reliability of Machine Learning Models for Survival Analysis When Cure Is a Possibility
Mathematics
2023
Time-related survival prediction in molecular subtypes of breast cancer using time-to-event deep-learning-based models
Frontiers in Oncology
2023
Survival Prediction After Transarterial Chemoembolization for Hepatocellular Carcinoma: a Deep Multitask Survival Analysis Approach
Journal of Healthcare Informatics Research
2023
Energy-Based Survival Models for Predictive Maintenance
IFAC-PapersOnLine
2023
GRU-D-Weibull: A novel real-time individualized endpoint prediction
Artificial Intelligence in Medicine
2023
Artificial intelligence (AI) and machine learning (ML) in precision oncology: a review on enhancing discoverability through multiomics integration
The British Journal of Radiology
2023
Lecture Notes in Computer Science
2023
Predicting time-to-conversion for dementia of Alzheimer's type using multi-modal deep survival analysis
Neurobiology of Aging
2023
Studies in Computational Intelligence
2023
GNN-surv: Discrete-Time Survival Prediction Using Graph Neural Networks
Bioengineering
2023
A Deep Learning Model Using Chest Radiographs for Prediction of 30-Day Mortality in Patients With Community-Acquired Pneumonia: Development and External Validation
American Journal of Roentgenology
2023
Comparison of State-of-the-Art Neural Network Survival Models with the Pooled Cohort Equations for Cardiovascular Disease Risk Prediction
BMC Medical Research Methodology
2023
Proceedings of the 32nd ACM International Conference on Information and Knowledge Management
2023
Multiple Myeloma Prognosis From PET Images: Deep Survival Losses and Contrastive Pretraining
IEEE Transactions on Radiation and Plasma Medical Sciences
2023
2023 International Joint Conference on Neural Networks (IJCNN)
2023
2023 IEEE 11th International Conference on Healthcare Informatics (ICHI)
2023
Re-evaluation of publicly available gene-expression databases using machine-learning yields a maximum prognostic power in breast cancer
Scientific Reports
2022
Lecture Notes in Computer Science
2022
Lecture Notes in Computer Science
2022
Surgical Treatment is Still Recommended for Patients Over 75 Years with IA NSCLC: A Predictive Model Based on Surveillance, Epidemiology and End Results Database
Cancer Control
2022
IDNetwork: A deep illness‐death network based on multi‐state event history process for disease prognostication
Statistics in Medicine
2022
Deep Learning Prediction of Survival in Patients with Chronic Obstructive Pulmonary Disease Using Chest Radiographs
Radiology
2022
Deep learning based time-to-event analysis with PET, CT and joint PET/CT for head and neck cancer prognosis
Computer Methods and Programs in Biomedicine
2022
Role of Machine Learning in Precision Oncology: Applications in Gastrointestinal Cancers
Cancers
2022
Ad Creative Discontinuation Prediction with Multi-Modal Multi-Task Neural Survival Networks
Applied Sciences
2022
Causal inference for observational longitudinal studies using deep survival models
Journal of Biomedical Informatics
2022
DeepMTS: Deep Multi-Task Learning for Survival Prediction in Patients With Advanced Nasopharyngeal Carcinoma Using Pretreatment PET/CT
IEEE Journal of Biomedical and Health Informatics
2022
2022 ACM Conference on Fairness Accountability and Transparency
2022
ECG-Based Deep Learning and Clinical Risk Factors to Predict Atrial Fibrillation
Circulation
2022
2022 13th International Conference on Information and Communication Technology Convergence (ICTC)
2022
Regularizing the Deepsurv Network Using Projection Loss for Medical Risk Assessment
IEEE Access
2022
Default risk prediction and feature extraction using a penalized deep neural network
Statistics and Computing
2022
Lecture Notes in Computer Science
2022
Lecture Notes in Computer Science
2022
Discrete-time survival analysis in the critically ill: a deep learning approach using heterogeneous data
npj Digital Medicine
2022
Attention-based deep survival model for time series data
Reliability Engineering & System Safety
2022
Neural network-based integration of polygenic and clinical information: development and validation of a prediction model for 10-year risk of major adverse cardiac events in the UK Biobank cohort
The Lancet Digital Health
2022
Survival prediction models: an introduction to discrete-time modeling
BMC Medical Research Methodology
2022
A Deep Survival Learning Approach for Cardiovascular Risk Estimation in Patients With Sleep Apnea
IEEE Access
2022
Lecture Notes in Computer Science
2021
Artificial intelligence for the management of pancreatic diseases
Digestive Endoscopy
2021
Personalised need of Care in an Ageing Society: The Making of a Prediction Tool Based on Register Data
Journal of the Royal Statistical Society Series A: Statistics in Society
2021
Automated model versus treating physician for predicting survival time of patients with metastatic cancer
Journal of the American Medical Informatics Association
2021
Artificial Intelligence in Ophthalmology
2021
Integrating Multiomics Information in Deep Learning Architectures for Joint Actuarial Outcome Prediction in Non-Small Cell Lung Cancer Patients After Radiation Therapy
International Journal of Radiation Oncology*Biology*Physics
2021
Modeling Recidivism through Bayesian Regression Models and Deep Neural Networks
Mathematics
2021
Review of Statistical Methods for Evaluating the Performance of Survival or Other Time-to-Event Prediction Models (from Conventional to Deep Learning Approaches)
Korean Journal of Radiology
2021
Communications in Computer and Information Science
2021
An artificial intelligence system for predicting the deterioration of COVID-19 patients in the emergency department
npj Digital Medicine
2021
Distant metastasis time to event analysis with CNNs in independent head and neck cancer cohorts
Scientific Reports
2021
Extended application of a CT-based artificial intelligence prognostication model in patients with primary lung cancer undergoing stereotactic ablative radiotherapy
Radiotherapy and Oncology
2021
A Deep Learning Approach to Predict Diabetes’ Cardiovascular Complications From Administrative Claims
IEEE Journal of Biomedical and Health Informatics
2021
Deep Semisupervised Multitask Learning Model and Its Interpretability for Survival Analysis
IEEE Journal of Biomedical and Health Informatics
2021
Continuous and discrete-time survival prediction with neural networks
Lifetime Data Analysis
2021
Predicting Long-Term Mortality in Patients with Angina across the Spectrum of Dysglycemia: A Machine Learning Approach
Diagnostics
2021
Proceedings of the ACM SIGOPS 28th Symposium on Operating Systems Principles
2021
Deep survival analysis of searching for on-street parking in urban areas
Transportation Research Part C: Emerging Technologies
2021
SurvCNN: A Discrete Time-to-Event Cancer Survival Estimation Framework Using Image Representations of Omics Data
Cancers
2021
Deep learning based prediction of prognosis in nonmetastatic clear cell renal cell carcinoma
Scientific Reports
2021
2021 8th International Conference on Information, Cybernetics, and Computational Social Systems (ICCSS)
2021
Long-term cancer survival prediction using multimodal deep learning
Scientific Reports
2021
Risk Stratification Using 18F-FDG PET/CT and Artificial Neural Networks in Head and Neck Cancer Patients Undergoing Radiotherapy
Diagnostics
2020
2020 IEEE/ACM International Conference on Big Data Computing, Applications and Technologies (BDCAT)
2020
Development and validation of risk prediction models for multiple cardiovascular diseases and Type 2 diabetes
PLOS ONE
2020
CNN-based survival model for pancreatic ductal adenocarcinoma in medical imaging
BMC Medical Imaging
2020
Lecture Notes in Computer Science
2020
Deep learning for survival outcomes
Statistics in Medicine
2020
Deep Neural Networks for Survival Analysis Using Pseudo Values
IEEE Journal of Biomedical and Health Informatics
2020
Preoperative CT-based Deep Learning Model for Predicting Disease-Free Survival in Patients with Lung Adenocarcinomas
Radiology
2020
Predicting risk of late age-related macular degeneration using deep learning
npj Digital Medicine
2020
Communications in Computer and Information Science
2020
Proceedings of the 11th ACM International Conference on Bioinformatics, Computational Biology and Health Informatics
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