Auton Survival - an open source package for Regression, Counterfactual Estimation, Evaluation and Phenotyping with Censored Time-to-Events
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Updated
Apr 4, 2024 - Python
Auton Survival - an open source package for Regression, Counterfactual Estimation, Evaluation and Phenotyping with Censored Time-to-Events
A unified framework for tabular probabilistic regression, time-to-event prediction, and probability distributions in python
This repository contains morden baysian statistics and deep learning based research articles , software for survival analysis
Datasets for Predictive Maintenance
Explainable Machine Learning in Survival Analysis
SurvSHAP(t): Time-dependent explanations of machine learning survival models
Survival analysis in Julia
Tutorial on survival analysis using TensorFlow.
SurvTRACE: Transformers for Survival Analysis with Competing Events
Perform a survival analysis based on the time-to-event (death event) for the subjects. Compare machine learning models to assess the likelihood of a death by heart failure condition. This can be used to help hospitals in assessing the severity of patients with cardiovascular diseases and heart failure condition.
ICML 2018: "Adversarial Time-to-Event Modeling"
A survival analysis interface for Julia
A probabilistic model to cluster survival data in a variational deep clustering setting
ML Approaches for RUL Prediction, Anomaly Detection, Survival Analysis and Failure Classification
Finite-Interval Forecasting Engine: Machine learning models for discrete-time survival analysis and multivariate time series forecasting
ProFeld: survival analysis, predictive maintenance, churn analysis, and remaining useful life prediction in Python
R package for fitting joint models to time-to-event and longitudinal data
ACM CHIL 2020: "Survival Cluster Analysis"
Analysis of Multivariate Event Times https://kkholst.github.io/mets/
🫀 Code for "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" 🫀
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