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autonlab /auton-survival

Auton Survival - an open source package for Regression, Counterfactual Estimation, Evaluation and Phenotyping with Censored Time-to-Events

python data-science machine-learning deep-learning regression survival-analysis graphical-models causal-inference time-to-event reliability-analysis counterfactual-inference

UpdatedApr 4, 2024
Python

sktime /skpro

A unified framework for tabular probabilistic regression, time-to-event prediction, and probability distributions in python

python data-science machine-learning framework ai sklearn regression prediction survival-analysis probability-distributions distributions time-to-event survival-models failure-prediction survival-prediction distributional-regression sktime

UpdatedMar 15, 2025
Python

robi56 /Survival-Analysis-using-Deep-Learning

This repository contains morden baysian statistics and deep learning based research articles , software for survival analysis

machine-learning deep-learning time-series healthcare survival-analysis bayesian-inference gaussian-processes cancer-research time-to-event

UpdatedAug 18, 2023

kokikwbt /predictive-maintenance

Datasets for Predictive Maintenance

machine-learning automation time-series forecasting survival-analysis anomaly time-series-analysis time-to-event anomaly-detection industry-4 predictive-maintenance remaining-useful-life degradation condition-based-maintenance phm prognosis-and-health-management ai-engineering run-to-failure-models run-to-failure event-to-event

UpdatedDec 2, 2023
Jupyter Notebook

survex

ModelOriented /survex

Explainable Machine Learning in Survival Analysis

machine-learning r variable-importance biostatistics survival-analysis r-package cox-regression cox-model time-to-event censored-data interpretable-ml explainable-ai explainable-ml xai interpretable-machine-learning brier-scores shap explanatory-model-analysis probabilistic-machine-learning explainable-machine-learning

UpdatedJun 15, 2024
R

MI2DataLab /survshap

SurvSHAP(t): Time-dependent explanations of machine learning survival models

learning model machine variable-importance biostatistics survival-analysis machinelearning survival cox-regression cox-model time-to-event explainable-ai xai interpretable cph brier-scores shap explainable censored probabilistic-machine-learning

UpdatedJan 4, 2024
Jupyter Notebook

JuliaStats /Survival.jl

Survival analysis in Julia

statistics julia survival-analysis kaplan-meier cox-regression time-to-event

UpdatedNov 18, 2024
Julia

RyanWangZf /SurvTRACE

SurvTRACE: Transformers for Survival Analysis with Competing Events

survival-analysis time-to-event

UpdatedSep 25, 2023
Python

sebp /survival-cnn-estimator

Tutorial on survival analysis using TensorFlow.

tutorial deep-learning notebook tensorflow survival-analysis convolutional-neural-networks time-to-event

UpdatedMay 16, 2020
Jupyter Notebook

sauravmishra1710 /Heart-Failure-Condition-And-Survival-Analysis

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.

machine-learning exploratory-data-analysis machine-learning-algorithms data-visualization survival-analysis healthcare-datasets cox-regression healthcare-application time-to-event xgboost-algorithm lgbm kaplan-meier-plot heartfailure cardiovascular-diseases kaplanmeierfitter

UpdatedNov 4, 2023
Jupyter Notebook

paidamoyo /adversarial_time_to_event

ICML 2018: "Adversarial Time-to-Event Modeling"

deep-learning survival-analysis healthcare-application time-to-event statistical-machine-learning

UpdatedJun 7, 2018
Python

i6092467 /vadesc

A probabilistic model to cluster survival data in a variational deep clustering setting

machine-learning deep-learning clustering survival-analysis time-to-event variational-autoencoder

UpdatedAug 3, 2022
Jupyter Notebook

vollmersj /SurvivalAnalysis.jl

A survival analysis interface for Julia

julia survival-analysis time-to-event

UpdatedFeb 8, 2023
Julia

xxl4tomxu98 /NASA-Jet-Engine-Maintenance

ML Approaches for RUL Prediction, Anomaly Detection, Survival Analysis and Failure Classification

survival-analysis time-to-event anomaly-detection health-management fault-detection predictive-maintenance censored-data churn-analytics reliability-analysis condition-based-maintenance embeded-systems realtime-predictive-analytics failure-modes time-varying-covariates prognostics-health-management remaining-useful-life-prediction fault-detection-classification predictive-logistics degradation-population-distribution component-failure-distribution

UpdatedDec 5, 2023
Jupyter Notebook

fife

IDA-HumanCapital /fife

Finite-Interval Forecasting Engine: Machine learning models for discrete-time survival analysis and multivariate time series forecasting

machine-learning forecasting survival-analysis forecasting-models competing-risks time-series-analysis time-to-event panel-analysis multivariate-time-series

UpdatedMar 6, 2024
Python

LongxingTan /python-profeld

ProFeld: survival analysis, predictive maintenance, churn analysis, and remaining useful life prediction in Python

data-science machine-learning tensorflow survival-analysis time-to-event predictive-maintenance remaining-useful-life weibull-distribution time-to-failure profeld

UpdatedMar 17, 2023
Python

graemeleehickey /joineR

R package for fitting joint models to time-to-event and longitudinal data

r statistical-methods joiner biostatistics survival-analysis statisics longitudinal-data survival cox repeated-measures r-package competing-risks time-to-event repeated-measurements

UpdatedDec 30, 2024
R

paidamoyo /survival_cluster_analysis

ACM CHIL 2020: "Survival Cluster Analysis"

deep-learning clustering survival-analysis dirichlet-process time-to-event bayesian-nonparametrics latent-representations

UpdatedJan 26, 2021
Jupyter Notebook

kkholst /mets

Analysis of Multivariate Event Timeshttps://kkholst.github.io/mets/

r survival-analysis time-to-event multivariate-time-to-event

UpdatedMar 18, 2025
R

scientific-computing-solutions /eventPrediction

Event Prediction in Clinical Trials with Time-to-Event Outcomes

statistics clinical-trials r-language r-package time-to-event

UpdatedMay 12, 2017
R

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