time-to-event

There are 3 repositories under time-to-event topic.

autonlab / auton-survival
Auton Survival - an open source package for Regression, Counterfactual Estimation, Evaluation and Phenotyping with Censored Time-to-Events
causal-inference counterfactual-inference data-science deep-learning graphical-models machine-learning python regression reliability-analysis survival-analysis time-to-event
Language:Python 310
robi56 / Survival-Analysis-using-Deep-Learning
This repository contains morden baysian statistics and deep learning based research articles , software for survival analysis
survival-analysis gaussian-processes deep-learning bayesian-inference healthcare cancer-research machine-learning time-series time-to-event
212
survex
ModelOriented / survex
Explainable Machine Learning in Survival Analysis
brier-scores cox-regression explainable-ai explainable-machine-learning explainable-ml explanatory-model-analysis interpretable-machine-learning interpretable-ml machine-learning shap survival-analysis cox-model probabilistic-machine-learning r-package censored-data time-to-event xai biostatistics variable-importance r
Language:R 94
kokikwbt / predictive-maintenance
Datasets for Predictive Maintenance
ai-engineering anomaly anomaly-detection automation condition-based-maintenance degradation event-to-event forecasting industry-4 machine-learning phm predictive-maintenance prognosis-and-health-management remaining-useful-life run-to-failure run-to-failure-models survival-analysis time-series time-series-analysis time-to-event
Language:Jupyter Notebook 91
MI2DataLab / survshap
SurvSHAP(t): Time-dependent explanations of machine learning survival models
variable-importance biostatistics brier-scores cox-model cox-regression explainable-ai probabilistic-machine-learning shap survival-analysis time-to-event explainable interpretable machine learning cph model censored survival machinelearning xai
Language:Jupyter Notebook 75
JuliaStats / Survival.jl
Survival analysis in Julia
julia statistics survival-analysis time-to-event cox-regression kaplan-meier
Language:Julia 71
sebp / survival-cnn-estimator
Tutorial on survival analysis using TensorFlow.
convolutional-neural-networks deep-learning notebook survival-analysis tensorflow time-to-event tutorial
Language:Jupyter Notebook 48
RyanWangZf / SurvTRACE
SurvTRACE: Transformers for Survival Analysis with Competing Events
survival-analysis time-to-event
Language:Python 40
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.
healthcare-application healthcare-datasets machine-learning machine-learning-algorithms exploratory-data-analysis data-visualization lgbm xgboost-algorithm cardiovascular-diseases cox-regression heartfailure kaplan-meier-plot kaplanmeierfitter survival-analysis time-to-event
Language:Jupyter Notebook 37
paidamoyo / adversarial_time_to_event
ICML 2018: "Adversarial Time-to-Event Modeling"
survival-analysis time-to-event statistical-machine-learning healthcare-application deep-learning
Language:Python 36
vollmersj / SurvivalAnalysis.jl
A survival analysis interface for Julia
julia survival-analysis time-to-event
Language:Julia 30
i6092467 / vadesc
A probabilistic model to cluster survival data in a variational deep clustering setting
survival-analysis machine-learning variational-autoencoder time-to-event clustering deep-learning
Language:Jupyter Notebook 26
xxl4tomxu98 / NASA-Jet-Engine-Maintenance
ML Approaches for RUL Prediction, Anomaly Detection, Survival Analysis and Failure Classification
fault-detection-classification predictive-maintenance remaining-useful-life-prediction predictive-logistics condition-based-maintenance prognostics-health-management realtime-predictive-analytics anomaly-detection fault-detection embeded-systems health-management failure-modes survival-analysis degradation-population-distribution component-failure-distribution censored-data churn-analytics time-to-event time-varying-covariates reliability-analysis
Language:Jupyter Notebook 25
fife
IDA-HumanCapital / fife
Finite-Interval Forecasting Engine: Machine learning models for discrete-time survival analysis and multivariate time series forecasting
machine-learning survival-analysis forecasting time-series-analysis forecasting-models competing-risks multivariate-time-series time-to-event panel-analysis
Language:Python 22
LongxingTan / python-profeld
ProFeld: survival analysis, predictive maintenance, churn analysis, and remaining useful life prediction in Python
survival-analysis time-to-event weibull-distribution time-to-failure remaining-useful-life predictive-maintenance data-science machine-learning profeld tensorflow
Language:Python 18
graemeleehickey / joineR
R package for fitting joint models to time-to-event and longitudinal data
statisics statistical-methods longitudinal-data survival-analysis r biostatistics joiner survival cox repeated-measures competing-risks time-to-event repeated-measurements r-package
Language:R 16
paidamoyo / survival_cluster_analysis
ACM CHIL 2020: "Survival Cluster Analysis"
latent-representations bayesian-nonparametrics dirichlet-process survival-analysis time-to-event clustering deep-learning
Language:Jupyter Notebook 16
kkholst / mets
Analysis of Multivariate Event Times https://kkholst.github.io/mets/
multivariate-time-to-event time-to-event survival-analysis r
Language:R 14
scientific-computing-solutions / eventPrediction
Event Prediction in Clinical Trials with Time-to-Event Outcomes
r-package r-language clinical-trials time-to-event statistics
Language:R 13
thbuerg / NeuralCVD
🫀 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" 🫀
pytorch-lightning pytorch time-to-event survival-analysis ukbiobank cardiovascular-disease risk-modeling
Language:Jupyter Notebook 12
paidamoyo / counterfactual_survival_analysis
ACM CHIL 2021: "Enabling Counterfactual Survival Analysis with Balanced Representations"
survival-analysis causal-inference time-to-event counterfactual-inference hazard-ratios representation-learning kaplan-meier
Language:Jupyter Notebook 11
machiela-lab / UKBBcleanR
Prepare electronic medical record data from the UK Biobank for time-to-event analyses
data-processing electronic-medical-records r r-package rstats rstats-package time-to-event uk-biobank
Language:R 10
contefranz / msmtools
msmtools introduces a fast and general method for restructuring classical longitudinal datasets into augmented ones.
time-to-event multi-state-models survival-analysis markov-model msm r-package
Language:R 8
KarlaMonterrubioG / CompRisksVignettes
Supplementary material for the paper: A review on competing risks methods for survival analysis
competing-risks survival-models survival-analysis time-to-event biostatistics r-packages statistical-models cox-re event-modeling fine-gray-model
Language:JavaScript 5
OnofriAndreaPG / drcSeedGerm
An R package for seed germination assays
seed-germination-assays r time-to-event nonlinear-regression
Language:R 5
scientific-computing-solutions / eventTools
Extension to the eventPrediction package for N-piecewise Weibull and lagtimes
r-package r-language clinical-trials time-to-event statistics
Language:R 4
SemenovLab / Early-Stage-Melanoma-Recurrence-Prediction
Early-Stage Melanoma Recurrence Prediction
classification early-stage time-to-event melanoma-recurrence
Language:Jupyter Notebook 4
muskang48 / SurvCI
SurvCI & SurvCI-Info:Counterfactual Inference using Balanced Representations for Parametric Deep Survival Analysis
causal-inference counterfactual-inference deep-neural-networks python survival-analysis time-to-event
Language:Python 3
neural-tangjie / NTJ-AIMed_2_Prognosis
:octocat: This repository contains the notes, codes, assignments, quizzes and other additional materials about the course "AI for Medical Prognosis" from DeepLearning.AI Coursera.
c-index censored-data decision-tree hazard heart-disease imputation kaplan-meier linear-model missing-data mortality-rates numpy overfitting pandas prognosis risk-model survival time-to-event concordance-index
Language:Jupyter Notebook 2
thecml / UE-BNNSurv
Official TensorFlow implementation of Uncertainty Estimation in Deep Bayesian Survival Models (BHI 2023)
bayesian-inference bayesian-neural-networks deep-learning survival-analysis time-to-event
Language:Jupyter Notebook 2
abdoush / SurvPRD
Discovering Premature Replacements in Predictive Maintenance Time-to-Event Data
concordance-index genetic-algorithm noisy-labels predictive-maintenance survival-analysis time-to-event
Language:Jupyter Notebook 1
adibender / pammtutorial-smj
Code and materials to reproduce graphics in "A generalized additive model approach to time-to-event analysis"
r rstats piece-wise-exponential generalized-additive-models survival-analysis time-to-event latex tutorial supplemental-materials
Language:TeX 1
archettialberto / federated_survival_datasets
Build realistic heterogeneous datasets for federated survival analysis in a reproducible way.
data-preparation dataset datasets federated-learning heterogeneity survival-analysis time-to-event
Language:Jupyter Notebook 1
jwatowatson / RecurrentVivax
Probabilistically labelling recurrent vivax infections using time-to-event and microsatellite data
microsatellite-data plasmodium-vivax relapse recurrence time-to-event
Language:R 1
mccarthy-m-g / alda
An R data package for the book "Applied longitudinal data analysis: Modeling change and event occurrence" by Singer and Willett (2003).
data r longitudinal-data survival-analysis mixed-models r-package time-to-event structural-equation-modeling growth-curves nonlinear-mixed-models
Language:R 1
paidamoyo / calibration_uncertainty_t2e
IEEE TNNLS 2020: "Calibration and Uncertainty in Neural Time-to-Event Modeling"
uncertainty calibration survival-analysis time-to-event statistical-machine-learning healthcare-application kaplan-meier
1

time-to-event

autonlab / auton-survival

robi56 / Survival-Analysis-using-Deep-Learning

ModelOriented / survex

kokikwbt / predictive-maintenance

MI2DataLab / survshap

JuliaStats / Survival.jl

sebp / survival-cnn-estimator

RyanWangZf / SurvTRACE

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

paidamoyo / adversarial_time_to_event

vollmersj / SurvivalAnalysis.jl

i6092467 / vadesc

xxl4tomxu98 / NASA-Jet-Engine-Maintenance

IDA-HumanCapital / fife

LongxingTan / python-profeld

graemeleehickey / joineR

paidamoyo / survival_cluster_analysis

kkholst / mets

scientific-computing-solutions / eventPrediction

thbuerg / NeuralCVD

paidamoyo / counterfactual_survival_analysis

machiela-lab / UKBBcleanR

contefranz / msmtools

KarlaMonterrubioG / CompRisksVignettes

OnofriAndreaPG / drcSeedGerm

scientific-computing-solutions / eventTools

SemenovLab / Early-Stage-Melanoma-Recurrence-Prediction

muskang48 / SurvCI

neural-tangjie / NTJ-AIMed_2_Prognosis

thecml / UE-BNNSurv

abdoush / SurvPRD

adibender / pammtutorial-smj

archettialberto / federated_survival_datasets

jwatowatson / RecurrentVivax

mccarthy-m-g / alda

paidamoyo / calibration_uncertainty_t2e