Research graph
References from An Introduction to Deep Survival Analysis Models for Predicting Time-to-Event Outcomes. Local targets link to admitted publications; unresolved targets remain external evidence.
An empirical transition matrix for non-homogeneous Markov chains based on censored observations
1978 · External reference
Nonparametric inference for a family of counting processes
10.1214/aos/1176344247 · 1978 · External reference
Unresolved reference
External reference
Discrete-time methods for the analysis of event histories
10.2307/270718 · 1982 · External reference
10.1561/2200000101 · 2023 · Admitted local publication
A time-dependent discrimination index for survival data
10.1002/sim.2427 · 2005 · External reference
Unresolved reference
2020 · External reference
10.1007/978-0-85729-115-8
10.1007/978-0-85729-115-8 · 2011 · External reference
Nonparametric regression with randomly censored survival data
1981 · External reference
Optimal survival trees
10.1007/s10994-021-06117-0 · 2022 · External reference
The c-index is not proper for the evaluation of-year predicted risks
10.1093/biostatistics/kxy006 · 2019 · External reference
Time-dependent AUC with right-censored data: a survey
10.1007/978-1-4614-8981-8_11 · 2013 · External reference
Variational inference: A review for statisticians
10.1080/01621459.2017.1285773 · 2017 · External reference
Maximum likelihood estimates of the proportion of patients cured by cancer therapy
10.1111/j.2517-6161.1949.tb00020.x · 1949 · External reference
Unresolved reference
1912 · External reference
On the opportunities and risks of foundation models
2021 · External reference
10.1017/cbo9780511790874
10.1017/cbo9780511790874 · 2004 · External reference
Unresolved reference
External reference
Discussion of the paper by D R Cox (1972)
1972 · External reference
On the use of indicator variables for studying the time-dependence of parameters in a response-time model
10.2307/2529811 · 1975 · External reference
Unresolved reference
2018 · External reference
Conformalized survival analysis
10.1093/jrsssb/qkac004 · 2023 · External reference
Adaptive and minimax estimation of the cumulative distribution function given a functional covariate
10.1214/14-ejs956 · 2014 · External reference
Unresolved reference
2014 · External reference
Unresolved reference
2021 · External reference
Unresolved reference
2020 · External reference
Unresolved reference
2018 · External reference
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2019 · External reference
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2020 · External reference
Unresolved reference
2023 · External reference
Survival Kernets: Scalable and Interpretable Deep Kernel Survival Analysis with an Accuracy Guarantee
2024 · External reference
Neural topic models with survival supervision: Jointly predicting time-to-event outcomes and learning how clinical features relate
2024 · External reference
10.1561/2200000064 · 2018 · Admitted local publication
Unresolved reference
2018 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2020 · External reference
Survival analysis: A survey
10.1007/bf01083132 · 1991 · External reference
An approach to classifying prognostic factors related to survival experience for non-Hodgkin’s lymphoma patients: Based on a series of 982 patients: 1967-1975
10.1002/1097-0142(19810201)47:3<621::aid-cncr2820470333>3.0.co;2-0 · 1981 · External reference
10.1201/9781003282525
10.1201/9781003282525 · 2023 · External reference
Nearest neighbor pattern classification
10.1109/tit.1967.1053964 · 1967 · External reference
Regression models and life-tables
10.1111/j.2517-6161.1972.tb00899.x · 1972 · External reference
Unresolved reference
1984 · External reference
Survival stacking: casting survival analysis as a classification problem
2021 · External reference
Estimating heterogeneous treatment effects with right-censored data via causal survival forests
10.1093/jrsssb/qkac001 · 2023 · External reference
Unresolved reference
2021 · External reference
Unresolved reference
2003 · External reference
Unresolved reference
2008 · External reference
Unresolved reference
2022 · External reference
Unresolved reference
2022 · External reference
lifelines: survival analysis in Python
10.21105/joss.01317 · 2019 · External reference
Unresolved reference
2023 · External reference
Unresolved reference
2011 · External reference
Unresolved reference
2016 · External reference
Distributionally robust losses for latent covariate mixtures
2022 · External reference
Learning models with uniform performance via distributionally robust optimization
10.1214/20-aos2004 · 2021 · External reference
10.1017/cbo9780511543494
10.1017/cbo9780511543494 · 2001 · External reference
Unresolved reference
2019 · External reference
On the Reliability of Machine Learning Models for Survival Analysis When Cure Is a Possibility
10.3390/math11194150 · 2023 · External reference
A neural network model for survival data
10.1002/sim.4780140108 · 1995 · External reference
A proportional hazards model for the subdistribution of a competing risk
10.1080/01621459.1999.10474144 · 1999 · External reference
Unresolved reference
1991 · External reference
The urokinase system of plasminogen activation and prognosis in 2780 breast cancer patients
2000 · External reference
Strong uniform consistency for non-parametric survival curve estimators from randomly censored data
10.1214/aos/1176345337 · 1981 · External reference
Unresolved reference
2014 · External reference
Deep neural networks for survival analysis based on a multi-task framework
2018 · External reference
Unresolved reference
External reference
A scalable discrete-time survival model for neural networks
10.7717/peerj.6257 · 2019 · External reference
10.1201/9781138384484
10.1201/9781138384484 · 2021 · External reference
John Graunt and his Natural and political observations
1963 · External reference
Strictly proper scoring rules, prediction, and estimation
10.1198/016214506000001437 · 2007 · External reference
Unresolved reference
2020 · External reference
Unresolved reference
2014 · External reference
Tree-structured survival analysis
1985 · External reference
Explained variation measures for survival data
1998 · External reference
Assessment and comparison of prognostic classification schemes for survival data
10.1002/(sici)1097-0258(19990915/30)18:17/18<2529::aid-sim274>3.0.co;2-5 · 1999 · External reference
Unresolved reference
1662 · External reference
A class of K-sample tests for comparing the cumulative incidence of a competing risk
1988 · External reference
A general framework for survival analysis and multi-state modelling
2020 · External reference
Effective Ways to Build and Evaluate Individual Survival Distributions
2020 · External reference
An estimate of the degrees of the mortality of mankind; drawn from curious tables of the births and funerals at the city of Breslaw; with an attempt to ascertain the price of annuities upon lives
10.1098/rstl.1693.0007 · 1693 · External reference
10.1007/978-3-319-19425-7
10.1007/978-3-319-19425-7 · 2015 · External reference
Evaluating the yield of medical tests
10.1001/jama.1982.03320430047030 · 1982 · External reference
Multivariable prognostic models: issues in developing models, evaluating assumptions and adequacy, and measuring and reducing errors
10.1002/(sici)1097-0258(19960229)15:4<361::aid-sim168>3.0.co;2-4 · 1996 · External reference
Unresolved reference
2018 · External reference
Spectra of some self-exciting and mutually exciting point processes
10.1093/biomet/58.1.83 · 1971 · External reference
Unresolved reference
2015 · External reference
Long short-term memory
10.1162/neco.1997.9.8.1735 · 1997 · External reference
Fairness in Survival Analysis with Distributionally Robust Optimization
2024 · External reference
Unresolved reference
2021 · External reference
Adaptive data-driven inventory control with censored demand based on Kaplan-Meier estimator
10.1287/opre.1100.0906 · 2011 · External reference
Estimation methods for time-dependent AUC models with survival data
10.1002/cjs.10046 · 2010 · External reference
Random survival forests
10.1214/08-aoas169 · 2008 · External reference
Unresolved reference
2024 · External reference
Unresolved reference
2022 · External reference
Unresolved reference
2023 · External reference
Unresolved reference
1980 · External reference
Nonparametric estimation from incomplete observations
10.1080/01621459.1958.10501452 · 1958 · External reference
DeepSurv: personalized treatment recommender system using a Cox proportional hazards deep neural network
2018 · External reference
Unresolved reference
2021 · External reference
Unresolved reference
2015 · External reference
10.1007/b97377
10.1007/b97377 · 2003 · External reference
10.1201/b16248
10.1201/b16248 · 2016 · External reference
10.1007/978-1-4419-6646-9
10.1007/978-1-4419-6646-9 · 2012 · External reference
The SUPPORT prognostic model: Objective estimates of survival for seriously ill hospitalized adults
10.7326/0003-4819-122-3-199502010-00007 · 1995 · External reference
SurvLIME: A method for explaining machine learning survival models
2020 · External reference
The concordance index C and the Mann-Whitney parameter Pr(X > Y) with randomly censored data
10.1002/bimj.200800228 · 2009 · External reference
Time-accuracy tradeoffs in kernel prediction: controlling prediction quality
2017 · External reference
SurvSHAP(t): Time-dependent explanations of machine learning survival models
2023 · External reference
Time-to-Event Prediction with Neural Networks and Cox Regression
2019 · External reference
Continuous and discrete-time survival prediction with neural networks
10.1007/s10985-021-09532-6 · 2021 · External reference
Summary measure of discrimination in survival models based on cumulative/dynamic time-dependent ROC curves
10.1177/0962280213515571 · 2016 · External reference
Dynamic-DeepHit: A deep learning approach for dynamic survival analysis with competing risks based on longitudinal data
10.1109/tbme.2019.2909027 · 2019 · External reference
Unresolved reference
2018 · External reference
Distribution-free predictive inference for regression
10.1080/01621459.2017.1307116 · 2018 · External reference
A conformal prediction approach to explore functional data
10.1007/s10472-013-9366-6 · 2015 · External reference
10.1201/b14978
10.1201/b14978 · 2013 · External reference
Unresolved reference
2021 · External reference
Unresolved reference
2021 · External reference
Unresolved reference
2017 · External reference
10.1002/0470034572
10.1002/0470034572 · 2006 · External reference
Unresolved reference
2022 · External reference
Unresolved reference
1974 · External reference
Evaluation of survival data and two new rank order statistics arising in its consideration
1966 · External reference
Unresolved reference
External reference
10.21105/joss.07341
10.21105/joss.07341 · External reference
Unresolved reference
2022 · External reference
Unresolved reference
2022 · External reference
Deep survival machines: Fully parametric survival regression and representation learning for censored data with competing risks
10.1109/jbhi.2021.3052441 · 2021 · External reference
Unresolved reference
2022 · External reference
Unresolved reference
2021 · External reference
Unresolved reference
2013 · External reference
Hazard plotting for incomplete failure data
10.1080/00224065.1969.11980344 · 1969 · External reference
Unresolved reference
2002 · External reference
Unresolved reference
2019 · External reference
10.1201/9780429032301
10.1201/9780429032301 · 2021 · External reference
scikit-survival: A Library for Time-to-Event Analysis Built on Top of scikit-learn
2020 · External reference
Hazard rate models with covariates
1979 · External reference
10.1201/9780429162367
10.1201/9780429162367 · 2019 · External reference
Unresolved reference
2021 · External reference
Unresolved reference
2023 · External reference
Unresolved reference
2024 · External reference
Unresolved reference
2024 · External reference
Unresolved reference
2021 · External reference
Unresolved reference
2021 · External reference
Unresolved reference
2022 · External reference
Unresolved reference
2007 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2022 · External reference
Some studies in machine learning using the game of checkers
10.1147/rd.33.0210 · 1959 · External reference
Randomized 2x2 trial evaluating hormonal treatment and the duration of chemotherapy in node-positive breast cancer patients. German Breast Cancer Study Group
10.1200/jco.1994.12.10.2086 · 1994 · External reference
10.1017/cbo9780511619809
10.1017/cbo9780511619809 · 2008 · External reference
Unresolved reference
2020 · External reference
Unresolved reference
2023 · External reference
Regular-ization paths for Cox’s proportional hazards model via coordinate descent
10.18637/jss.v039.i05 · 2011 · External reference
Unresolved reference
2024 · External reference
NSOTree: Neural Survival Oblique Tree
2023 · External reference
Survival Analysis via Ordinary Differential Equations
2022 · External reference
SODEN: A Scalable Continuous-Time Survival Model through Ordinary Differential Equation Networks
2022 · External reference
The lasso method for variable selection in the Cox model
10.1002/(sici)1097-0258(19970228)16:4<385::aid-sim380>3.0.co;2-3 · 1997 · External reference
10.1007/978-3-319-28158-2
10.1007/978-3-319-28158-2 · 2016 · External reference
On the C-statistics for evaluating overall adequacy of risk prediction procedures with censored survival data
10.1002/sim.4154 · 2011 · External reference
Evaluating prediction rules for t-year survivors with censored regression models
10.1198/016214507000000149 · 2007 · External reference
Visualizing data using t-SNE
2008 · External reference
Unresolved reference
2018 · External reference
SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python
10.1038/s41592-019-0686-2 · 2020 · External reference
Unresolved reference
2005 · External reference
Machine learning for survival analysis: A survey
10.1145/3214306 · 2019 · External reference
Unresolved reference
2020 · External reference
Deep Learning for Survival Analysis: A Review
2023 · External reference
Nonparametric cure rate estimation with covariates
10.1002/cjs.11197 · 2014 · External reference
Unresolved reference
2023 · External reference
Unresolved reference
2022 · External reference
Unresolved reference
2011 · External reference
Unresolved reference
2023 · External reference
Unresolved reference
2020 · External reference
Unresolved reference
2024 · External reference
10.1609/aaai.v36i11.21484
10.1609/aaai.v36i11.21484 · 2022 · External reference
Deep learning for the partially linear Cox model
10.1214/21-aos2153 · 2022 · External reference
Unresolved reference
2021 · External reference
Regularization and variable selection via the elastic net
10.1111/j.1467-9868.2005.00503.x · 2005 · External reference
Unresolved reference
2020 · External reference
Machine learning for survival analysis: a case study on recurrence of prostate cancer
10.1016/s0933-3657(00)00053-1 · 2000 · External reference
