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Journal of Statistical Software, ISSN 1548-7660, 2011, Volume 39, Issue 5, pp. 1 - 13
We introduce a pathwise algorithm for the Cox proportional hazards model, regularized by convex combinations of l(1) and l(2) penalties (elastic net). Our... 
Elastic net | Cox model | Survival | Lasso | REGRESSION | GENE-EXPRESSION DATA | COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS | lasso | survival | STATISTICS & PROBABILITY | elastic net | GENERALIZED LINEAR-MODELS | VARIABLE SELECTION
Journal Article
2012, Monographs on statistics and applied probability, ISBN 1439835330, Volume 123, xvi, 234
Book
The Annals of Statistics, ISSN 0090-5364, 2/2002, Volume 30, Issue 1, pp. 74 - 99
Journal Article
Biometrics, ISSN 0006-341X, 09/2017, Volume 73, Issue 3, pp. 835 - 845
Journal Article
Journal of the American Statistical Association, ISSN 0162-1459, 10/2014, Volume 109, Issue 508, pp. 1636 - 1646
In biomedical studies, covariates with measurement error may occur in survival data. Existing approaches mostly require certain replications on the... 
Survival | Generalized methods of moments | Nonparametric correction | FAILURE TIME REGRESSION | COX REGRESSION | SUBJECT | STATISTICS & PROBABILITY | LONGITUDINAL DATA | NONPARAMETRIC-CORRECTION | ESTIMATOR | LARGE-SAMPLE | Analysis | Nonparametric statistics | Statistical models
Journal Article
2008, Statistics for biology and health, ISBN 0387728341, xvii, 316
Readers will find in the pages of this book a treatment of the statistical analysis of clustered survival data. Frailty models provide a powerful tool to... 
Statistics | Clinical & internal medicine | Biometrics | Statistics for Life Sciences, Medicine, Health Sciences | Cancer Research | Simulation and Modeling | Infectious Diseases | Epidemiology
Book
Statistics and Probability Letters, ISSN 0167-7152, 04/2018, Volume 135, pp. 20 - 25
We propose a method to screen group variables under the high dimensional group variable setting for the proportional hazards model. We study the sure screening... 
High dimensional data | Joint screening | Sure screening property | Proportional hazards model | STATISTICS & PROBABILITY | COX REGRESSION
Journal Article
by Fang, EX and Ning, Y and Liu, H
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, ISSN 1369-7412, 11/2017, Volume 79, Issue 5, pp. 1415 - 1437
The paper considers the problem of hypothesis testing and confidence intervals in high dimensional proportional hazards models. Motivated by a geometric... 
Censored data | Survival analysis | B-CELL LYMPHOMA | COX REGRESSION-MODEL | High dimensional inference | Sparsity | LASSO | STATISTICS & PROBABILITY | VARIABLE SELECTION | EXPRESSION | Proportional hazards model | LARGE-SAMPLE
Journal Article
Computational Statistics and Data Analysis, ISSN 0167-9473, 12/2018, Volume 128, pp. 354 - 366
Journal Article
Journal of the American Statistical Association, ISSN 0162-1459, 07/2015, Volume 110, Issue 511, pp. 1187 - 1196
Regression analysis of censored failure observations via the proportional hazards model permits time-varying covariates that are observed at death times. In... 
Kernel weighted estimation | Convergence rates | Cox model | DEPENDENT TERMINAL EVENT | COEFFICIENTS | INFORMATIVE OBSERVATION TIMES | STATISTICS & PROBABILITY | ERROR | JOINT ANALYSIS | SURVIVAL-TIME | Sparse longitudinal covariates
Journal Article
Statistics and Probability Letters, ISSN 0167-7152, 10/2019, Volume 153, pp. 98 - 103
We develop a robust inference procedure for misspecified Cox proportional hazards model under several two-phase cohort sampling designs. The asymptotic... 
Inverse probability weighting | Misspecified Cox proportional hazards model | Case-cohort sampling | Cohort study | DISEASE | STATISTICS & PROBABILITY | EFFICIENT ESTIMATION | Analysis | Business schools
Journal Article
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), ISSN 0302-9743, 2014, Volume 8754, pp. 238 - 253
Journal Article
International Journal of Approximate Reasoning, ISSN 0888-613X, 12/2018, Volume 103, pp. 195 - 211
Cox's proportional hazards (CPH) model is quite likely the most popular modeling technique in survival analysis. While the CPH model is able to represent a... 
Cox's proportional hazard model | Bayesian network | SURVIVAL | PROGNOSTIC MODELS | PARAMETERS | TERM | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | PREDICTION | REGISTRY
Journal Article
Computer Methods and Programs in Biomedicine, ISSN 0169-2607, 10/2018, Volume 164, pp. 65 - 73
An important issue in genomic research is to identify the significant genes that related to survival from tens of thousands of genes. Although Cox proportional... 
Survival analysis | Cox model | Gene expression | Regularization | Cancer prediction | Variable selection | SURVIVAL | REGRESSION | MEDICAL INFORMATICS | ENGINEERING, BIOMEDICAL | IDENTIFICATION | EXPRESSION DATA | COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS | ADAPTIVE LASSO | COMPUTER SCIENCE, THEORY & METHODS
Journal Article