activity
20122023
most citedSemiparametric Multivariate Accelerated Failure Time Model with Generalized Estimating Equations

31 citations · 58 across the 4 of their papers we have counts for

collaborators

5 papers

stat.ME2023

A general model-checking procedure for semiparametric accelerated failure time models

Dongrak Choi, Woojung Bae, Jun Yan +1

We propose a set of goodness-of-fit tests for the semiparametric accelerated failure time (AFT) model, including an omnibus test, a link function test, and a functional form test.…

stat.ML2022

Deep Neural Network Based Accelerated Failure Time Models using Rank Loss

Gwangsu Kim, Sangwook Kang

An accelerated failure time (AFT) model assumes a log-linear relationship between failure times and a set of covariates. In contrast to other popular survival models that work on h…

stat.CO2022

Smoothed quantile regression for censored residual life

Kyu Hyun Kim, Daniel J. Caplan, Sangwook Kang

We consider a regression modeling of the quantiles of residual life, remaining lifetime at a specific time. We propose a smoothed induced version of the existing non-smooth estimat…

stat.CO2012★ 27 cited

Fast Accelerated Failure Time Modeling for Case-Cohort Data

Steven Chiou, Sangwook Kang, Jun Yan

Semiparametric accelerated failure time (AFT) models directly relate the predicted failure times to covariates and are a useful alternative to models that work on the hazard functi…

stat.ME2012★ 31 cited

Semiparametric Multivariate Accelerated Failure Time Model with Generalized Estimating Equations

Steven Chiou, Junghi Kim, Jun Yan

The semiparametric accelerated failure time model is not as widely used as the Cox relative risk model mainly due to computational difficulties. Recent developments in least square…