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20142023
most citedRandomized Predictive P-values: A Versatile Model Diagnostic Tool with Unified Reference Distribution

127 citations · 176 across the 6 of their papers we have counts for

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5 papers · 1 filter

stat.ME2023★ 1 cited

Cross-validatory Z-Residual for Diagnosing Shared Frailty Models

Tingxuan Wu, Cindy Feng, Longhai Li

Residual diagnostic methods play a critical role in assessing model assumptions and detecting outliers in statistical modelling. In the context of survival models with censored obs…

stat.ME2023

Z-residual diagnostics for detecting misspecification of the functional form of covariates for shared frailty models

Tingxuan Wu, Longhai Li, Cindy Feng

In survival analysis, the hazard function often depends on a set of covariates. Martingale and deviance residual are most widely used for examining the validity of the function for…

stat.ME2019★ 10 cited

Model diagnostics for censored regression via randomized survival probabilities

Longhai Li, Tingxuan Wu, Cindy Feng

Residuals in normal regression are used to assess a model's goodness-of-fit (GOF) and discover directions for improving the model. However, there is a lack of residuals with a char…

stat.ME2017★ 127 cited

Randomized Predictive P-values: A Versatile Model Diagnostic Tool with Unified Reference Distribution

Cindy Feng, Alireza Sadeghpour, Longhai Li

Examining residuals such as Pearson and deviance residuals, is a standard tool for assessing normal regression. However, for discrete response, these residuals cluster on lines cor…

stat.ME2014★ 33 cited

Approximating Cross-validatory Predictive Evaluation in Bayesian Latent Variables Models with Integrated IS and WAIC

Longhai Li, Shi Qiu, Bei Zhang +1

A natural method for approximating out-of-sample predictive evaluation is leave-one-out cross-validation (LOOCV) --- we alternately hold out each case from a full data set and then…