Regression Modeling Strategies: With Applications to Linear Models, Logistic Regression, and Survival Analysis

By Sunil Rao. 2003

4,001 citations recorded by the source corpus.

Subfields: Genetics, Statistics and Probability

View Paper: https://www.semanticscholar.org/paper/214924449537aeaef1717cd63d9ffd5970666a97

How researchers see this paper

The researchers whose trusted networks rank it highest, strongest advocate first. Every researcher gets a different order.

In Genetics

In Statistics and Probability

Citations in the corpus

Prostate cancer-specific survival following salvage radiotherapy vs observation in men with biochemical recurrence after radical prostatectomy. (2008, methodology): “Because salvage radiotherapy was initiated with varying time delays after diagnosis of recurrence, salvage treatment was modeled using timedependent covariates.(9) Interactions between established prognostic factors and salvage treatment were modeled as crossproduct terms, and also treated as timede”
Accuracy of resource selection functions across spatial scales (2006, methodology): “Somers’ D xy , if not reported, was derived from the more commonly reported concordance statistic, c (Harrell, 2001), or from area (AUC) under a receiver operating characteristic curve (AUC and c are identical).”
A Mathematical Model for Interpretable Clinical Decision Support with Applications in Gynecology (2012, background): “Calibration performance was illustrated with calibration plots [36] and expressed by the ratio of the average predicted risk to the observed risk (the prevalence of the event).”
Model averaging in ecology: a review of Bayesian, information-theoretic, and tactical approaches for predictive inference (2018, background): “The reason is that the uncertainty about which model is correct is not included in this final prediction: we predict as if we had not carried out model selection but had known from the beginning which model would be the best (as if the model had been “prescribed”: Harrell 2001).”
Using Lasso for Predictor Selection and to Assuage Overfitting: A Method Long Overlooked in Behavioral Sciences (2015, background): “, Harrell, 2001; Hurvich & Tsai, 1990; Johnson & Omland, 2004; Knapp & Sawilowsky, 2001; Stephens, Buskirk, Hayward, & Martinez del Rio, 2005; Steyerberg, Eijkemans, & Habbema, 1999; Thompson, 1995, 2001; Whittingham, Stephens, Bradbury, & Freckleton, 2006; Wintle, McCarthy, Volinsky, & Kavanagh, 20”
Misuse of DeLong test to compare AUCs for nested models (2012, methodology): “Regression techniques with binary or survival outcomes are the most popular techniques employed for constructing such models [1, 2].”
Solid Fuel Use for Household Cooking: Country and Regional Estimates for 1980–2010 (2013, background): “Region a Population exposed [millions] (95% confidence intervals) 1990 2000 2010”
Drivers of bacterial β-diversity depend on spatial scale (2011, methodology): “To reduce the effect of spurious relationships between variables, we ran the MRM test, removed the nonsignificant variables, then reran the tests again (49).”