Regression Modeling Strategies

Regression Shrinkage and Selection Via the Lasso

1996 • 45,633 citations

An Introduction to the Bootstrap

1994 • 39,661 citations

The Elements of Statistical Learning

2001 • 24,302 citations

Classification and Regression Trees.

1984 • 23,117 citations

Modern Applied Statistics with S

2002 • 21,700 citations

Statistical Analysis With Missing Data

1989 • 18,117 citations

Regularization and Variable Selection Via the Elastic Net

2005 • 17,845 citations

Robust Locally Weighted Regression and Smoothing Scatterplots

1979 • 10,049 citations

Mixed-Effects Models in S and S-PLUS

2001 • 9,637 citations

MULTIVARIABLE PROGNOSTIC MODELS: ISSUES IN DEVELOPING MODELS, EVALUATING ASSUMPTIONS AND ADEQUACY, AND MEASURING AND REDUCING ERRORS

1996 • 8,991 citations

A simulation study of the number of events per variable in logistic regression analysis

1996 • 7,351 citations

Analysis of Longitudinal Data

2001 • 7,095 citations

Generalized Additive Models: An Introduction with R, Second Edition

2017 • 6,963 citations

Regression Diagnostics -- Identifying Influential Data and Sources of Collinearity

1981 • 6,625 citations

Evaluating the added predictive ability of a new marker: From area under the ROC curve to reclassification and beyond

2007 • 5,803 citations

A note on a general definition of the coefficient of determination

1991 • 5,067 citations

Strictly Proper Scoring Rules, Prediction, and Estimation

2007 • 4,582 citations

Classical and Modern Regression With Applications.

1988 • 3,624 citations

Linear Mixed Models for Longitudinal Data

1997 • 3,557 citations

Regression Analysis by Example.

1980 • 3,347 citations

Relaxing the Rule of Ten Events per Variable in Logistic and Cox Regression

2006 • 3,292 citations

Sparse Principal Component Analysis

2006 • 3,021 citations

Modern Applied Statistics with S Fourth edition

2002 • 2,568 citations

Cluster Analysis. Sage University Paper Series On Quantitative Applications in the Social Sciences 07-044

1984 • 2,420 citations

Flexible regression models with cubic splines

1989 • 2,398 citations

Review: A gentle introduction to imputation of missing values

2006 • 2,279 citations

Estimating the Error Rate of a Prediction Rule: Improvement on Cross-Validation

1983 • 2,096 citations

Use and Misuse of the Receiver Operating Characteristic Curve in Risk Prediction

2007 • 1,948 citations

The Analysis of Cross-Classified Categorical Data

1979 • 1,941 citations

Dichotomizing continuous predictors in multiple regression: a bad idea

2005 • 1,935 citations

Importance of events per independent variable in proportional hazards regression analysis II. Accuracy and precision of regression estimates

1995 • 1,854 citations

Statistical Models in S

1991 • 1,762 citations

Jackknife, Bootstrap and Other Resampling Methods in Regression Analysis

1986 • 1,757 citations

Ridge Estimators in Logistic Regression

1992 • 1,629 citations

Linear Model Selection by Cross-validation

1993 • 1,615 citations

Estimation of the probability of an event as a function of several independent variables

1967 • 1,585 citations

Modelling Binary Data

1991 • 1,496 citations

Multiple imputation in health‐are databases: An overview and some applications

1991 • 1,381 citations

4. Regression with Missing Ys: An Improved Strategy for Analyzing Multiply Imputed Data

2007 • 1,368 citations

Improvements on Cross-Validation: The 632+ Bootstrap Method

1997 • 1,355 citations

Statistical Analysis with Missing Data, Third Edition

2019 • 1,311 citations

Dangers of Using "Optimal" Cutpoints in the Evaluation of Prognostic Factors

1994 • 1,107 citations

Fully conditional specification in multivariate imputation

2006 • 1,063 citations

A generalized multivariate analysis of variance model useful especially for growth curve problems

1964 • 1,017 citations

Conditioning Diagnostics: Collinearity and Weak Data in Regression

1993 • 908 citations

Using the outcome for imputation of missing predictor values was preferred

2006 • 896 citations

Regression Models in Clinical Studies: Determining Relationships Between Predictors and Response

1988 • 888 citations

Inappropriate use of bivariable analysis to screen risk factors for use in multivariable analysis

1996 • 833 citations

Translating Clinical Research into Clinical Practice: Impact of Using Prediction Rules To Make Decisions

2006 • 758 citations

Much Ado About Nothing

2007 • 754 citations

Backward, forward and stepwise automated subset selection algorithms: Frequency of obtaining authentic and noise variables

1992 • 728 citations

Prognostic modelling with logistic regression analysis: a comparison of selection and estimation methods in small data sets

2000 • 719 citations

Bivariate median splits and spurious statistical significance.

1993 • 614 citations

Adaptive Lasso for Cox's proportional hazards model

2007 • 592 citations

Predictive value of statistical models

1990 • 590 citations

A Non-Parametric Test of Independence

1948 • 587 citations

A bootstrap resampling procedure for model building: Application to the cox regression model

1992 • 583 citations

Imputation of missing values is superior to complete case analysis and the missing-indicator method in multivariable diagnostic research: A clinical example

2006 • 580 citations

The SUPPORT Prognostic Model: Objective Estimates of Survival for Seriously Ill Hospitalized Adults

1995 • 565 citations

Statistical Methods for the Analysis of Repeated Measurements

2002 • 562 citations

Regression models for prognostic prediction: advantages, problems, and suggested solutions.

1985 • 554 citations

Prognostic Modeling with Logistic Regression Analysis

2001 • 512 citations

Flexible Methods for Analyzing Survival Data Using Splines, with Applications to Breast Cancer Prognosis

1992 • 483 citations

Multiple imputation: review of theory, implementation and software

2007 • 404 citations

Differential Diagnosis of Acute Meningitis

1989 • 390 citations

Estimating the likelihood of significant coronary artery disease

1983 • 360 citations

On Measuring and Correcting the Effects of Data Mining and Model Selection

1998 • 356 citations

Unified LASSO Estimation by Least Squares Approximation

2007 • 344 citations

Models for Repeated Measurements

1999 • 344 citations

Probabilistic prediction in patient management and clinical trials

1986 • 337 citations

Change from baseline and analysis of covariance revisited

2006 • 313 citations

ORDINAL REGRESSION MODELS FOR EPIDEMIOLOGIC DATA

1989 • 310 citations

Bootstrap investigation of the stability of a cox regression model

1989 • 306 citations

Indicator and Stratification Methods for Missing Explanatory Variables in Multiple Linear Regression

1996 • 290 citations

The Impact of Model Selection on Inference in Linear Regression

1990 • 271 citations

Dichotomizing Continuous Outcome Variables: Dependence of the Magnitude of Association and Statistical Power on the Cutpoint

1992 • 261 citations

The Little Bootstrap and other Methods for Dimensionality Selection in Regression: X-Fixed Prediction Error

1992 • 256 citations

A note on the generalized information criterion for choice of a model

1980 • 255 citations

Why Stepdown Procedures in Variable Selection

1970 • 253 citations

The Gifi system of descriptive multivariate analysis

1998 • 246 citations

Imputations of Missing Values in Practice: Results from Imputations of Serum Cholesterol in 28 Cohort Studies

2004 • 235 citations

Efficient Screening of Nonnormal Regression Models

1978 • 232 citations

On criteria for evaluating models of absolute risk

2005 • 223 citations

Comparing smoothing techniques in Cox models for exposure–response relationships

2007 • 197 citations

Penalized likelihood in Cox regression

1994 • 188 citations

The principal components of mixed measurement level multivariate data: An alternating least squares method with optimal scaling features

1978 • 188 citations

Spline-Based Tests in Survival Analysis

1994 • 180 citations

Dimensions of Risk

1989 • 168 citations

Practical Longitudinal Data Analysis

1997 • 164 citations

The concept of residual confounding in regression models and some applications

1992 • 159 citations

When Should Epidemiologic Regressions Use Random Coefficients?

2000 • 157 citations

Development of a clinical prediction model for an ordinal outcome: the World Health Organization Multicentre Study of Clinical Signs and Etiological Agents of Pneumonia, Sepsis and Meningitis in Young Infants

1998 • 155 citations

A SIMULATION STUDY OF CROSS-VALIDATION FOR SELECTING AN OPTIMAL CUTPOINT IN UNIVARIATE SURVIVAL ANALYSIS

1996 • 142 citations

Restricted unbiased iterative generalized least-squares estimation

1989 • 140 citations

Prediction Error and Its Estimation for Subset-Selected Models

1991 • 131 citations

Correspondence analysis of multivariate categorical data by weighted least-squares

1988 • 121 citations

“Preconditioning” for feature selection and regression in high-dimensional problems

2008 • 115 citations

A comparison of analytic methods for non-random missingness of outcome data

1995 • 111 citations

Evaluating the effect of optimized cutoff values in the assessment of prognostic factors

1996 • 108 citations

PRACTICALp-VALUE ADJUSTMENT FOR OPTIMALLY SELECTED CUTPOINTS

1996 • 106 citations

Confidence intervals for the effect of a prognostic factor after selection of an ‘optimal’ cutpoint

2004 • 102 citations

Multiple imputation techniques in small sample clinical trials

2005 • 96 citations

Monte Carlo Approximation of Bootstrap Variances

1998 • 89 citations

External validation of prognostic models for critically ill patients required substantial sample sizes

2007 • 86 citations

Tuning Variable Selection Procedures by Adding Noise

2006 • 57 citations

Problems in defining cutoff points of continuous prognostic factors: Example of tumor thickness in primary cutaneous melanoma

1997 • 55 citations

ASYMMETRIC STRATIFICATION

1988 • 51 citations

On the Impact of Variable Selection in Fitting Regression Equations

1988 • 51 citations

Using Calibration to Improve Rounding in Imputation

2008 • 50 citations

The Skill Plot: A Graphical Technique for Evaluating Continuous Diagnostic Tests

2008 • 45 citations

Odds ratios for a continuous outcome variable without dichotomizing

2004 • 37 citations

Influence of model‐building strategies on the results of a case‐control study

1993 • 31 citations

The effects of transformations and preliminary tests for non‐linearity in regression

1991 • 30 citations

Binary regression with continuous outcomes

1995 • 28 citations

Analysis of failure time data with ordinal categories of response

1991 • 27 citations

Cross-Validation Shrinkage of Regression Predictors

1987 • 26 citations

Development of health risk appraisal functions in the presence of multiple indicators: The Framingham Study nursing home institutionalization model

1995 • 25 citations

A Remarkable Scatterplot

1993 • 22 citations

Correspondence analysis as a screening method for indicants for clinical diagnosis

1989 • 22 citations

Correspondence analysis and logistic medelling: Complementary use in the analysis of a health survey among nurses

1989 • 18 citations

Regression Modeling Strategies: An Illustrative Case Study From Medical Rehabilitation Outcomes Research

1999 • 17 citations

Effective sample size for tests of censored survival data

1982 • 10 citations

Ventricular fibrillation following canine coronary artery reperfusion: different outcomes with pentobarbital and α-chloralose

1984 • 8 citations

On Briggs and Zaretzki: The Skill Plot: A Graphical Technique for Evaluating Continuous Diagnostic Tests

2007 • 3 citations

Statistical Decisionmaking Without Math

2007 • 3 citations

To Amnio or Not To Amnio: That Is the Decision for Bayes

2007 • 3 citations

Deleted Work

1955 • 0 citations