Statistical Modeling

Statistical modeling is a quantitative method that constructs mathematical representations of relationships among variables in data to facilitate inference, parameter estimation, and prediction.

43.9K

Publications

5.4M

Citations

61.7K

Authors

9.5K

Institutions

Publications per year

2017–2026

Variants

Statistical Modelling

Parents

Business Analytics

Children

Bayesian InferenceBayesian ModelingData AnalysisDimension ReductionGeneralized Linear ModelsHierarchical ModelingLatent Variable ModelsMaximum Likelihood EstimationMixed-effects ModelsModel Selection

Publications

43.9K

Cutoff criteria for fit indexes in covariance structure analysis: Conventional criteria versus new alternatives

Li‐tze Hu, Peter M. Bentler · Structural Equation Modeling A Multidisciplinary Journal · 1999 · 105.4K citations

Education, Biostatistics, Educational Measurement +16

Fitting Linear Mixed-Effects Models Using <b>lme4</b>

Douglas M. Bates, Martin Mächler, Benjamin M. Bolker et al. · Journal of Statistical Software · 2015 · 85.6K citations · Full text

Business, Biostatistics, Optimization +15

Regression Shrinkage and Selection Via the Lasso

Robert Tibshirani · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1996 · 51.8K citations

Business, Biostatistics, Computer Science +17

A new look at the statistical model identification

Hirotugu Akaike · IEEE Transactions on Automatic Control · 1974 · 50.7K citations · Full text

Business, Biostatistics, Statistical Modeling +9

Maximum Likelihood from Incomplete Data Via the <i>EM</i> Algorithm

A. P. Dempster, N. M. Laird, Donald B. Rubin · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1977 · 49.7K citations

Public Health, Biostatistics, Bayesian Data Analysis +16

1–5 of 43.9K

Authors

61.7K

RJ
Raymond J. Carroll
Texas A&M University, United States
122 publications · 13.7K citations
59
h-index
RD
R. Dennis Cook
University of Minnesota, United States
86 publications · 16.1K citations
49
h-index
PM
Peter M. Bentler
University of California, Los Angeles, United States
77 publications · 176.4K citations
48
h-index
JF
Jianqing Fan
Princeton University, United States
70 publications · 27.5K citations
47
h-index
DR
David Ruppert
Cornell University, United States
72 publications · 14.6K citations
44
h-index

1–5 of 61.7K

Institutions

9.5K

1–8 of 9.5K

Venues

Journal of the American Statistical Association
2.3K publications · 513.9K citations
306
h-index
Technometrics
1.1K publications · 317K citations
216
h-index
The Annals of Statistics
684 publications · 137.7K citations
165
h-index
Journal of the Royal Statistical Society Series B (Statistical Methodology)
583 publications · 261.6K citations
160
h-index
Biometrics
694 publications · 180.9K citations
149
h-index

1–5

See also Statistical Modeling
Core Methods	Bayesian Inference Maximum Likelihood Estimation Linear Models Profile Likelihood Ridge Regression Hypothesis Testing Bootstrap Methods Nonparametric Inference Mixture Distributions Lasso Regression Extended Cox Proportional Hazards Model Exponential Family Distributions
Model Selection	Variable Selection Hypothesis Testing Forward Selection Cross-validation Lasso Model Parsimony Bias-variance Tradeoff Order Picking
Assumptions	Conditional Independence Linearity Independence Homogeneity Of Variance Identifiability Criteria
Diagnostics	Shapiro - Wilk Test Kolmogorov - Smirnov Test Q-q Plot Cook's Distance
Applications	Epidemiology Reliability Social Network Analysis Financial Engineering Quality Control Clinical Trials Risk Assessment Criminal Justice Portfolio Optimization Treatment Planning Disease Detection Algorithmic Trading Social Policy Precision Medicine Genome-scale Metabolic Modeling E-commerce Systems Survival Analysis