Model Selection

Model Selection is the process of identifying the most appropriate statistical or mathematical framework among a set of candidate models that best balances explanatory power, predictive accuracy, and parsimony for a given dataset and research question within a specified modeling domain.

3.4K

Publications

527.8K

Citations

6.6K

Authors

2.2K

Institutions

Publications per year

2017–2026

813

Parents

Compartmental ModelingDose-response ModelingMachine LearningPharmacokinetic ModelingPharmacokinetic-pharmacodynamic ModelingPopulation PharmacokineticsPredictive AnalyticsStatistical LearningStatistical Modeling

Children

Adjusted R-squaredBayesian Model SelectionCandidate Model SetConsistency Of Model SelectionCovariate SelectionForward SelectionGeneralization ErrorGoodness-of-fitHyperparameter TuningLikelihood Ratio Tests

Publications

3.4K

Model Selection and Multimodel Inference: A Practical Information-Theoretic Approach

Fred S. Guthery, Kenneth P. Burnham, David Anderson · Journal of Wildlife Management · 2003 · 42.2K citations · Full text

Computing, Biostatistics, Bayesian Data Analysis +16

Regularization and Variable Selection Via the Elastic Net

Hui Zou, Trevor Hastie · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2005 · 21K citations · Full text

Computing, Computer Science, Data Science +15

Multimodel Inference

Kenneth P. Burnham, David R. Anderson · Sociological Methods & Research · 2004 · 11.6K citations

Natural Sciences, Biostatistics, Bayesian Data Analysis +15

A Study of Cross-Validation and Bootstrap for Accuracy Estimation and Model Selection

Ron Kohavi · 1995 · 10.7K citations · Full text

Computing, Computer Science, Data Mining +13

Least angle regression

Bradley Efron, Trevor Hastie, Iain M. Johnstone et al. · The Annals of Statistics · 2004 · 9.5K citations · Full text

Computing, Biostatistics, Computer Science +13

1–5 of 3.4K

Authors

6.6K

CT
Chih‐Ling Tsai
University of California, Davis, United States
22 publications · 9.4K citations
19
h-index
DF
David F. Hendry
University of Oxford, United Kingdom
22 publications · 2K citations
18
h-index
RL
Runze Li
Pennsylvania State University, United States
18 publications · 2.4K citations
16
h-index
YY
Yuhong Yang
University of Minnesota, United States
17 publications · 2.1K citations
15
h-index
RT
Robert Tibshirani
Stanford University, United States
15 publications · 19.7K citations
14
h-index

1–5 of 6.6K

Institutions

2.2K

1–8 of 2.2K

Venues

Journal of the American Statistical Association
120 publications · 26.4K citations
69
h-index
Computational Statistics & Data Analysis
CSDA · 83 publications · 4.7K citations
38
h-index
The Annals of Statistics
60 publications · 19.6K citations
38
h-index
Biometrika
60 publications · 15.9K citations
36
h-index
Technometrics
53 publications · 17K citations
34
h-index

1–5