Most cited papers in Advanced Statistical Methods and Models
What are the most cited papers in Advanced Statistical Methods and Models?
The most cited paper in Advanced Statistical Methods and Models is "Evaluating Structural Equation Models with Unobservable Variables and Measurement Error" (Claes Fornell, David F. Larcker, 1981), with 71,613 citations. Next come "Regression Shrinkage and Selection Via the Lasso" (53,131) and "Coefficient Alpha and the Internal Structure of Tests" (44,025).
Showing 50 of 97 papers. Every paper with more than 3,322 citations is listed.
| # | Paper | ||
|---|---|---|---|
| 1 | Evaluating Structural Equation Models with Unobservable Variables and Measurement Error Claes Fornell, David F. Larcker · Journal of Marketing Research | Feb 1981 | 71,613 |
| 2 | Regression Shrinkage and Selection Via the Lasso Robert John Tibshirani · Journal of the Royal Statistical Society Series B (Statistical Methodology) | 1996 | 53,131 |
| 3 | Coefficient Alpha and the Internal Structure of Tests Lee J. Cronbach · Psychometrika | Sep 1951 | 44,025 |
| 4 | Statistical power analyses using G*Power 3.1: Tests for correlation and regression analyses Franz Faul, Edgar Erdfelder, Axel Buchner et al. · Behavior Research Methods | Nov 2009 | 37,775 |
| 5 | Alternative Ways of Assessing Model Fit Michael W. Browne, Robert A. Cudeck · Sociological Methods & Research | Nov 1992 | 25,414 |
| 6 | lmerTest Package: Tests in Linear Mixed Effects Models Alexandra Kuznetsova, Per B. Brockhoff, Rune Haubo Bojesen Christensen · Journal of Statistical Software | 2017 | 24,675 |
| 7 | Comparative fit indexes in structural models. Peter M. Bentler · Psychological Bulletin | 1990 | 24,151 |
| 8 | Comparing the Areas under Two or More Correlated Receiver Operating Characteristic Curves: A Nonparametric Approach Elizabeth R. DeLong, David M. DeLong, Daniel L. Clarke‐Pearson · Biometrics | Sep 1988 | 23,031 |
| 9 | Longitudinal data analysis using generalized linear models Kung‐Yee Liang, Scott L. Zeger · Biometrika | 1986 | 18,362 |
| 10 | Bootstrap Methods: Another Look at the Jackknife B. Efron · The Annals of Statistics | 1979 | 17,826 |
| 11 | Nearest neighbor pattern classification Thomas M. Cover, Peter E. Hart · IEEE Transactions on Information Theory | 1967 | 16,834 |
| 12 | Multivariate Data Analysis Xianggui Qu · Technometrics | Feb 2007 | 14,841 |
| 13 | Simultaneous Inference in General Parametric Models Torsten Hothorn, Frank Bretz, Peter H. Westfall · Biometrical Journal | 15 May 2008 | 14,308 |
| 14 | Estimates of the Regression Coefficient Based on Kendall's Tau Pranab Kumar Sen · Journal of the American Statistical Association | Dec 1968 | 13,754 |
| 15 | Structural Equation Models with Unobservable Variables and Measurement Error: Algebra and Statistics Claes Fornell, David F. Larcker · Journal of Marketing Research | Aug 1981 | 13,256 |
| 16 | Use of Ranks in One-Criterion Variance Analysis William Kruskal, W. Allen Wallis · Journal of the American Statistical Association | Dec 1952 | 12,511 |
| 17 | Principal component analysis Svante Wold, Kim H. Esbensen, Paul L. M. Geladi · Chemometrics and Intelligent Laboratory Systems | Aug 1987 | 11,762 |
| 18 | Fit indices in covariance structure modeling: Sensitivity to underparameterized model misspecification. Li‐tze Hu, Peter M. Bentler · Psychological Methods | Dec 1998 | 11,619 |
| 19 | A Caution Regarding Rules of Thumb for Variance Inflation Factors Robert M. O’Brien · Quality & Quantity | 12 Mar 2007 | 11,097 |
| 20 | Cross-Validatory Choice and Assessment of Statistical Predictions Marla Stone · Journal of the Royal Statistical Society Series B (Statistical Methodology) | 1974 | 10,849 |
| 21 | Random effects structure for confirmatory hypothesis testing: Keep it maximal Dale J. Barr, Roger Lévy, Christoph Scheepers et al. · Journal of Memory and Language | 3 Jan 2013 | 10,749 |
| 22 | Inference and missing data Donald B. Rubin · Biometrika | 1976 | 9,875 |
| 23 | Beyond Baron and Kenny: Statistical Mediation Analysis in the New Millennium Andrew F. Hayes · Communication Monographs | Dec 2009 | 9,819 |
| 24 | Least angle regression Bradley Efron, Trevor Hastie, Iain M. Johnstone et al. · The Annals of Statistics | Apr 2004 | 9,594 |
| 25 | Ridge Regression: Biased Estimation for Nonorthogonal Problems Arthur E. Hoerl, Robert W. Kennard · Technometrics | Feb 1970 | 9,491 |
| 26 | Applied Multiple Regression/Correlation Analysis for the Behavioral Sciences Freda Kemp · Journal of the Royal Statistical Society Series D (The Statistician) | 21 Nov 2003 | 9,378 |
| 27 | Variable Selection via Nonconcave Penalized Likelihood and its Oracle Properties Jianqing Fan, Runze Li · Journal of the American Statistical Association | Dec 2001 | 9,322 |
| 28 | A Concordance Correlation Coefficient to Evaluate Reproducibility Lawrence I-Kuei Lin · Biometrics | Mar 1989 | 8,920 |
| 29 | A Rationale and Test for the Number of Factors in Factor Analysis John Louis Horn · Psychometrika | Jun 1965 | 8,882 |
| 30 | Principal Component Analysis Colin R. Goodall, Ian T. Jolliffe · Technometrics | Aug 1988 | 8,697 |
| 31 | What is coefficient alpha? An examination of theory and applications. José M. Cortina · Journal of Applied Psychology | Feb 1993 | 8,257 |
| 32 | An Efficient Method of Estimating Seemingly Unrelated Regressions and Tests for Aggregation Bias Arnold Zellner · Journal of the American Statistical Association | Jun 1962 | 8,135 |
| 33 | Comparing partitions Lawrence J. Hubert, Phipps Arabie · Journal of Classification | Dec 1985 | 8,084 |
| 34 | Fast Stable Restricted Maximum Likelihood and Marginal Likelihood Estimation of Semiparametric Generalized Linear Models Simon N. Wood · Journal of the Royal Statistical Society Series B (Statistical Methodology) | 14 Sep 2010 | 7,832 |
| 35 | A review of assessing the accuracy of classifications of remotely sensed data Russell G. Congalton · Remote Sensing of Environment | Jul 1991 | 7,763 |
| 36 | Novel approach to nonlinear/non-Gaussian Bayesian state estimation Neil Gordon, David J. Salmond, A. F. M. Smith · IEE Proceedings F Radar and Signal Processing | 1993 | 7,664 |
| 37 | Model Selection and Estimation in Regression with Grouped Variables Ming Yuan, Yi Lin · Journal of the Royal Statistical Society Series B (Statistical Methodology) | 21 Dec 2005 | 7,568 |
| 38 | Generalized Linear Models John Ashworth Nelder, R. W. M. Wedderburn · Journal of the Royal Statistical Society Series A (General) | 1972 | 7,300 |
| 39 | Robust Estimation of a Location Parameter Peter J. Huber · The Annals of Mathematical Statistics | Mar 1964 | 7,272 |
| 40 | Stochastic gradient boosting Jerome H. Friedman · Computational Statistics & Data Analysis | Feb 2002 | 7,206 |
| 41 | Additive logistic regression: a statistical view of boosting (With discussion and a rejoinder by the authors) Jerome H. Friedman, Trevor Hastie, Robert John Tibshirani · The Annals of Statistics | Apr 2000 | 6,998 |
| 42 | FOUNDATIONS OF STATISTICS Norman H. Anderson · Psychology Press eBooks | Jul 2001 | 6,930 |
| 43 | Statistics for Experimenters Sidney Addelman, G. E. P. Box, W. G. Hunter et al. · Technometrics | Aug 1979 | 6,538 |
| 44 | Fast and robust fixed-point algorithms for independent component analysis Aapo Hyvärinen · IEEE Transactions on Neural Networks | May 1999 | 6,400 |
| 45 | Generalized impulse response analysis in linear multivariate models M. Hashem Pesaran, Yongcheol Shin · Economics Letters | 1998 | 6,198 |
| 46 | Isolation Forest Fei Tony Liu, Kai Ming Ting, Zhi‐Hua Zhou | Dec 2008 | 6,132 |
| 47 | Likelihood Ratio Tests for Model Selection and Non-Nested Hypotheses Quang Vuong · Econometrica | Mar 1989 | 6,074 |
| 48 | A note on a general definition of the coefficient of determination N. J. D. Nagelkerke · Biometrika | 1991 | 5,805 |
| 49 | Proportional hazards tests and diagnostics based on weighted residuals Patricia M. Grambsch, Terry M. Therneau · Biometrika | 1994 | 5,781 |
| 50 | Locally Weighted Regression: An Approach to Regression Analysis by Local Fitting William S. Cleveland, Susan J. Devlin · Journal of the American Statistical Association | Sep 1988 | 5,569 |
Citations are OpenAlex's own counts, from its 2026-09-23 snapshot, so the ranking can differ from Google Scholar or Web of Science. A paper is listed for a field when OpenAlex files it under one of the field's topics; retracted papers and papers whose citation count cannot be traced to citing works are left out, and a preprint and the article it became are shown once. Release dates are OpenAlex's: where a source gave only a month or a year, that is what is shown. How the lists are chosen.