Advanced Statistical Methods and Models
Advanced Statistical Methods and Models is a research topic within Statistics and Probability. Science Explorer counts 39k research works in it since 1950. 15.1% of them reached the world's top 10% most cited for their field and year.
This cluster of papers focuses on the detection, impact, and handling of multicollinearity in regression analysis. It discusses methods for identifying outliers, robust estimation techniques, variance inflation factors, and the use of depth functions in analyzing data. The cluster also explores the relative importance of predictors, principal component analysis, and the application of these concepts to functional data.
- Multicollinearity
- Regression Analysis
- Outlier Detection
- Robust Estimation
- Variance Inflation Factor
- Principal Component Analysis
- Relative Importance
- Depth Functions
- Robust Statistics
- Functional Data
- Research works
- 39k fractional, since 1950
- In the world top 10%
- 6k per year above
- Top-10% rate
- 15.1% share of its works in the world top 10%
- Growth, 2013–17 → 2018–22
- +3% the tick is no change
Which countries lead Advanced Statistical Methods and Models research?
By volume, the United States and China publish the most (842 and 559 works in 2022–2025).
By volume, 2022–2025
- 1 United States 842 works
- 2 China 559 works
- 3 India 269 works
- 4 Germany 161 works
- 5 Italy 152 works
- 6 Türkiye 134 works
- 7 Canada 129 works
- 8 United Kingdom 128 works
- 9 Japan 125 works
- 10 France 109 works
How concentrated that is
The same countries as shares of everything the list above accounts for. A node where two countries do two thirds of the work and one spread evenly across twelve read alike as a ranking and not at all alike here.
Shares of the rows listed above, not of the whole node.
Which institutions lead Advanced Statistical Methods and Models research?
By volume in 2022–2025, Sapienza University of Rome publishes the most Advanced Statistical Methods and Models research, followed by University of North Carolina at Chapel Hill and King Mongkut's University of Technology North Bangkok.
By volume, 2022–2025
- 1 Sapienza University of Rome Italy 25 works
- 2 University of North Carolina at Chapel Hill United States 21 works
- 3 King Mongkut's University of Technology North Bangkok Thailand 21 works
- 4 Sepuluh Nopember Institute of Technology Indonesia 20 works
- 5 Indian Statistical Institute India 17 works
- 6 University of Mosul Iraq 16 works
- 7 Cairo University Egypt 16 works
- 8 University of Padua Italy 14 works
- 9 University of Toronto Canada 13 works
- 10 Seoul National University South Korea 13 works
Who are the leading researchers in Advanced Statistical Methods and Models?
The most-cited researchers publishing on Advanced Statistical Methods and Models include Peter M. Bentler, Robert Tibshirani and Jerome H. Friedman.
- 1 Peter M. Bentler 16k citations
- 2 Robert Tibshirani 13k citations
- 3 Jerome H. Friedman 11k citations
- 4 George E. P. Box 10k citations
- 5 H. Vincent Poor 9.5k citations
- 6 M. Hashem Pesaran 9.1k citations
- 7 Jacob Cohen 7k citations
Ranked by citations received across their whole record, among researchers with at least three works on this topic.
Where is Advanced Statistical Methods and Models research done?
The largest centres of Advanced Statistical Methods and Models research in 2022–2025 are Beijing (China), Tokyo (Japan), Seoul (South Korea) and Shanghai (China).
Where is the best place to study Advanced Statistical Methods and Models?
Among universities, judged by research, King Mongkut's University of Technology North Bangkok, Sepuluh Nopember Institute of Technology and Cairo University score highest, combining excellence, specialisation, size, growth and international reach. Research strength is one signal when choosing where to study; it does not measure teaching.
One dot per university in the table below. The upper left is the interesting corner: small places doing unusually strong work.
| # | University | Score | Top 10% | Specialisation | Works | Growth |
|---|---|---|---|---|---|---|
| 1 | King Mongkut's University of Technology North Bangkok Thailand | 71.7 | 17.1% | 37.6× | 21 | +209.8% |
| 2 | Sepuluh Nopember Institute of Technology Indonesia | 64.7 | 13.3% | 10.8× | 20 | +183.8% |
| 3 | Cairo University Egypt | 55.9 | 33.1% | 4.7× | 16 | +61.7% |
| 4 | University of Mosul Iraq | 55.7 | 17.4% | 10.3× | 16 | — |
| 5 | Salahaddin University-Erbil Iraq | 55.6 | 27.2% | 14.8× | 11 | — |
| 6 | Indian Statistical Institute India | 52.6 | 8.6% | 48.5× | 18 | +30.6% |
| 7 | Florida International University United States | 51.1 | 42.8% | 6.7× | 8 | -24.1% |
| 8 | Bahauddin Zakariya University Pakistan | 50.9 | 10.1% | 17.5× | 10 | +75.9% |
| 9 | Cukurova University Türkiye | 50.2 | 9.3% | 10.0× | 11 | +167.3% |
| 10 | King Saud University Saudi Arabia | 47.0 | 25.7% | 2.4× | 10 | +152.8% |
Universities only. Score blends excellence (30%), specialisation (25%), size (20%), growth (15%) and international reach (10%), 2015–2022; growth compares 2010–14 with 2015–19.
Is Advanced Statistical Methods and Models research growing?
Output in 2018–2022 was 3% higher than in 2013–2017, peaking in 2021. The fastest-growing topics are Advanced Statistical Methods and Models.
The same series as a ribbon — one cell per year, darker for more. The line above answers how much; this answers when.
Which topics inside it are moving
Growth and decline on one axis around a shared zero. Two lists side by side hide the thing that matters: whether the growth dwarfs the decline, or the other way round.