Statistical Methods and Applications
Statistical Methods and Applications is a research topic within Statistics and Probability. Science Explorer counts 4.4k research works in it since 1950. 10.0% of them reached the world's top 10% most cited for their field and year.
This cluster of papers focuses on the application of multivariate analysis in statistical research, covering topics such as principal component analysis, regression analysis, machine learning, model selection, and overfitting. It explores various statistical modeling techniques and data reduction methods to analyze complex relationships within multidimensional datasets.
- Multivariate Analysis
- Principal Component Analysis
- Regression Analysis
- Machine Learning
- Statistical Modeling
- Data Reduction
- Cluster Analysis
- Discriminant Analysis
- Model Selection
- Overfitting
- Research works
- 4.4k fractional, since 1950
- In the world top 10%
- 440 per year above
- Top-10% rate
- 10.0% share of its works in the world top 10%
- Growth, 2018-21 → 2022-25
- -7% the tick is no change
- Largest producer
Indonesia
32% of the 10 largest, 2022-now
Which countries lead Statistical Methods and Applications research?
By volume, Indonesia and the United States publish the most (145 and 92 works in 2022-now).
India
Türkiye
China
Spain
Mexico
ItalyHow 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 Statistical Methods and Applications research?
By volume in 2022-now, Sepuluh Nopember Institute of Technology publishes the most Statistical Methods and Applications research, followed by State University of Padang and IPB University.
By volume, 2022-now
- 1
Sepuluh Nopember Institute of TechnologyIndonesia
12 works
- 2
State University of PadangIndonesia
6 works
- 3
IPB UniversityIndonesia
6 works
- 4
Airlangga UniversityIndonesia
4 works
- 5
Universidade de São Paulo
Brazil
4 works
- 6
State University of MakassarIndonesia
4 works
- 7
University of Amsterdam
Netherlands
4 works
- 8
Mulawarman UniversityIndonesia
4 works
- 9
Eckerd College
United States
4 works
- 10
Diponegoro UniversityIndonesia
3 works
Who are the leading researchers in Statistical Methods and Applications?
The most-cited researchers publishing on Statistical Methods and Applications include Robert John Tibshirani, Donald B. Rubin and Trevor Hastie.
- 1
Robert John Tibshirani
United States
396k citations
- 2
Donald B. Rubin
United States
301k citations
- 3
Trevor Hastie
United States
301k citations
- 4
Ralph B. D’Agostino
United States
255k citations
- 5
Peter M. Bentler
United States
233k citations
- 6
Jerome H. Friedman
United States
224k citations
- 7
Marko Sarstedt
Germany
221k citations
- 8
Christian M. Ringle
Germany
215k citations
- 9
Claes Fornell
United States
198k citations
- 10
David A. Kenny
United States
198k citations
Ranked by citations received across their whole record, among researchers with at least three works on this topic.
Where is Statistical Methods and Applications research done?
The largest centres of Statistical Methods and Applications research in 2022-now are Surabaya (Indonesia), Jakarta (Indonesia), Semarang (Indonesia) and São Paulo (Brazil). Among places with at least 20 works in it, it is an unusually large share of all research in Surabaya.
Largest cities, 2022-now
Where it is the local speciality
- SurabayaID · 21.8 works6.7×
Location quotient: how much more of its research is in Statistical Methods and Applications than the world average.
Where is the best place to study Statistical Methods and Applications?
Among universities, judged by research, Sepuluh Nopember Institute of Technology 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.
| # | University | Score | Top 10% | Specialisation | Works | Growth |
|---|---|---|---|---|---|---|
| 1 | Sepuluh Nopember Institute of TechnologyIndonesia |
3.9 | 5.1% | 46.8× | 12 | -4.4% |
Universities only. The score blends excellence (40%), size (30%), specialisation (10%), growth (10%), international reach (10%), 2022-now; growth compares 2018-21 with 2022-25 and counts up to +20%, since a jump from a small base is mostly noise.
Every institution in Statistical Methods and Applications, country by countryIs Statistical Methods and Applications research growing?
Output in 2022-2025 was 7% lower than in 2018-2021, peaking in 2025.
The same series as a ribbon: one cell per year, darker for more. The line above answers how much; this answers when.
Its share of all research
Growing output can still be a shrinking share: all of science grows. This is Statistical Methods and Applications as a percentage of every work published that year, 0.0021% in 2024.
Fractional works of Statistical Methods and Applications over all fractional works that year. How the balance of science has shifted.
How much of it reaches the world top 10%
Year by year.
Of each year's works in it, the share that reached the world's 10% most cited for their field and year. A field is the world for its own topics, so there is no other line to hold it against.
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.
Discussion
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