# Statistical Methods and Applications

**Type:** Topics  
**Canonical URL:** https://scholariq.org/topics/statistical-methods-and-applications/

## Facts

| Field | Value |
| --- | --- |
| Citations | 420,735 |
| Description | 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. |
| Domain | Physical Sciences |
| Field | Mathematics |
| OpenAlex ID | https://openalex.org/T13141 |
| Works | 36,869 |

## Topic papers all

- [Regression Modeling Strategies](https://scholariq.org/papers/regression-modeling-strategies-2/)
- [Regression Modeling Strategies](https://scholariq.org/papers/regression-modeling-strategies/)
- [Understanding and controlling rotations in factor analytic models](https://scholariq.org/papers/understanding-and-controlling-rotations-in-factor-analytic-models/)
- [Regression Analysis for a Functional Response](https://scholariq.org/papers/regression-analysis-for-a-functional-response/)

## Topic researchers

Showing 12 of 20.

- [Douglas G. Altman](https://scholariq.org/researchers/douglas-g-altman/)
- [Robert Tibshirani](https://scholariq.org/researchers/robert-tibshirani/)
- [Trevor Hastie](https://scholariq.org/researchers/trevor-hastie/)
- [Peter M. Bentler](https://scholariq.org/researchers/peter-m-bentler/)
- [Marko Sarstedt](https://scholariq.org/researchers/marko-sarstedt/)
- [Christian M. Ringle](https://scholariq.org/researchers/christian-m-ringle/)
- [David A. Kenny](https://scholariq.org/researchers/david-a-kenny/)
- [Claes Fornell](https://scholariq.org/researchers/claes-fornell/)
- [David F. Larcker](https://scholariq.org/researchers/david-f-larcker/)
- [Jacob Cohen](https://scholariq.org/researchers/jacob-cohen/)
- [Joseph F. Hair](https://scholariq.org/researchers/joseph-f-hair/)
- [Douglas M. Bates](https://scholariq.org/researchers/douglas-m-bates/)

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Source: ScholarIQ — public research metadata, principally OpenAlex. See https://scholariq.org/sources/ for provenance and https://scholariq.org/methodology/ for what these figures mean.