# Statistical Methods and Inference

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

## Facts

| Field | Value |
| --- | --- |
| Description | This cluster of papers focuses on regularization and variable selection methods, particularly in the context of high-dimensional data analysis. It covers topics such as Lasso, model selection, sparse models, covariance estimation, survival analysis, random forests, and Bayesian methods. |
| Domain | Physical Sciences |
| Field | Mathematics |
| OpenAlex ID | t10136 |
| Works | 97 |

## Topic papers all

Showing 15 of 97.

- [Regression Shrinkage and Selection Via the Lasso](https://scholariq.org/papers/regression-shrinkage-and-selection-via-the-lasso/)
- [An Introduction to the Bootstrap](https://scholariq.org/papers/an-introduction-to-the-bootstrap/)
- [Investigation of the freely available easy-to-use software ‘EZR’ for medical statistics](https://scholariq.org/papers/investigation-of-the-freely-available-easy-to-use-software-ezr-for-medical/)
- [Regularization Paths for Generalized Linear Models via Coordinate Descent](https://scholariq.org/papers/regularization-paths-for-generalized-linear-models-via-coordinate-descent/)
- [MULTIVARIABLE PROGNOSTIC MODELS: ISSUES IN DEVELOPING MODELS, EVALUATING ASSUMPTIONS AND ADEQUACY, AND MEASURING AND REDUCING ERRORS](https://scholariq.org/papers/multivariable-prognostic-models-issues-in-developing-models-evaluating/)
- [Regression Modeling Strategies](https://scholariq.org/papers/regression-modeling-strategies/)
- [Propensity score methods for bias reduction in the comparison of a treatment to a non-randomized control group](https://scholariq.org/papers/propensity-score-methods-for-bias-reduction-in-the-comparison-of-a-treatment-to/)
- [Tutorial in biostatistics: competing risks and multi‐state models](https://scholariq.org/papers/tutorial-in-biostatistics-competing-risks-and-multi-state-models/)
- [Methods for Trend Estimation from Summarized Dose-Response Data, with Applications to Meta-Analysis](https://scholariq.org/papers/methods-for-trend-estimation-from-summarized-dose-response-data-with/)
- [The Prevention and Treatment of Missing Data in Clinical Trials](https://scholariq.org/papers/the-prevention-and-treatment-of-missing-data-in-clinical-trials/)
- [Regression modelling strategies for improved prognostic prediction](https://scholariq.org/papers/regression-modelling-strategies-for-improved-prognostic-prediction/)
- [The Inconsistency of “Optimal” Cutpoints Obtained using Two Criteria based on the Receiver Operating Characteristic Curve](https://scholariq.org/papers/the-inconsistency-of-optimal-cutpoints-obtained-using-two-criteria-based-on-the/)
- [Characterization of Weighted Quantile Sum Regression for Highly Correlated Data in a Risk Analysis Setting](https://scholariq.org/papers/characterization-of-weighted-quantile-sum-regression-for-highly-correlated-data/)
- [Youden Index and Optimal Cut‐Point Estimated from Observations Affected by a Lower Limit of Detection](https://scholariq.org/papers/youden-index-and-optimal-cut-point-estimated-from-observations-affected-by-a/)
- [Robust anisotropic diffusion](https://scholariq.org/papers/robust-anisotropic-diffusion/)

## Topic primary papers

Showing 15 of 29.

- [Regression Shrinkage and Selection Via the Lasso](https://scholariq.org/papers/regression-shrinkage-and-selection-via-the-lasso/)
- [An Introduction to the Bootstrap](https://scholariq.org/papers/an-introduction-to-the-bootstrap/)
- [Regression modelling strategies for improved prognostic prediction](https://scholariq.org/papers/regression-modelling-strategies-for-improved-prognostic-prediction/)
- [Youden Index and Optimal Cut‐Point Estimated from Observations Affected by a Lower Limit of Detection](https://scholariq.org/papers/youden-index-and-optimal-cut-point-estimated-from-observations-affected-by-a/)
- [Robust anisotropic diffusion](https://scholariq.org/papers/robust-anisotropic-diffusion/)
- [Detecting Activations in PET and fMRI: Levels of Inference and Power](https://scholariq.org/papers/detecting-activations-in-pet-and-fmri-levels-of-inference-and-power/)
- [Linear regression with censored data](https://scholariq.org/papers/linear-regression-with-censored-data/)
- [Competing risks in epidemiology: possibilities and pitfalls](https://scholariq.org/papers/competing-risks-in-epidemiology-possibilities-and-pitfalls/)
- [When do we need competing risks methods for survival analysis in nephrology?](https://scholariq.org/papers/when-do-we-need-competing-risks-methods-for-survival-analysis-in-nephrology/)
- [Nonparametric smoothing estimates of time-varying coefficient models with longitudinal data](https://scholariq.org/papers/nonparametric-smoothing-estimates-of-time-varying-coefficient-models-with/)
- [The BUGS Book: A Practical Introduction to Bayesian Analysis](https://scholariq.org/papers/the-bugs-book-a-practical-introduction-to-bayesian-analysis/)
- [Quantile regression for longitudinal data using the asymmetric Laplace distribution](https://scholariq.org/papers/quantile-regression-for-longitudinal-data-using-the-asymmetric-laplace/)
- [Assessment of Weighted Quantile Sum Regression for Modeling Chemical Mixtures and Cancer Risk](https://scholariq.org/papers/assessment-of-weighted-quantile-sum-regression-for-modeling-chemical-mixtures/)
- [Residual Weighted Learning for Estimating Individualized Treatment Rules](https://scholariq.org/papers/residual-weighted-learning-for-estimating-individualized-treatment-rules/)
- [Straightforward intermediate rank tensor product smoothing in mixed models](https://scholariq.org/papers/straightforward-intermediate-rank-tensor-product-smoothing-in-mixed-models/)

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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.