专题：Advanced Statistical Methods and Models

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.
最新文献
Using Fisher Information Matrix to predict uncertainty in covariate effects and power to detect their relevance in Non-Linear Mixed Effect Models in pharmacometrics

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A Comparative Analysis of Linear Regression Techniques: Evaluating Predictive Accuracy and Model Effectiveness

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LoTTA: Bayesian Inference in Regression Discontinuity Designs

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Fractal Dimension and Hurst Coefficient Analysis of the Indian Affective Picture Database- Revised

preprint Full Text OpenAlex

Filter Learning-Based Partial Least Squares Regression and Its Application in Infrared Spectral Analysis

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Modified Two-Parameter Ridge Estimators for Enhanced Regression Performance in the Presence of Multicollinearity: Simulations and Medical Data Applications

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Development of hybrid ridge–PCA estimators for addressing Multicollinearity in Gaussian linear regression models

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Efficient quantile regression under censoring using Laguerre polynomials

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PEBBLE: A second order correct bootstrap method in logistic regression

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Estimation and diagnostic for a skewed generalized normal partially linear models

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近5年高被引文献
Testing Statistical Hypotheses

other Full Text OpenAlex 5455 FWCI0

The coefficient of determination R-squared is more informative than SMAPE, MAE, MAPE, MSE and RMSE in regression analysis evaluation

article Full Text OpenAlex 2939 FWCI372.502

INTRODUCTORY STATISTICS

other Full Text OpenAlex 1370 FWCI0

Root-mean-square error (RMSE) or mean absolute error (MAE): when to use them or not

article Full Text OpenAlex 907 FWCI179.754

Principal component analysis

article Full Text OpenAlex 701 FWCI84.928

The Weibull-G Family of Probability Distributions

article Full Text OpenAlex 495 FWCI47.307

Optimal ratio for data splitting

article Full Text OpenAlex 492 FWCI63.225

Multivariate Data Analysis

book-chapter Full Text OpenAlex 473 FWCI346.596

Violating the normality assumption may be the lesser of two evils

article Full Text OpenAlex 440 FWCI52.633

Statistical Rethinking: A Bayesian Course with Examples in R and Stan

article Full Text OpenAlex 332 FWCI32.968