Improving Confidence Interval Estimation in Logistic Regression with Multicollinear Predictors: A Comparative Study of Shrinkage Estimators and Application to Prostate Cancer Data Article

Chowdhury, Sultana Mubarika Rahman, Bursac, Zoran, Kibria, BM Golam. (2026). Improving Confidence Interval Estimation in Logistic Regression with Multicollinear Predictors: A Comparative Study of Shrinkage Estimators and Application to Prostate Cancer Data . 9(1), 10.3390/stats9010011

cited authors

  • Chowdhury, Sultana Mubarika Rahman; Bursac, Zoran; Kibria, BM Golam

authors

publication date

  • January 29, 2026

keywords

  • LIU ESTIMATOR
  • Mathematics
  • Mathematics, Interdisciplinary Applications
  • PARAMETERS
  • Physical Sciences
  • RIDGE-REGRESSION
  • Science & Technology
  • Statistics & Probability
  • TESTS
  • coverage probability
  • logistic regression
  • multicollinearity
  • ridge regression
  • shrinkage
  • simulation study

Digital Object Identifier (DOI)

publisher

  • MDPI

volume

  • 9

issue

  • 1