On the Estimation of the Binary Response Model

On the Estimation of the Binary Response Model

The binary logistic regression model (LRM) is practical in situations when the response variable (RV) is dichotomous. The maximum likelihood estimator (MLE) is generally considered to estimate the LRM parameters. However, in the presence of multicollinearity (MC), the MLE is not the correct choice d...

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Bibliographic Details
Main Authors: Muhammad Amin, Muhammad Nauman Akram, B. M. Golam Kibria, Huda M. Alshanbari, Nahid Fatima, Ahmed Elhassanein
Format: Article
Language:English
Published: MDPI AG 2023-02-01
Series:Axioms
Subjects:
bias
binary logistic regression model
Liu estimator
multicollinearity
maximum likelihood estimator
ridge regression
Online Access:https://www.mdpi.com/2075-1680/12/2/175

Internet

https://www.mdpi.com/2075-1680/12/2/175

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