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Data Analysis with RAdvanced Statistical Modeling TechniquesAdvanced Statistical Methods and Models

The Role of Statistics in Machine Learning Regression Models

Bamba Gueye, Laure Gouba

2026.3.1Journal of Statistics Applications and Probability

DOI: 10.18576/jsap/150206

Abstract

In this paper, we discuss the role of statistics in simple linear regression, multiple linear regression, and logistic regression. Python has been used to implement the algorithms in these models.

Citation format

GUEYE, Bamba; GOUBA, Laure. The role of statistics in machine learning regression models. Journal of Statistics Applications and Probability, 2026, 15(2): 235–254.