The Interpretative Effects of Normalization Techniques on Complex Regression Modeling: An Application to Real Estate Values Using Machine Learning

The Interpretative Effects of Normalization Techniques on Complex Regression Modeling: An Application to Real Estate Values Using Machine Learning

The performance of machine learning models depends on several factors, including data normalization, which can significantly improve its accuracy. There are many standardization techniques, and none is universally suitable; the choice depends on the characteristics of the problem, the predictive tas...

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Bibliographic Details
Main Authors: Debora Anelli, Pierluigi Morano, Francesco Tajani, Maria Rosaria Guarini
Format: Article
Language:English
Published: MDPI AG 2025-06-01
Series:Information
Subjects:
machine learning
real estate values
normalization
regression model
Online Access:https://www.mdpi.com/2078-2489/16/6/486
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