Hierarchical data modeling: A systematic comparison of statistical, tree-based, and neural network approaches

Hierarchical modeling approaches have evolved significantly, yet comprehensive comparisons between fundamentally different methodological paradigms remain limited. This research presents a systematic comparative analysis of three distinct hierarchical modeling approaches: statistical (Hierarchical M...

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Bibliographic Details
Main Authors: Marzieh Amiri Shahbazi, Nasibeh Azadeh-Fard
Format: Article
Language:English
Published: Elsevier 2025-09-01
Series:Machine Learning with Applications
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2666827025000714
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