Exploring Early Learning Challenges in Children Utilizing Statistical and Explainable Machine Learning

Exploring Early Learning Challenges in Children Utilizing Statistical and Explainable Machine Learning

To mitigate future educational challenges, the early childhood period is critical for cognitive development, so understanding the factors influencing child learning abilities is essential. This study investigates the impact of parenting techniques, sociodemographic characteristics, and health condit...

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Bibliographic Details
Main Authors: Mithila Akter Mim, M. R. Khatun, Muhammad Minoar Hossain, Wahidur Rahman, Arslan Munir
Format: Article
Language:English
Published: MDPI AG 2025-01-01
Series:Algorithms
Subjects:
child development
Bangladesh multiple indicator cluster surveys (MICS)
machine learning
explainable AI
SHAP
LIME
Online Access:https://www.mdpi.com/1999-4893/18/1/20
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