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multilevel-models

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This repository contains the implementation of Enhanced Random Binary Multilevel Attention Network (ERBMA-Net), a novel framework for facial depression recognition. ERBMA-Net addresses key limitations in existing methods by introducing random binary convolutional filters for enhanced adaptability and multilevel attention mechanisms.

  • Updated Aug 16, 2025
  • Python

This project applies Data Analysis using python libraries to a longitudinal dataset to explore the relationship between a child's age, expressive language skills, and their socialization development. A multilevel modeling approach is used to account for the correlated, repeated measurements taken from each child over several years.

  • Updated Aug 5, 2025
  • Python

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