A Hybrid AI Framework for Academic Advising: Integrating Ensemble-Based Grade Prediction and a Rule-Based Expert System

arXiv:2609.26243 · cs.AI, cs.LG · Submitted 2026-08-12 · Read on arXiv

cs.AI, cs.LG

Submitted: 2026-08-12

Updated: 2026-08-12

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Accuracy — 31× in this paper · explained in 1 episode
• Artificial Intelligence — 18× in this paper
• Clustering — 16× in this paper · explained in 2 episodes
• Gaussian Mixture Model — 6× in this paper
• Ensemble Learning — 4× in this paper · explained in 2 episodes
• Explainability — 4× in this paper · explained in 3 episodes
• Gaussian Mixture Model (GMM) — 4× in this paper · explained in 2 episodes
• Personalization — 4× in this paper · explained in 2 episodes
• Artificial Intelligence (AI) — 3× in this paper · explained in 2 episodes
• Generalizability — 3× in this paper · explained in 6 episodes
• Mean Squared Error — 3× in this paper
• Multi-Layer Perceptron — 3× in this paper
• Alignment — 2× in this paper · explained in 1 episode
• Attentive Knowledge Tracing — 2× in this paper
• Generalization — 2× in this paper · explained in 13 episodes
• Accountability — 1× in this paper · explained in 2 episodes
• Activation Function — 1× in this paper · explained in 1 episode
• Bayesian Belief Networks — 1× in this paper
• Bayesian Information Criterion — 1× in this paper
• Cognitive Load — 1× in this paper · explained in 2 episodes
• Consistency — 1× in this paper · explained in 3 episodes
• Core — 1× in this paper · explained in 2 episodes
• Data Heterogeneity — 1× in this paper · explained in 3 episodes
• Decoupling — 1× in this paper · explained in 2 episodes
• F1 Score — 1× in this paper · explained in 3 episodes
• Generative AI — 1× in this paper · explained in 2 episodes
• Grade Point Average — 1× in this paper
• Information Leakage — 1× in this paper · explained in 2 episodes
• Interpretability — 1× in this paper · explained in 15 episodes
• K-Nearest Neighbors — 1× in this paper
• Large Language Model (LLM) — 1× in this paper · explained in 3 episodes
• Modularity — 1× in this paper · explained in 9 episodes
• Robustness — 1× in this paper · explained in 5 episodes
• Root Mean Squared Error — 1× in this paper
• Support Vector Classification — 1× in this paper
• Technology Acceptance Model — 1× in this paper
• Unified Framework — 1× in this paper · explained in 5 episodes

Sources

• SmartCourse: A Contextual AI-Powered Course Advising System for Undergraduates

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