A Robust Hybrid CNN–LSTM Model for Predicting Student Academic Performance

QR Code

A Robust Hybrid CNN–LSTM Model for Predicting Student Academic Performance

The rapid increase in educational data from diverse sources such as learning management systems and assessment records necessitates the application of advanced analytical techniques to identify at-risk students and address persistent issues like dropout rates and academic underperformance. However,...

Full description

Saved in:

Bibliographic Details
Main Authors:	Kuburat Oyeranti Adefemi, Murimo Bethel Mutanga
Format:	Article
Language:	English
Published:	MDPI AG 2025-05-01
Series:	Digital
Subjects:	educational data mining deep learning student performance prediction
Online Access:	https://www.mdpi.com/2673-6470/5/2/16
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Hybrid Deep Learning Models for Predicting Student Academic Performance
by: Kuburat Oyeranti Adefemi, et al.
Published: (2025-05-01)

Landslide Susceptibility Prediction Based on a CNN–LSTM–SAM–Attention Hybrid Model
by: Honggang Wu, et al.
Published: (2025-06-01)

A multi-dimensional student performance prediction model (MSPP): An advanced framework for accurate academic classification and analysis
by: V. Balachandar, et al.
Published: (2025-06-01)

International Natural Uranium Price Prediction Based on TF-CNN-BiLSTM Model
by: YANG Jingzhe, XUE Xiaogang
Published: (2025-06-01)

Forecasting Significant Wave Height Intervals Along China’s Coast Based on Hybrid Modal Decomposition and CNN-BiLSTM
by: Kairong Xie, et al.
Published: (2025-06-01)

Hybrid 3D CNN-LSTM Model for rs-fMRI-Based Parkinson’s Prediction
by: Salman Ibne Eunus, et al.
Published: (2025-06-01)

Intelligent System for Student Performance Prediction Using Machine Learning
by: Mustafa S. Ibrahim Alsumaidaie, et al.
Published: (2024-12-01)

Development of MyCGPA for Early Predicting Students’ Academic Performance
by: Muhammad Yazid Abdul Mutalib, et al.
Published: (2024-11-01)

Speech Emotion Recognition: Comparative Analysis of CNN-LSTM and Attention-Enhanced CNN-LSTM Models
by: Jamsher Bhanbhro, et al.
Published: (2025-05-01)

Hybrid CNN-LSTM With Attention Mechanism for Robust Credit Card Fraud Detection
by: Iman Akour, et al.
Published: (2025-01-01)

A comparative study of multivariate CNN, BiLSTM and hybrid CNN–BiLSTM models for forecasting foreign exchange rate using deep learning
by: Elysee Nsengiyumva, et al.
Published: (2025-12-01)

Rainfall prediction based on CNN-LSTM model under sliding window
by: Rui Yuan
Published: (2025-12-01)

Robust Prediction of Wildfire Spread in Australia
by: Michael Palk, et al.
Published: (2025-01-01)

Predicting Clinician Fixations on Glaucoma OCT Reports via CNN-Based Saliency Prediction Methods
by: Mingyang Zang, et al.
Published: (2024-01-01)

Fault Prediction of Hydropower Station Based on CNN-LSTM-GAN with Biased Data
by: Bei Liu, et al.
Published: (2025-07-01)

Prediction of Financial Distress in Retail Companies Using Long-Short Term Memory (LSTM)
by: Wahyuni Windasari, et al.
Published: (2025-06-01)

A Comparative Study of XBORE and XBOREOPT Hybrid Models for Ore Production Forecasting in the Mining Industry
by: Morris Mkokweza, et al.
Published: (2025-01-01)

Enhanced Interpretable Forecasting of Cryptocurrency Prices Using Autoencoder Features and a Hybrid CNN-LSTM Model
by: Wajeeha Badar, et al.
Published: (2025-06-01)

A Hybrid LSTM-GRU Model for Stock Price Prediction
by: Amirfarhad Farhadi, et al.
Published: (2025-01-01)

Short-Term Prediction of Ship Heave Motion Using a PSO-Optimized CNN-LSTM Model
by: Guowei Li, et al.
Published: (2025-05-01)

A hybrid VMD-LSTM-SVR model for landslide prediction
by: Nianhong Wang, et al.
Published: (2025-08-01)

Air quality prediction enhanced by a CNN-LSTM-Attention model optimized with an advanced dung beetle algorithm
by: Xiaojie Zhou, et al.
Published: (2025-08-01)

LSTM-ANN-GA A HYBRID DEEP LEARNING MODEL FOR PREDICTIVE MAINTENANCE OF INDUSTRIAL EQUIPEMENT
by: Farouk Noumich, et al.
Published: (2025-06-01)

Attention-Enhanced CNN-LSTM Model for Exercise Oxygen Consumption Prediction with Multi-Source Temporal Features
by: Zhen Wang, et al.
Published: (2025-06-01)

A Hybrid CNN–BiLSTM Framework Optimized with Bayesian Search for Robust Android Malware Detection
by: Ibrahim Mutambik
Published: (2025-07-01)

THE CORRELATION OF BILINGUALISM (ALBANIAN -TURKISH) WITH THE ACADEMIC PERFORMANCE OF STUDENTS IN PRIMARY SCHOOL
by: G. Salihu, et al.
Published: (2024-12-01)

Nodal Carbon Emission Factor Prediction for Power Systems Based on MDBO-CNN-LSTM
by: Lihua Zhong, et al.
Published: (2025-07-01)

A hybrid CNN-LSTM model for diagnosing rice nutrient levels at the rice panicle initiation stage
by: Fubing Liao, et al.
Published: (2024-02-01)

Bayesian Optimized of CNN-M-LSTM for Thermal Comfort Prediction and Load Forecasting in Commercial Buildings
by: Chi Nghiep Le, et al.
Published: (2025-06-01)

Performance Evaluation of Real-Time Image-Based Heat Release Rate Prediction Model Using Deep Learning and Image Processing Methods
by: Joohyung Roh, et al.
Published: (2025-07-01)

Managing the University’s Educational Process Based on Predicting Students’ Academic Performance
by: E. V. Alikina, et al.
Published: (2024-12-01)

Parking Occupancy Prediction Method Based on Multi Factors and Stacked GRU-LSTM
by: Chao Zeng, et al.
Published: (2022-01-01)

Application of Machine Learning for Academic Outcome Prediction: A Methodological Comparative Study
by: Md. Wira Putra Dananjaya, et al.
Published: (2025-06-01)

Advanced Multi-Scale CNN-BiLSTM for Robust Photovoltaic Fault Detection
by: Xiaojuan Zhang, et al.
Published: (2025-07-01)

SAFER-predictor: Sparse adversarial training framework for robust traffic prediction under missing and noisy data
by: Yutian Liu, et al.
Published: (2025-12-01)

Energy Consumption Prediction in Iran: A Hybrid Machine Learning and Genetic Algorithm Method with Sustainable Development Considerations
by: Seyyed Mohammad Mehdi Fatemi Bushehri, et al.
Published: (2022-05-01)

Predictive analytics in gamified education: A hybrid model for identifying at-risk students
by: Devanshu Sawarkar, et al.
Published: (2025-12-01)

Robust Image Steganography Approach Based on Edge Detection Combined With CNN Algorithm
by: Rana Al-Rawashdeh, et al.
Published: (2025-01-01)

Predictive Modeling in Higher Education: Determining Factors of Academic Performance
by: F. M. Gafarov, et al.
Published: (2023-01-01)

A Hybrid Deep Learning Model for Water Quality Prediction
by: Qiliang Zhu, et al.
Published: (2025-01-01)