Interpretable MOOC dropout prediction using different Ensemble Methods and XAI

Interpretable MOOC dropout prediction using different Ensemble Methods and XAI

This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science, 2023.

Podrobná bibliografie
Hlavní autoři:	Khan, Labib Hasan, Haque, Mohammed Ashfaqul, Ibrahim, Esaba Ahnaf
Další autoři:	Mostakim, Moin
Médium:	Diplomová práce
Jazyk:	English
Vydáno:	Brac University 2023
Témata:	Machine learning Deep learning MOOC Dropout prediction Ensemble learning Explainable Artificial Intelligence (XAI) Web-based instruction. Teaching > Computer network resources. Education > Computer network resources.
On-line přístup:	http://hdl.handle.net/10361/19395

Podobné jednotky

MOOC mania: implications and collaboration for english language teachers
Autor: Miraj, Asek Amin, a další
Vydáno: (2018)

Explainable artificial intelligence and model calibration for water quality prediction
Autor: Hellen, Nakayiza
Vydáno: (2022)

Bank loan prediction using machine learning
Autor: Mahottam, Parthosarothi, a další
Vydáno: (2023)

Chronic kidney disease detection using ensemble classi ers and feature set reduction
Autor: Shawan, Naveed Rahman, a další
Vydáno: (2019)

Heart attack prediction using machine learning and XAI
Autor: Ahsan, Mumtahina
Vydáno: (2023)

Analysis of uncertainty in different neural network structures using Monte Carlo Dropout
Autor: Islam, Md. Farhadul, a další
Vydáno: (2024)

Exploring the intersection of machine learning and explainable artificial intelligence: An analysis and validation of ML models through XAI for intrusion detection
Autor: Rahman, Masroor, a další
Vydáno: (2023)

Automated detection of Malignant Lesions in the ovary using deep learning models and XAI
Autor: Ifty, Md. Hasin Sarwar, a další
Vydáno: (2024)

PDFGuardian: An innovative approach to interpretable PDF malware detection using XAI with SHAP framework
Autor: Rahman, Tahsinur, a další
Vydáno: (2023)

A deep learning approach for prediction of ADHD using brain structure
Autor: Siam, Shafin Ahad, a další
Vydáno: (2024)

Analysis of uncertainty in different neural network structures using monte carlo dropout
Autor: Islam, Md. Farhadul, a další
Vydáno: (2024)

Classification and Explanation of Different Internet of Things (IoT) Network Attacks using Machine Learning, Deep Learning and XAI
Autor: Tasnim, Anika, a další
Vydáno: (2022)

Medical image reader powered by artificial intelligence
Autor: Palok, Tanvir Ahmed, a další
Vydáno: (2024)

A decentralized employee performance appraisal framework for recruitment, performance prediction and ranking using permissioned Blockchain and ensemble learning
Autor: Anjum, Afra Antara, a další
Vydáno: (2022)

Multi-classification Network for Detecting Skin Diseases using Deep Learning and XAI
Autor: Athina, Fahima Hasan, a další
Vydáno: (2022)

A decentralized learning-based approach to classify colorectal cancer using Deep Learning Leveraging XAI
Autor: Mubin, Kazi Ehsanul, a další
Vydáno: (2022)

Exploring Alzheimer's disease prediction with XAI in various neural network models
Autor: Rahman, Quazi Ashikur, a další
Vydáno: (2022)

Explainable AI (XAI) driven skin cancer detection using transformer and CNN based architecture
Autor: Radiah, Faiza, a další
Vydáno: (2024)

Demystifying machine learning models for IOT attack detection with explainable AI
Autor: Muna, Rabeya Khatun, a další
Vydáno: (2021)

X-Ray classification to detect COVID-19 using ensemble model
Autor: Solaiman, Ishmam Ahmed, a další
Vydáno: (2021)

Categorization of human monkey-pox from skin lesion images based on transformer and ensemble learning using GRADCAM
Autor: Hassan, Ibne, a další
Vydáno: (2023)

Quantum lattice learning and explainable artificial intelligence for maternal and child healthcare
Autor: Marvin, Ggaliwango
Vydáno: (2022)

Flood prediction using ensemble machine learning models
Autor: Rahman, Tanvir
Vydáno: (2024)

Beyond dropout: A study on BRAC Primary School
Autor: Khan, Ashrafuzzaman, a další
Vydáno: (2022)

A hybrid deep learning model and explainable AI-based Bengali hate speech multi-label classification and interpretation
Autor: Shakil, Mahmudul Hasan
Vydáno: (2023)

Multimodal emotion recognition from Speech and text using heterogeneous ensemble techniques
Autor: Rafidul Islam, Sheikh Md, a další
Vydáno: (2022)

How pandemic causes thousands of school dropouts
Autor: Jasim, Mir Mohammad
Vydáno: (2022)

Empowering mobile network planning through deep learning: a path to democratization
Autor: Nabi, Syed Tauhidun
Vydáno: (2024)

A deep dive into node-level analysis with fusion RNN model for smart LTE network monitoring
Autor: Islam, Md Rashidul
Vydáno: (2024)

Federated ensemble-learning for transport mode detection in vehicular edge network
Autor: Alam, MD. Mustakin, a další
Vydáno: (2023)

Personalization in federated recommendation system using SVD++ with explainability
Autor: Patwary, Kabbya Kantam, a další
Vydáno: (2022)

Why students dropout in the first six months of enrollment: a comprehensive study on the BRAC’s education programme
Autor: Khan, Md. Kaisar Ali, a další
Vydáno: (2019)

Enhancing multiclass brain tumor classification using deep learning: leveraging superior imaging representations to improve inferior modality performance
Autor: Hossain, Shah Md. Shakhawath, a další
Vydáno: (2024)

Forecasting bitcoin price considering macro economic factors and media influence using bidirectional LSTM and random forest regressor as ensemble model
Autor: Ghose, Swattic, a další
Vydáno: (2023)

Demystifying black-box learning models of rumor detection from social media posts
Autor: Tafannum, Faiza, a další
Vydáno: (2021)

An interpretable deep learning approach to detect Alzheimer using MRI images
Autor: Oni, Farhan Anzum, a další
Vydáno: (2023)

Predicting depression in Bangladeshi undergraduates using machine learning
Autor: Choudhury, Ahnaf Atef, a další
Vydáno: (2019)

ProteoKnight: phage virion protein classification with CNN and uncertainty quantification
Autor: Bhuiyan, Abir Ahammed, a další
Vydáno: (2024)

Machine learning as an indicator for breast cancer prediction
Autor: Shadman, Tahsin Mohammed, a další
Vydáno: (2019)

A note on reasons of dropout from BRAC's matlab village organizations
Autor: HASSAN, GAZI MAHMUD, a další
Vydáno: (2019)