Exploring the intersection of machine learning and explainable artificial intelligence: An analysis and validation of ML models through XAI for intrusion detection

Exploring the intersection of machine learning and explainable artificial intelligence: An analysis and validation of ML models through XAI for intrusion detection

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

Manylion Llyfryddiaeth
Prif Awduron:	Rahman, Masroor, Navid, Reshad Karim, Hossain Bhuyain, Md Muballigh, Hasan, Farnaz Fawad, Nup, Naima Ahmed
Awduron Eraill:	Hossain, Dr. Muhammad Iqbal
Fformat:	Traethawd Ymchwil
Iaith:	English
Cyhoeddwyd:	Brac University 2023
Pynciau:	Machine learning Explainable Artificial Intelligence (XAI) ToN-IoT Windows OS Data analysis Intrusion detection Neural networks (Computer science) Artificial intelligence
Mynediad Ar-lein:	http://hdl.handle.net/10361/19351

Eitemau Tebyg

Bank loan prediction using machine learning
gan: Mahottam, Parthosarothi, et al.
Cyhoeddwyd: (2023)

Machine learning approach for improving decision support in ICU
gan: Siddiquee, Mohib Billah, et al.
Cyhoeddwyd: (2019)

Alumni opportunities using machine learning
gan: Siaum, Arshif Sharlimin, et al.
Cyhoeddwyd: (2019)

Multimodal human detection in disaster situations using deep learning & artificial intelligence
gan: Rafat, Md. Tasbi, et al.
Cyhoeddwyd: (2023)

Automated detection of Malignant Lesions in the ovary using deep learning models and XAI
gan: Ifty, Md. Hasin Sarwar, et al.
Cyhoeddwyd: (2024)

Heart attack prediction using machine learning and XAI
gan: Ahsan, Mumtahina
Cyhoeddwyd: (2023)

A decentralized learning-based approach to classify colorectal cancer using Deep Learning Leveraging XAI
gan: Mubin, Kazi Ehsanul, et al.
Cyhoeddwyd: (2022)

Predicting climate induced floods using machine learning
gan: Saleh, Chowdhury Nafis, et al.
Cyhoeddwyd: (2022)

Application of machine learning in credit risk assessment: a prelude to smart banking
gan: Dhruba, Mir Ishrak Maheer, et al.
Cyhoeddwyd: (2019)

Real time performance analysis on DDoS attack detection using machine learning
gan: Suvra, Debashis Kar, et al.
Cyhoeddwyd: (2021)

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

Implementation of diffusion model in realistic face generation
gan: Rahman, Abidur, et al.
Cyhoeddwyd: (2024)

Interpretable MOOC dropout prediction using different Ensemble Methods and XAI
gan: Khan, Labib Hasan, et al.
Cyhoeddwyd: (2023)

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

Start up business solution using machine learning
gan: Sohan, Saad Ahmed, et al.
Cyhoeddwyd: (2018)

PDFGuardian: An innovative approach to interpretable PDF malware detection using XAI with SHAP framework
gan: Rahman, Tahsinur, et al.
Cyhoeddwyd: (2023)

Explainable AI (XAI) driven skin cancer detection using transformer and CNN based architecture
gan: Radiah, Faiza, et al.
Cyhoeddwyd: (2024)

NLP-based AI robot for intelligent interaction
gan: Dastagir, Golam, et al.
Cyhoeddwyd: (2024)

A review on the role of artificial intelligence in healthcare transformation
gan: Brishti, Iffat Ara
Cyhoeddwyd: (2024)

Detection and classification of Mango Leaf diseases utilizing convolutional neural network models
gan: Ferdous, Md.Rubaiat, et al.
Cyhoeddwyd: (2024)

Performance comparison of transformer-based models for multi-reasoning in machine reading comprehension
gan: Sayma, Sadika, et al.
Cyhoeddwyd: (2024)

Investigation assistant with suspect anticipating intelligence
gan: Abdullah, Saqueeb, et al.
Cyhoeddwyd: (2019)

Machine learning approach for ECG analysis and predicting different heart diseases
gan: Tithi, Sushmita Roy, et al.
Cyhoeddwyd: (2019)

Transformer vs. RASA model: A thorough attempt to develop conversational Artificial Intelligence to provide automated services to university disciples
gan: Zahir, Shafkat, et al.
Cyhoeddwyd: (2023)

Impact of machine learning and deep learning on biomedical applications and healthcare industry
gan: Kabir, Md Saif, et al.
Cyhoeddwyd: (2024)

Exploring Alzheimer's disease prediction with XAI in various neural network models
gan: Rahman, Quazi Ashikur, et al.
Cyhoeddwyd: (2022)

Yoga posture recognition using the deep learning process
gan: Islam, Abidul, et al.
Cyhoeddwyd: (2023)

A machine learning approach to credit default prediction and Individual credit scoring
gan: Rahman, Md. Jaber, et al.
Cyhoeddwyd: (2018)

Comparison of machine learning techniques to predict cardiovascular disease
gan: Jaber, Mir Mohammad, et al.
Cyhoeddwyd: (2019)

A deep learning approach for prediction of ADHD using brain structure
gan: Siam, Shafin Ahad, et al.
Cyhoeddwyd: (2024)

Image segmentation of X-Ray and optical images using U-Net/UNet++ based deep learning architecture
gan: Sharma, Tanmoyee, et al.
Cyhoeddwyd: (2021)

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

Detecting propagandistic poster title: a machine learning approach
gan: Mahmood, Riaz, et al.
Cyhoeddwyd: (2024)

The impact of artificial intelligence on the financial sector
gan: Siddiqui, Ria
Cyhoeddwyd: (2024)

An artificial intelligence-enabled crop recommendation system
gan: Uddin, Raiyan, et al.
Cyhoeddwyd: (2023)

Conversational AI for companionship
gan: Khan, Zakaria, et al.
Cyhoeddwyd: (2022)

MalFam: a comprehensive study on malware families with state-of-the-art CNN architectures with classifications and XAI
gan: Haque, Abid Hossain, et al.
Cyhoeddwyd: (2024)

An interpretable transformer based approach to classify Malaria from blood cell images
gan: Islam, Mehafuza, et al.
Cyhoeddwyd: (2023)

Making AI intelligible :
gan: Cappelen, Herman

Artificial Intelligence : a new synthesis /
gan: Nilsson, Nils J., 1933-
Cyhoeddwyd: (1998)