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.

Sonraí bibleagrafaíochta
Príomhchruthaitheoirí:	Rahman, Masroor, Navid, Reshad Karim, Hossain Bhuyain, Md Muballigh, Hasan, Farnaz Fawad, Nup, Naima Ahmed
Rannpháirtithe:	Hossain, Dr. Muhammad Iqbal
Formáid:	Tráchtas
Teanga:	English
Foilsithe / Cruthaithe:	Brac University 2023
Ábhair:	Machine learning Explainable Artificial Intelligence (XAI) ToN-IoT Windows OS Data analysis Intrusion detection Neural networks (Computer science) Artificial intelligence
Rochtain ar líne:	http://hdl.handle.net/10361/19351

Míreanna comhchosúla

Bank loan prediction using machine learning
de réir: Mahottam, Parthosarothi, et al.
Foilsithe / Cruthaithe: (2023)

Machine learning approach for improving decision support in ICU
de réir: Siddiquee, Mohib Billah, et al.
Foilsithe / Cruthaithe: (2019)

Alumni opportunities using machine learning
de réir: Siaum, Arshif Sharlimin, et al.
Foilsithe / Cruthaithe: (2019)

Multimodal human detection in disaster situations using deep learning & artificial intelligence
de réir: Rafat, Md. Tasbi, et al.
Foilsithe / Cruthaithe: (2023)

Automated detection of Malignant Lesions in the ovary using deep learning models and XAI
de réir: Ifty, Md. Hasin Sarwar, et al.
Foilsithe / Cruthaithe: (2024)

Heart attack prediction using machine learning and XAI
de réir: Ahsan, Mumtahina
Foilsithe / Cruthaithe: (2023)

A decentralized learning-based approach to classify colorectal cancer using Deep Learning Leveraging XAI
de réir: Mubin, Kazi Ehsanul, et al.
Foilsithe / Cruthaithe: (2022)

Predicting climate induced floods using machine learning
de réir: Saleh, Chowdhury Nafis, et al.
Foilsithe / Cruthaithe: (2022)

Application of machine learning in credit risk assessment: a prelude to smart banking
de réir: Dhruba, Mir Ishrak Maheer, et al.
Foilsithe / Cruthaithe: (2019)

Real time performance analysis on DDoS attack detection using machine learning
de réir: Suvra, Debashis Kar, et al.
Foilsithe / Cruthaithe: (2021)

Quantum lattice learning and explainable artificial intelligence for maternal and child healthcare
de réir: Marvin, Ggaliwango
Foilsithe / Cruthaithe: (2022)

Implementation of diffusion model in realistic face generation
de réir: Rahman, Abidur, et al.
Foilsithe / Cruthaithe: (2024)

Interpretable MOOC dropout prediction using different Ensemble Methods and XAI
de réir: Khan, Labib Hasan, et al.
Foilsithe / Cruthaithe: (2023)

Explainable artificial intelligence and model calibration for water quality prediction
de réir: Hellen, Nakayiza
Foilsithe / Cruthaithe: (2022)

Start up business solution using machine learning
de réir: Sohan, Saad Ahmed, et al.
Foilsithe / Cruthaithe: (2018)

PDFGuardian: An innovative approach to interpretable PDF malware detection using XAI with SHAP framework
de réir: Rahman, Tahsinur, et al.
Foilsithe / Cruthaithe: (2023)

Explainable AI (XAI) driven skin cancer detection using transformer and CNN based architecture
de réir: Radiah, Faiza, et al.
Foilsithe / Cruthaithe: (2024)

NLP-based AI robot for intelligent interaction
de réir: Dastagir, Golam, et al.
Foilsithe / Cruthaithe: (2024)

A review on the role of artificial intelligence in healthcare transformation
de réir: Brishti, Iffat Ara
Foilsithe / Cruthaithe: (2024)

Detection and classification of Mango Leaf diseases utilizing convolutional neural network models
de réir: Ferdous, Md.Rubaiat, et al.
Foilsithe / Cruthaithe: (2024)

Performance comparison of transformer-based models for multi-reasoning in machine reading comprehension
de réir: Sayma, Sadika, et al.
Foilsithe / Cruthaithe: (2024)

Investigation assistant with suspect anticipating intelligence
de réir: Abdullah, Saqueeb, et al.
Foilsithe / Cruthaithe: (2019)

Machine learning approach for ECG analysis and predicting different heart diseases
de réir: Tithi, Sushmita Roy, et al.
Foilsithe / Cruthaithe: (2019)

Transformer vs. RASA model: A thorough attempt to develop conversational Artificial Intelligence to provide automated services to university disciples
de réir: Zahir, Shafkat, et al.
Foilsithe / Cruthaithe: (2023)

Impact of machine learning and deep learning on biomedical applications and healthcare industry
de réir: Kabir, Md Saif, et al.
Foilsithe / Cruthaithe: (2024)

Exploring Alzheimer's disease prediction with XAI in various neural network models
de réir: Rahman, Quazi Ashikur, et al.
Foilsithe / Cruthaithe: (2022)

Yoga posture recognition using the deep learning process
de réir: Islam, Abidul, et al.
Foilsithe / Cruthaithe: (2023)

A machine learning approach to credit default prediction and Individual credit scoring
de réir: Rahman, Md. Jaber, et al.
Foilsithe / Cruthaithe: (2018)

Comparison of machine learning techniques to predict cardiovascular disease
de réir: Jaber, Mir Mohammad, et al.
Foilsithe / Cruthaithe: (2019)

A deep learning approach for prediction of ADHD using brain structure
de réir: Siam, Shafin Ahad, et al.
Foilsithe / Cruthaithe: (2024)

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

A hybrid deep learning model and explainable AI-based Bengali hate speech multi-label classification and interpretation
de réir: Shakil, Mahmudul Hasan
Foilsithe / Cruthaithe: (2023)

Detecting propagandistic poster title: a machine learning approach
de réir: Mahmood, Riaz, et al.
Foilsithe / Cruthaithe: (2024)

The impact of artificial intelligence on the financial sector
de réir: Siddiqui, Ria
Foilsithe / Cruthaithe: (2024)

An artificial intelligence-enabled crop recommendation system
de réir: Uddin, Raiyan, et al.
Foilsithe / Cruthaithe: (2023)

Conversational AI for companionship
de réir: Khan, Zakaria, et al.
Foilsithe / Cruthaithe: (2022)

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

An interpretable transformer based approach to classify Malaria from blood cell images
de réir: Islam, Mehafuza, et al.
Foilsithe / Cruthaithe: (2023)

Making AI intelligible :
de réir: Cappelen, Herman

Artificial Intelligence : a new synthesis /
de réir: Nilsson, Nils J., 1933-
Foilsithe / Cruthaithe: (1998)