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.

Λεπτομέρειες βιβλιογραφικής εγγραφής
Κύριοι συγγραφείς:	Rahman, Masroor, Navid, Reshad Karim, Hossain Bhuyain, Md Muballigh, Hasan, Farnaz Fawad, Nup, Naima Ahmed
Άλλοι συγγραφείς:	Hossain, Dr. Muhammad Iqbal
Μορφή:	Thesis
Γλώσσα:	English
Έκδοση:	Brac University 2023
Θέματα:	Machine learning Explainable Artificial Intelligence (XAI) ToN-IoT Windows OS Data analysis Intrusion detection Neural networks (Computer science) Artificial intelligence
Διαθέσιμο Online:	http://hdl.handle.net/10361/19351

Παρόμοια τεκμήρια

Bank loan prediction using machine learning
ανά: Mahottam, Parthosarothi, κ.ά.
Έκδοση: (2023)

Machine learning approach for improving decision support in ICU
ανά: Siddiquee, Mohib Billah, κ.ά.
Έκδοση: (2019)

Alumni opportunities using machine learning
ανά: Siaum, Arshif Sharlimin, κ.ά.
Έκδοση: (2019)

Multimodal human detection in disaster situations using deep learning & artificial intelligence
ανά: Rafat, Md. Tasbi, κ.ά.
Έκδοση: (2023)

Automated detection of Malignant Lesions in the ovary using deep learning models and XAI
ανά: Ifty, Md. Hasin Sarwar, κ.ά.
Έκδοση: (2024)

Heart attack prediction using machine learning and XAI
ανά: Ahsan, Mumtahina
Έκδοση: (2023)

A decentralized learning-based approach to classify colorectal cancer using Deep Learning Leveraging XAI
ανά: Mubin, Kazi Ehsanul, κ.ά.
Έκδοση: (2022)

Predicting climate induced floods using machine learning
ανά: Saleh, Chowdhury Nafis, κ.ά.
Έκδοση: (2022)

Application of machine learning in credit risk assessment: a prelude to smart banking
ανά: Dhruba, Mir Ishrak Maheer, κ.ά.
Έκδοση: (2019)

Real time performance analysis on DDoS attack detection using machine learning
ανά: Suvra, Debashis Kar, κ.ά.
Έκδοση: (2021)

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

Implementation of diffusion model in realistic face generation
ανά: Rahman, Abidur, κ.ά.
Έκδοση: (2024)

Interpretable MOOC dropout prediction using different Ensemble Methods and XAI
ανά: Khan, Labib Hasan, κ.ά.
Έκδοση: (2023)

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

Start up business solution using machine learning
ανά: Sohan, Saad Ahmed, κ.ά.
Έκδοση: (2018)

PDFGuardian: An innovative approach to interpretable PDF malware detection using XAI with SHAP framework
ανά: Rahman, Tahsinur, κ.ά.
Έκδοση: (2023)

Explainable AI (XAI) driven skin cancer detection using transformer and CNN based architecture
ανά: Radiah, Faiza, κ.ά.
Έκδοση: (2024)

NLP-based AI robot for intelligent interaction
ανά: Dastagir, Golam, κ.ά.
Έκδοση: (2024)

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

Detection and classification of Mango Leaf diseases utilizing convolutional neural network models
ανά: Ferdous, Md.Rubaiat, κ.ά.
Έκδοση: (2024)

Performance comparison of transformer-based models for multi-reasoning in machine reading comprehension
ανά: Sayma, Sadika, κ.ά.
Έκδοση: (2024)

Investigation assistant with suspect anticipating intelligence
ανά: Abdullah, Saqueeb, κ.ά.
Έκδοση: (2019)

Machine learning approach for ECG analysis and predicting different heart diseases
ανά: Tithi, Sushmita Roy, κ.ά.
Έκδοση: (2019)

Transformer vs. RASA model: A thorough attempt to develop conversational Artificial Intelligence to provide automated services to university disciples
ανά: Zahir, Shafkat, κ.ά.
Έκδοση: (2023)

Impact of machine learning and deep learning on biomedical applications and healthcare industry
ανά: Kabir, Md Saif, κ.ά.
Έκδοση: (2024)

Exploring Alzheimer's disease prediction with XAI in various neural network models
ανά: Rahman, Quazi Ashikur, κ.ά.
Έκδοση: (2022)

Yoga posture recognition using the deep learning process
ανά: Islam, Abidul, κ.ά.
Έκδοση: (2023)

A machine learning approach to credit default prediction and Individual credit scoring
ανά: Rahman, Md. Jaber, κ.ά.
Έκδοση: (2018)

Comparison of machine learning techniques to predict cardiovascular disease
ανά: Jaber, Mir Mohammad, κ.ά.
Έκδοση: (2019)

A deep learning approach for prediction of ADHD using brain structure
ανά: Siam, Shafin Ahad, κ.ά.
Έκδοση: (2024)

Image segmentation of X-Ray and optical images using U-Net/UNet++ based deep learning architecture
ανά: Sharma, Tanmoyee, κ.ά.
Έκδοση: (2021)

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

Detecting propagandistic poster title: a machine learning approach
ανά: Mahmood, Riaz, κ.ά.
Έκδοση: (2024)

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

An artificial intelligence-enabled crop recommendation system
ανά: Uddin, Raiyan, κ.ά.
Έκδοση: (2023)

Conversational AI for companionship
ανά: Khan, Zakaria, κ.ά.
Έκδοση: (2022)

MalFam: a comprehensive study on malware families with state-of-the-art CNN architectures with classifications and XAI
ανά: Haque, Abid Hossain, κ.ά.
Έκδοση: (2024)

An interpretable transformer based approach to classify Malaria from blood cell images
ανά: Islam, Mehafuza, κ.ά.
Έκδοση: (2023)

Making AI intelligible :
ανά: Cappelen, Herman

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