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.

ग्रंथसूची विवरण
मुख्य लेखकों:	Rahman, Masroor, Navid, Reshad Karim, Hossain Bhuyain, Md Muballigh, Hasan, Farnaz Fawad, Nup, Naima Ahmed
अन्य लेखक:	Hossain, Dr. Muhammad Iqbal
स्वरूप:	थीसिस
भाषा:	English
प्रकाशित:	Brac University 2023
विषय:	Machine learning Explainable Artificial Intelligence (XAI) ToN-IoT Windows OS Data analysis Intrusion detection Neural networks (Computer science) Artificial intelligence
ऑनलाइन पहुंच:	http://hdl.handle.net/10361/19351

समान संसाधन

Bank loan prediction using machine learning
द्वारा: Mahottam, Parthosarothi, और अन्य
प्रकाशित: (2023)

Machine learning approach for improving decision support in ICU
द्वारा: Siddiquee, Mohib Billah, और अन्य
प्रकाशित: (2019)

Alumni opportunities using machine learning
द्वारा: Siaum, Arshif Sharlimin, और अन्य
प्रकाशित: (2019)

Multimodal human detection in disaster situations using deep learning & artificial intelligence
द्वारा: Rafat, Md. Tasbi, और अन्य
प्रकाशित: (2023)

Automated detection of Malignant Lesions in the ovary using deep learning models and XAI
द्वारा: Ifty, Md. Hasin Sarwar, और अन्य
प्रकाशित: (2024)

Heart attack prediction using machine learning and XAI
द्वारा: Ahsan, Mumtahina
प्रकाशित: (2023)

A decentralized learning-based approach to classify colorectal cancer using Deep Learning Leveraging XAI
द्वारा: Mubin, Kazi Ehsanul, और अन्य
प्रकाशित: (2022)

Predicting climate induced floods using machine learning
द्वारा: Saleh, Chowdhury Nafis, और अन्य
प्रकाशित: (2022)

Application of machine learning in credit risk assessment: a prelude to smart banking
द्वारा: Dhruba, Mir Ishrak Maheer, और अन्य
प्रकाशित: (2019)

Real time performance analysis on DDoS attack detection using machine learning
द्वारा: Suvra, Debashis Kar, और अन्य
प्रकाशित: (2021)

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

Implementation of diffusion model in realistic face generation
द्वारा: Rahman, Abidur, और अन्य
प्रकाशित: (2024)

Interpretable MOOC dropout prediction using different Ensemble Methods and XAI
द्वारा: Khan, Labib Hasan, और अन्य
प्रकाशित: (2023)

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

Start up business solution using machine learning
द्वारा: Sohan, Saad Ahmed, और अन्य
प्रकाशित: (2018)

PDFGuardian: An innovative approach to interpretable PDF malware detection using XAI with SHAP framework
द्वारा: Rahman, Tahsinur, और अन्य
प्रकाशित: (2023)

Explainable AI (XAI) driven skin cancer detection using transformer and CNN based architecture
द्वारा: Radiah, Faiza, और अन्य
प्रकाशित: (2024)

NLP-based AI robot for intelligent interaction
द्वारा: Dastagir, Golam, और अन्य
प्रकाशित: (2024)

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

Detection and classification of Mango Leaf diseases utilizing convolutional neural network models
द्वारा: Ferdous, Md.Rubaiat, और अन्य
प्रकाशित: (2024)

Performance comparison of transformer-based models for multi-reasoning in machine reading comprehension
द्वारा: Sayma, Sadika, और अन्य
प्रकाशित: (2024)

Investigation assistant with suspect anticipating intelligence
द्वारा: Abdullah, Saqueeb, और अन्य
प्रकाशित: (2019)

Machine learning approach for ECG analysis and predicting different heart diseases
द्वारा: Tithi, Sushmita Roy, और अन्य
प्रकाशित: (2019)

Transformer vs. RASA model: A thorough attempt to develop conversational Artificial Intelligence to provide automated services to university disciples
द्वारा: Zahir, Shafkat, और अन्य
प्रकाशित: (2023)

Impact of machine learning and deep learning on biomedical applications and healthcare industry
द्वारा: Kabir, Md Saif, और अन्य
प्रकाशित: (2024)

Exploring Alzheimer's disease prediction with XAI in various neural network models
द्वारा: Rahman, Quazi Ashikur, और अन्य
प्रकाशित: (2022)

Yoga posture recognition using the deep learning process
द्वारा: Islam, Abidul, और अन्य
प्रकाशित: (2023)

A machine learning approach to credit default prediction and Individual credit scoring
द्वारा: Rahman, Md. Jaber, और अन्य
प्रकाशित: (2018)

Comparison of machine learning techniques to predict cardiovascular disease
द्वारा: Jaber, Mir Mohammad, और अन्य
प्रकाशित: (2019)

A deep learning approach for prediction of ADHD using brain structure
द्वारा: Siam, Shafin Ahad, और अन्य
प्रकाशित: (2024)

Image segmentation of X-Ray and optical images using U-Net/UNet++ based deep learning architecture
द्वारा: Sharma, Tanmoyee, और अन्य
प्रकाशित: (2021)

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

Detecting propagandistic poster title: a machine learning approach
द्वारा: Mahmood, Riaz, और अन्य
प्रकाशित: (2024)

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

An artificial intelligence-enabled crop recommendation system
द्वारा: Uddin, Raiyan, और अन्य
प्रकाशित: (2023)

Conversational AI for companionship
द्वारा: Khan, Zakaria, और अन्य
प्रकाशित: (2022)

MalFam: a comprehensive study on malware families with state-of-the-art CNN architectures with classifications and XAI
द्वारा: Haque, Abid Hossain, और अन्य
प्रकाशित: (2024)

An interpretable transformer based approach to classify Malaria from blood cell images
द्वारा: Islam, Mehafuza, और अन्य
प्रकाशित: (2023)

Making AI intelligible :
द्वारा: Cappelen, Herman

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