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.

التفاصيل البيبلوغرافية
المؤلفون الرئيسيون:	Rahman, Masroor, Navid, Reshad Karim, Hossain Bhuyain, Md Muballigh, Hasan, Farnaz Fawad, Nup, Naima Ahmed
مؤلفون آخرون:	Hossain, Dr. Muhammad Iqbal
التنسيق:	أطروحة
اللغة:	English
منشور في:	Brac University 2023
الموضوعات:	Machine learning Explainable Artificial Intelligence (XAI) ToN-IoT Windows OS Data analysis Intrusion detection Neural networks (Computer science) Artificial intelligence
الوصول للمادة أونلاين:	http://hdl.handle.net/10361/19351

مواد مشابهة

Bank loan prediction using machine learning
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منشور في: (2023)

Machine learning approach for improving decision support in ICU
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منشور في: (2019)

Alumni opportunities using machine learning
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منشور في: (2019)

Multimodal human detection in disaster situations using deep learning & artificial intelligence
بواسطة: Rafat, Md. Tasbi, وآخرون
منشور في: (2023)

Automated detection of Malignant Lesions in the ovary using deep learning models and XAI
بواسطة: Ifty, Md. Hasin Sarwar, وآخرون
منشور في: (2024)

Heart attack prediction using machine learning and XAI
بواسطة: Ahsan, Mumtahina
منشور في: (2023)

A decentralized learning-based approach to classify colorectal cancer using Deep Learning Leveraging XAI
بواسطة: Mubin, Kazi Ehsanul, وآخرون
منشور في: (2022)

Predicting climate induced floods using machine learning
بواسطة: Saleh, Chowdhury Nafis, وآخرون
منشور في: (2022)

Application of machine learning in credit risk assessment: a prelude to smart banking
بواسطة: Dhruba, Mir Ishrak Maheer, وآخرون
منشور في: (2019)

Real time performance analysis on DDoS attack detection using machine learning
بواسطة: Suvra, Debashis Kar, وآخرون
منشور في: (2021)

Quantum lattice learning and explainable artificial intelligence for maternal and child healthcare
بواسطة: Marvin, Ggaliwango
منشور في: (2022)

Implementation of diffusion model in realistic face generation
بواسطة: Rahman, Abidur, وآخرون
منشور في: (2024)

Interpretable MOOC dropout prediction using different Ensemble Methods and XAI
بواسطة: Khan, Labib Hasan, وآخرون
منشور في: (2023)

Explainable artificial intelligence and model calibration for water quality prediction
بواسطة: Hellen, Nakayiza
منشور في: (2022)

Start up business solution using machine learning
بواسطة: Sohan, Saad Ahmed, وآخرون
منشور في: (2018)

PDFGuardian: An innovative approach to interpretable PDF malware detection using XAI with SHAP framework
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منشور في: (2023)

Explainable AI (XAI) driven skin cancer detection using transformer and CNN based architecture
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منشور في: (2024)

NLP-based AI robot for intelligent interaction
بواسطة: Dastagir, Golam, وآخرون
منشور في: (2024)

A review on the role of artificial intelligence in healthcare transformation
بواسطة: Brishti, Iffat Ara
منشور في: (2024)

Detection and classification of Mango Leaf diseases utilizing convolutional neural network models
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منشور في: (2024)

Performance comparison of transformer-based models for multi-reasoning in machine reading comprehension
بواسطة: Sayma, Sadika, وآخرون
منشور في: (2024)

Investigation assistant with suspect anticipating intelligence
بواسطة: Abdullah, Saqueeb, وآخرون
منشور في: (2019)

Machine learning approach for ECG analysis and predicting different heart diseases
بواسطة: Tithi, Sushmita Roy, وآخرون
منشور في: (2019)

Transformer vs. RASA model: A thorough attempt to develop conversational Artificial Intelligence to provide automated services to university disciples
بواسطة: Zahir, Shafkat, وآخرون
منشور في: (2023)

Impact of machine learning and deep learning on biomedical applications and healthcare industry
بواسطة: Kabir, Md Saif, وآخرون
منشور في: (2024)

Exploring Alzheimer's disease prediction with XAI in various neural network models
بواسطة: Rahman, Quazi Ashikur, وآخرون
منشور في: (2022)

Yoga posture recognition using the deep learning process
بواسطة: Islam, Abidul, وآخرون
منشور في: (2023)

A machine learning approach to credit default prediction and Individual credit scoring
بواسطة: Rahman, Md. Jaber, وآخرون
منشور في: (2018)

Comparison of machine learning techniques to predict cardiovascular disease
بواسطة: Jaber, Mir Mohammad, وآخرون
منشور في: (2019)

A deep learning approach for prediction of ADHD using brain structure
بواسطة: Siam, Shafin Ahad, وآخرون
منشور في: (2024)

Image segmentation of X-Ray and optical images using U-Net/UNet++ based deep learning architecture
بواسطة: Sharma, Tanmoyee, وآخرون
منشور في: (2021)

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

Detecting propagandistic poster title: a machine learning approach
بواسطة: Mahmood, Riaz, وآخرون
منشور في: (2024)

The impact of artificial intelligence on the financial sector
بواسطة: Siddiqui, Ria
منشور في: (2024)

An artificial intelligence-enabled crop recommendation system
بواسطة: Uddin, Raiyan, وآخرون
منشور في: (2023)

Conversational AI for companionship
بواسطة: Khan, Zakaria, وآخرون
منشور في: (2022)

MalFam: a comprehensive study on malware families with state-of-the-art CNN architectures with classifications and XAI
بواسطة: Haque, Abid Hossain, وآخرون
منشور في: (2024)

An interpretable transformer based approach to classify Malaria from blood cell images
بواسطة: Islam, Mehafuza, وآخرون
منشور في: (2023)

Making AI intelligible :
بواسطة: Cappelen, Herman

Artificial Intelligence : a new synthesis /
بواسطة: Nilsson, Nils J., 1933-
منشور في: (1998)