Demystifying machine learning models for IOT attack detection with explainable AI

Demystifying machine learning models for IOT attack detection with explainable AI

This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science and Engineering, 2021.

Manylion Llyfryddiaeth
Prif Awduron:	Muna, Rabeya Khatun, Maliha, Homaira Tasnim, Hasan, Mahedi
Awduron Eraill:	Hossain, Muhammad Iqbal
Fformat:	Traethawd Ymchwil
Iaith:	English
Cyhoeddwyd:	Brac University 2021
Pynciau:	Xg-boost Explainable AI XAI Lime Shap ELI5 IoT attack SMOTE PCA Machine learning Internet of things
Mynediad Ar-lein:	http://hdl.handle.net/10361/15553

Eitemau Tebyg

XOPSIS: an explainable AI method based on the order of preference by similarity to ideal solution
gan: Rahman, Anika
Cyhoeddwyd: (2024)

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

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

Personalization in federated recommendation system using SVD++ with explainability
gan: Patwary, Kabbya Kantam, et al.
Cyhoeddwyd: (2022)

Voice impersonation detection using LSTM based RNN and explainable AI
gan: Barua, Kawshik, et al.
Cyhoeddwyd: (2022)

Demystifying black-box learning models of rumor detection from social media posts
gan: Tafannum, Faiza, et al.
Cyhoeddwyd: (2021)

Early stage detection and classification of colon cancer using deep learning and explainable AI on histopathological images
gan: Hossain, Mainul, et al.
Cyhoeddwyd: (2022)

Analysis on dengue severity using machine learning approach
gan: Sayeed, Sanjana, et al.
Cyhoeddwyd: (2021)

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

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

Analysis on IOT Botnet and DDOS attack
gan: Nur, Md. Walid Bin
Cyhoeddwyd: (2018)

Mobile sensors based human activity recognition using machine learning with explainable ML
gan: Rahman, Raihan, et al.
Cyhoeddwyd: (2021)

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

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

Intrusion detection system for various IoT attacks on MQTT protocol
gan: Farhan, et al.
Cyhoeddwyd: (2022)

Mitigating DDoS attacks using a resource sharing network
gan: Khan, Farabi Fardin, et al.
Cyhoeddwyd: (2022)

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

Exploring the intersection of machine learning and explainable artificial intelligence: An analysis and validation of ML models through XAI for intrusion detection
gan: Rahman, Masroor, et al.
Cyhoeddwyd: (2023)

Impact of black-hole and jellyfish attacks in MANET using HTTP traffic
gan: Ahmed, Faisal, et al.
Cyhoeddwyd: (2017)

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

Speech emotion detection using supervised, unsupervised and feature selection algorithms
gan: Rifat, Abu Nuraiya Mahfuza Yesmin, et al.
Cyhoeddwyd: (2019)

The recruitment and selection process of Eli Nursing Home
gan: Huq, Naureen
Cyhoeddwyd: (2019)

Demystify the blackbox model of automated detection of lung and kidney diseases from X-ray and CT radiographs
gan: Islam, Md. Nazmul
Cyhoeddwyd: (2023)

A study on the efficacy of natural language generation techniques for similar writing personalities
gan: Anwar, Ahmed, et al.
Cyhoeddwyd: (2024)

Finding habitable exo planets using boosting algorithm
gan: Rahman, Md. Mashfiq, et al.
Cyhoeddwyd: (2020)

Prediction of diabetes induced complications using different machine learning algorithms
gan: Rahman, Tahsinur, et al.
Cyhoeddwyd: (2018)

Analysing neural network models for detecting panic attacks with uncertainty analysis
gan: Tahmid, Ahnaf, et al.
Cyhoeddwyd: (2024)

EAI4CC: deciphering lung and colon cancer categorization within a federated learning framework harnessing the power of explainable artificial intelligence
gan: Mim, Ankhi Akter, et al.
Cyhoeddwyd: (2024)

Bangla speech recognition using 1D CNN and LSTM with different dimension reduction techniques
gan: Nirjhor, S M Mahsanul Islam, et al.
Cyhoeddwyd: (2019)

Dhaka Stock Exchange stock price prediction using Machine Learning and Deep Learning Models
gan: Barua, Debalina
Cyhoeddwyd: (2023)

Evaluating the effectiveness of CNN-based models for diabetic retinopathy detection
gan: Niaz, H.M, et al.
Cyhoeddwyd: (2024)

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

Classification and Explanation of Different Internet of Things (IoT) Network Attacks using Machine Learning, Deep Learning and XAI
gan: Tasnim, Anika, 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 approach to detect epileptic seizure using XAI and machine learning
gan: Bijoy, Emam Hasan, et al.
Cyhoeddwyd: (2022)

Federated ensemble-learning for transport mode detection in vehicular edge network
gan: Alam, MD. Mustakin, et al.
Cyhoeddwyd: (2023)

Prediction on large scale data using extreme gradient boosting
gan: Sawon, Md.Tariq Hasan, et al.
Cyhoeddwyd: (2016)

Advanced artificial intelligence self balanced robot for home security
gan: Shourove, MD. Niaz Sharif, et al.
Cyhoeddwyd: (2018)

A machine learning based approach for DDos attack detection
gan: Tahrim, Tasmiah, et al.
Cyhoeddwyd: (2024)

An interpretable deep learning approach to detect Alzheimer using MRI images
gan: Oni, Farhan Anzum, et al.
Cyhoeddwyd: (2023)