Classification and Explanation of Different Internet of Things (IoT) Network Attacks using Machine Learning, Deep Learning and XAI

Classification and Explanation of Different Internet of Things (IoT) Network Attacks using Machine Learning, Deep Learning and XAI

This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science, 2022.

Manylion Llyfryddiaeth
Prif Awduron:	Tasnim, Anika, Hossain, Nigah, Tabassum, Sabrina, Parvin, Nazia
Awduron Eraill:	Hossain, Dr. Muhammad Iqbal
Fformat:	Traethawd Ymchwil
Iaith:	en_US
Cyhoeddwyd:	Brac University 2022
Pynciau:	Machine Learning Prediction Decision tree Random Forest XGBoost Adaboost XAI Model Internet of things Cognitive learning theory (Deep learning)
Mynediad Ar-lein:	http://hdl.handle.net/10361/17642

Eitemau Tebyg

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

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

Heart disease prediction using techniques of classification in machine learning
gan: Afrose, Sadia, et al.
Cyhoeddwyd: (2021)

Multi-classification Network for Detecting Skin Diseases using Deep Learning and XAI
gan: Athina, Fahima Hasan, et al.
Cyhoeddwyd: (2022)

Demystifying machine learning models for IOT attack detection with explainable AI
gan: Muna, Rabeya Khatun, et al.
Cyhoeddwyd: (2021)

Machine learning based data processing and latency reduction in the internet of things for agriculture
gan: Rahman, Sajeed Ur, et al.
Cyhoeddwyd: (2019)

Early detection of chronic kidney disease using machine learning
gan: Abrar, Tahmid, et al.
Cyhoeddwyd: (2019)

Explainable breast cancer detection from Histopathology images using transfer learning and XAI
gan: Farabi, Farhan, et al.
Cyhoeddwyd: (2023)

Financial factors analysis for acquisition premium and anticipation using extreme gradient boosting and deep recurrent neural network
gan: Rayhan, Mohammad, et al.
Cyhoeddwyd: (2020)

Water quality monitoring using machine learning and Internet Of Things (IoT)
gan: Rahman, Naveed, et al.
Cyhoeddwyd: (2021)

Botnet detection In IoT devices using machine learning
gan: Rouf, Shakir, et al.
Cyhoeddwyd: (2020)

A decentralized learning-based approach to classify colorectal cancer using Deep Learning Leveraging XAI
gan: Mubin, Kazi Ehsanul, et al.
Cyhoeddwyd: (2022)

Automated detection of Malignant Lesions in the ovary using deep learning models and XAI
gan: Ifty, Md. Hasin Sarwar, et al.
Cyhoeddwyd: (2024)

Performance analysis of machine learning classi ers for detecting PE malware
gan: Azmee, ABM.Adnan, et al.
Cyhoeddwyd: (2020)

Health monitoring IoT device with risk prediction using cloud computing and machine learning
gan: Das, Anindya, et al.
Cyhoeddwyd: (2021)

Text classification using machine learning algorithms
gan: Hasnat, Fahim, et al.
Cyhoeddwyd: (2018)

Heart disease prediction using machine learning algorithms
gan: Ali, Musfiq, et al.
Cyhoeddwyd: (2019)

Anomaly detection In IoT using machine learning algorithms
gan: Arko, Aritro Roy, et al.
Cyhoeddwyd: (2019)

Fortifying federated learning: security against model poisoning attacks
gan: Anan, Fabiha, et al.
Cyhoeddwyd: (2024)

Application of CNN based architectures in detection of distracted drivers
gan: Arafin, Irfana, et al.
Cyhoeddwyd: (2023)

Public vehicle ETA system using machine learning
gan: Kabir, Md. Miraz, et al.
Cyhoeddwyd: (2018)

Predicting depression in Bangladeshi undergraduates using machine learning
gan: Choudhury, Ahnaf Atef, et al.
Cyhoeddwyd: (2019)

Analysis of the impact of online education using EEG signals and machine learning algorithms
gan: Hoque, Ehsanul, et al.
Cyhoeddwyd: (2021)

Breast cancer prediction using different machine learning models
gan: Khandker Al- Muhaimin, et al.
Cyhoeddwyd: (2020)

Use of machine learning and IoT for monitoring and tracking of livestock
gan: Aunindita, Rudaba Farhin, et al.
Cyhoeddwyd: (2023)

Alumni opportunities using machine learning
gan: Siaum, Arshif Sharlimin, et al.
Cyhoeddwyd: (2019)

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)

Machine learning for stress prediction
gan: Salehin, Sherajus, et al.
Cyhoeddwyd: (2023)

Prediction of bipolar disorder from mental episodes using machine learning approach
gan: Tasmeem, Sumaiya, et al.
Cyhoeddwyd: (2023)

Machine learning as an indicator for breast cancer prediction
gan: Shadman, Tahsin Mohammed, et al.
Cyhoeddwyd: (2019)

Implementing machine learning techniques to forecast floods In Bangladesh based on historical data
gan: Toufique, S.M, et al.
Cyhoeddwyd: (2024)

Deep learning based arrhythmia classification on low-cost and low-compute MCU
gan: Zishan, Md Abu Obaida, et al.
Cyhoeddwyd: (2023)

Flight fare prediction using machine learning
gan: Noyon, Md. Shaim Hosan, et al.
Cyhoeddwyd: (2024)

IoT based air components collection for machine learning reinforcement
gan: Islam, Tanjima, et al.
Cyhoeddwyd: (2024)

Performance analysis of machine learning algorithms for Malware classification
gan: Bushra, Raisa Hasan, et al.
Cyhoeddwyd: (2023)

Fault detection and predictive maintenance in IoT-based building management system using machine learning
gan: Sabuj, Khaja Sheikh Imran, et al.
Cyhoeddwyd: (2022)

Application of machine learning techniques on the context of livestock analysis
gan: Islam, Md. Shajedul, et al.
Cyhoeddwyd: (2018)

IoT based automated entry system with integration of Covid-19 symptom detection
gan: Ruhin, Rubaiyat Alam, et al.
Cyhoeddwyd: (2024)

Yield prediction for precision agriculture using extreme gradient boosting and support vector regression
gan: Ahmed, Md. Sabbir, et al.
Cyhoeddwyd: (2021)

A machine learning approach on classifying orthopedic patients based on their biomechanical features
gan: Hasan, Kamrul, et al.
Cyhoeddwyd: (2018)