Anomaly detection In IoT using machine learning algorithms

Anomaly detection In IoT using machine learning algorithms

This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science, 2019.

Sonraí bibleagrafaíochta
Príomhchruthaitheoirí:	Arko, Aritro Roy, Khan, Saadat Hasan, Preety, A a Anjum, Biswas, Mehrab Hossain
Rannpháirtithe:	Chakrabarty, Amitabha
Formáid:	Tráchtas
Teanga:	English
Foilsithe / Cruthaithe:	Brac University 2019
Ábhair:	IoT (Internet of Things) Anomaly detection Intrusion detection Machine learning algorithms Sensor data Network data UNSW-NB15 Machine learning Internet of things Intrusion detection systems (Computer security) Anomaly detection (Computer security)
Rochtain ar líne:	http://hdl.handle.net/10361/12776

Míreanna comhchosúla

Performance analysis of intrusion detection systems using the PyCaret machine learning library on the UNSW-NB15 dataset
de réir: Abdullah, et al.
Foilsithe / Cruthaithe: (2021)

Performance analysis of deep learning algorithms for Intrusion Detection System(IDS) of IoT Security
de réir: Fiha, Yeamin Jahan, et al.
Foilsithe / Cruthaithe: (2022)

IoT based automated entry system with integration of Covid-19 symptom detection
de réir: Ruhin, Rubaiyat Alam, et al.
Foilsithe / Cruthaithe: (2024)

Fault detection and predictive maintenance in IoT-based building management system using machine learning
de réir: Sabuj, Khaja Sheikh Imran, et al.
Foilsithe / Cruthaithe: (2022)

Automated intruder detection from image sequences using minimum volume sets
de réir: Ahmed, Tarem, et al.
Foilsithe / Cruthaithe: (2016)

A convolutional neural network based model with improved activation function and optimizer for effective intrusion detection and classification
de réir: Kabir, Solaiman, et al.
Foilsithe / Cruthaithe: (2021)

Advance waterway transport system based on Internet of Things (IoT)
de réir: Miah, MD Imtiaj, et al.
Foilsithe / Cruthaithe: (2024)

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

IoT based Road accident controlling model using Wireless Body Area Network and GPS
de réir: Islam, Nayem-Ul, et al.
Foilsithe / Cruthaithe: (2021)

Modeling and simulation of a gas detecting device for providing safety; and reducing the risk of accidents due to gas explosion or fire
de réir: Khan, Rafsan, et al.
Foilsithe / Cruthaithe: (2022)

ML based performance assurance and VoC management of highly convergence mobile operator network.
de réir: Rahman, Md. Arifur
Foilsithe / Cruthaithe: (2024)

IoT based health monitoring system for pregnant women & children
de réir: Ohana, Fariha Islam, et al.
Foilsithe / Cruthaithe: (2022)

Machine learning based data processing and latency reduction in the internet of things for agriculture
de réir: Rahman, Sajeed Ur, et al.
Foilsithe / Cruthaithe: (2019)

Fault detection in waste water treatment plant using statistical analysis & machine learning
de réir: Haque, Md. Ezazul, et al.
Foilsithe / Cruthaithe: (2019)

Learning algorithms for anomaly detection from images
de réir: Ahmed, Tarem, et al.
Foilsithe / Cruthaithe: (2018)

IoT security risk analysis
de réir: Sakib, Nazmus, et al.
Foilsithe / Cruthaithe: (2020)

Botnet detection In IoT devices using machine learning
de réir: Rouf, Shakir, et al.
Foilsithe / Cruthaithe: (2020)

Implementation of an IoT based home automation system using real time sensors
de réir: Mandal, Dipta, et al.
Foilsithe / Cruthaithe: (2019)

3G and 4G paging success rate based mobile network anomaly detection using supervised and unsupervised learning
de réir: Ahasan, Md Rakibul
Foilsithe / Cruthaithe: (2022)

Detecting anomalies in human eyes using structural similarity index measurement
de réir: Jahan, Monwar, et al.
Foilsithe / Cruthaithe: (2019)

Real-time DDoS detection in software-defined networks using machine learning
de réir: Hasan, Kadir, et al.
Foilsithe / Cruthaithe: (2024)

Introducing AI in garment fault detection using YOLOv5 to reduce bottleneck
de réir: Sanjana, Jasia, et al.
Foilsithe / Cruthaithe: (2024)

Analyzing security threats and mitigation techniques for fog computing in IoT-enabled smart cities
de réir: Emon, Sheikh Sadi, et al.
Foilsithe / Cruthaithe: (2024)

The application of Internet Of Things (IoT) to the traditional power grid
de réir: Morshed, Ragib, et al.
Foilsithe / Cruthaithe: (2020)

Data security model using deep learning and edge computing for Internet of Things (IoT) in smart city
de réir: Aziz, Md. Yasin, et al.
Foilsithe / Cruthaithe: (2021)

A deep learning based autonomous electric vehicle on unstructured road conditions
de réir: Adnan, Ashik, et al.
Foilsithe / Cruthaithe: (2021)

Real time performance analysis on DDoS attack detection using machine learning
de réir: Suvra, Debashis Kar, et al.
Foilsithe / Cruthaithe: (2021)

Multi images retrieved for automatic intruder detection using kernel-based learning algorithm
de réir: Shahrear, S.M Fardin, et al.
Foilsithe / Cruthaithe: (2016)

Flood monitoring and warning system for embankment using IoT
de réir: Dutta, Aparup, et al.
Foilsithe / Cruthaithe: (2022)

Using deep learning algorithms to detect violent activities
de réir: Ammar, S.M. Rojin, et al.
Foilsithe / Cruthaithe: (2019)

The influence of IoT-based agrotech system in Bangladesh on developing urban farming
de réir: Barua, Pranto
Foilsithe / Cruthaithe: (2023)

Internet of Things (IoT) based air quality index measurement system for Dhaka city
de réir: Aurangajeb, Raoha, et al.
Foilsithe / Cruthaithe: (2022)

Multi-modal hate speech detection using machine learning
de réir: Shill, Ponkoj Chandra, et al.
Foilsithe / Cruthaithe: (2021)

TinyML for emotion detection in voice signals: evaluating and proposing algorithms for IoT wearable devices
de réir: Ahmed, Hasibul Hasan, et al.
Foilsithe / Cruthaithe: (2024)

IoT based air components collection for machine learning reinforcement
de réir: Islam, Tanjima, et al.
Foilsithe / Cruthaithe: (2024)

Hate speech detection using machine learning techniques
de réir: Manzoor, Tahbib, et al.
Foilsithe / Cruthaithe: (2024)

Real-time foul detection in football matches using machine learning techniques
de réir: Siddiqui, Bishal Sadi, et al.
Foilsithe / Cruthaithe: (2024)

IoT smart meter for electricity consumers
de réir: Wali-ur- Rahman, Md., et al.
Foilsithe / Cruthaithe: (2019)

Malicious data classification in packet data network through hybrid meta deep learning
de réir: Tapu, Sakib Uddin, et al.
Foilsithe / Cruthaithe: (2023)

Anomaly clustering based on correspondence analysis
de réir: Islam, Humayra
Foilsithe / Cruthaithe: (2018)