Performance analysis of deep learning algorithms for Intrusion Detection System(IDS) of IoT Security

Performance analysis of deep learning algorithms for Intrusion Detection System(IDS) of IoT Security

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

Podrobná bibliografie
Hlavní autoři:	Fiha, Yeamin Jahan, Farjana, Mithila, Bin Masum, Syed Rifat, Soron, Mehedi Bin Sarwar, Alif, Mia Fahim Hasan
Další autoři:	Hossain, Muhammad Iqbal
Médium:	Diplomová práce
Jazyk:	en_US
Vydáno:	Brac University 2022
Témata:	Deep learning Intrusion Detection System IoT Security RNN GRU LSTM KDD-99 NSL-KDD IDS Vanilla LSTM Bidirectional LSTM Stacked LSTM Machine learning. Intrusion detection systems (Computer security) Internet of things
On-line přístup:	http://hdl.handle.net/10361/17213

Podobné jednotky

Bangla hate speech detection on social media using attention-based recurrent neural network
Autor: Das, Amit Kumar, a další
Vydáno: (2022)

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

A convolutional neural network based model with improved activation function and optimizer for effective intrusion detection and classification
Autor: Kabir, Solaiman, a další
Vydáno: (2021)

Deep learning approaches to EEG and fMRI data: a comparative study for sleep stage classification
Autor: Tanvir, Farhan, a další
Vydáno: (2024)

Hybrid recommendation system of intelligent captioning using deep learning networks
Autor: Wasi, Ahamed Al, a další
Vydáno: (2024)

Short term load forecasting based on Internet of Things (IoT)
Autor: Uz Zaman, Mahdi, a další
Vydáno: (2018)

Human sentiment analysis using natural language processing
Autor: Shamya, Md. Shamiul Haque Khan, a další
Vydáno: (2024)

Predicting suicidal intent from social media text post using machine learning
Autor: Chowdhury, Md. Mubin Ul Islam, a další
Vydáno: (2023)

A texture based industrial fault diagnosis model using Gammatone Filter Bank and transfer learning
Autor: Morshed, Atique, a další
Vydáno: (2021)

Novel approach to detect hate speech and profanity on online platforms
Autor: Pritha, Barha Meherun, a další
Vydáno: (2022)

Forecasting bitcoin price considering macro economic factors and media influence using bidirectional LSTM and random forest regressor as ensemble model
Autor: Ghose, Swattic, a další
Vydáno: (2023)

Anomaly detection In IoT using machine learning algorithms
Autor: Arko, Aritro Roy, a další
Vydáno: (2019)

Recognizing sentimental emotions in text by using Machine Learning
Autor: Bushra, Tabassum Khan, a další
Vydáno: (2023)

Dhaka Stock Market analysis with ARIMA-LSTM Hybrid Model
Autor: Arnob, Raisul Islam, a další
Vydáno: (2020)

Mental health analysis of cancer-diagnosed patients with the lowest survival rate and their caregivers
Autor: Orchi, Irin Hoque, a další
Vydáno: (2023)

Predicting effectiveness of marketing through analyzing emotional context in advertisement using deep learning
Autor: Arafat, Sheikh Mohammad, a další
Vydáno: (2021)

RansomListener: Ransom call sound investigation using LSTM and CNN Architectures
Autor: Rahman, Rafeed, a další
Vydáno: (2021)

Optical flow based violence detection from video footage using hybrid MobileNet and Bi-LSTM
Autor: Haque, Tashfia, a další
Vydáno: (2024)

Multimodal fake news detection using text and image
Autor: Biswas, Trisha, a další
Vydáno: (2024)

Sentiment analysis to determine employee job satisfaction using machine learning techniques
Autor: Mouli, Nazifa, a další
Vydáno: (2023)

Analyzing Schizophrenic-prone text from social media content: a novel approach through ML and NLP
Autor: Rodela, Raisa Rahman, a další
Vydáno: (2024)

Learning a deep neural network for predicting phishing website
Autor: Das, Robat, a další
Vydáno: (2019)

Predicting crime using deep learning
Autor: Shihab, Muhammad Nafees, a další
Vydáno: (2024)

Comparative analysis of machine learning models for stock price analysis across different dataset sizes
Autor: Srabon, Abir Alam, a další
Vydáno: (2023)

Visualization of security vulnerabilities through intrusion detection system
Autor: Ahmed, Ibrar, a další
Vydáno: (2010)

Prediction of genetic mutation from clinical data of sickle cell disease using few-shot siamese bidirectional LSTM and federated learning
Autor: Alam, Salman, a další
Vydáno: (2023)

Analyzing area-wise air pollution level using machine learning for a better future
Autor: Sihan, Sk. Atik Tajwar, a další
Vydáno: (2021)

Real-time crime detection using convolutional LSTM and YOLOv7
Autor: Sakiba, Cyrus, a další
Vydáno: (2023)

Automatic helmet-less biker detection using deep learning
Autor: Ratul, Md. Ibrahim, a další
Vydáno: (2024)

Voice impersonation detection using LSTM based RNN and explainable AI
Autor: Barua, Kawshik, a další
Vydáno: (2022)

An integrated approach: fake review detection using convBERT-BiLSTM classification
Autor: Mahmud, Md. Anas, a další
Vydáno: (2024)

Data security model using deep learning and edge computing for Internet of Things (IoT) in smart city
Autor: Aziz, Md. Yasin, a další
Vydáno: (2021)

Analysis of financial data on the time series using data from the stock market
Autor: Shachcha, Ifad Bhuiyan, a další
Vydáno: (2022)

Text classification with an efficient preprocessing technique for cross-language and multilingual data
Autor: Khan, Towhid, a další
Vydáno: (2023)

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

Violent activity detection through surveillance camera using deep learning
Autor: Miah, Parvez, a další
Vydáno: (2023)

Recognition of Bangladeshi sign language from 2D videos using openpose and LSTM based RNN
Autor: Dewanjee, Tanmoy, a další
Vydáno: (2021)

Bangla speech recognition using 1D CNN and LSTM with different dimension reduction techniques
Autor: Nirjhor, S M Mahsanul Islam, a další
Vydáno: (2019)

A computer vision based approach for stalking detection using CNN-LSTM hybrid model
Autor: Iqbal, Shahriar, a další
Vydáno: (2023)

RED-LSTM: Real time emotion detection using LSTM
Autor: Labiba, Mansura Rahman, a další
Vydáno: (2023)