Replication of Jay Sinha's Efficient Deep CNN-BiLSTM model for network intrusion detection using NSL-KDD and UNSW-NB15 datasets to understand the research process, model training, accuracy evaluation, and research paper writing.
☆18Aug 25, 2024Updated 2 years ago
Alternatives and similar repositories for CNN-BiLSTM-Network-Intrusion-Detection-Replication
Users that are interested in CNN-BiLSTM-Network-Intrusion-Detection-Replication are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- the DL methods used are : DNN, CNN, LSTM, GRU, CNN-LSTM, CNN-GRU, CNN-BiLSTM, CNN-BiGRU, the dataset used is : imbalanced NSL-KDD (KDDTra…☆47Sep 24, 2022Updated 4 years ago
- A Python-based project for network intrusion detection using various deep learning models (LSTM, GRU, CNN-LSTM, BiLSTM). It includes data…☆10Nov 11, 2024Updated last year
- The Unified Multimodal NIDS Dataset Tool performs the standardization of network intrusion detection datasets by extracting comprehensive…☆16Jan 22, 2025Updated last year
- [CAC2023] Bilateral Network with Residual U-blocks and Dual-Guided Attention for Real-time Semantic Segmentation☆11Nov 28, 2024Updated last year
- Effective Intrusion Detection in Heterogeneous Internet-of-Things Networks via Ensemble Knowledge Distillation-based Federated Learning☆11Nov 27, 2023Updated 2 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- ⼀个有潜⼒的⽹络⼊侵检测算法，引⼊了乘法注意⼒机制将其融合到 CNN 的分类模型中，在KDD99和UNSM-NB15数据集进行模型的训练结果优于一般机器学习方法和CNN。A promising network intrusion detection algorithm is…☆13Mar 5, 2024Updated 2 years ago
- Autoencoder based intrusion detection system trained and tested with the CICIDS2017 data set.☆42Jun 15, 2020Updated 6 years ago
- Codes for the paper entitled "Optimization of Predictive Performance of Intrusion Detection System Using Hybrid Ensemble Model for Secure…☆19May 29, 2023Updated 3 years ago
- Intrusion Detection System using Deep Reinforcement Learning and Generative Adversarial Networks☆50Sep 20, 2024Updated 2 years ago
- ☆10Apr 9, 2024Updated 2 years ago
- Modern Deep Network Toolkits for Tensorflow-Keras. This is a extension for newest tensorflow 1.x.☆13Aug 30, 2020Updated 6 years ago
- ☆48Aug 7, 2022Updated 4 years ago
- This repository contains a notebook implementing an autoencoder based approach for intrusion detection, the full documentation of the stu…☆32Feb 20, 2019Updated 7 years ago
- Network Intrusion Detection using GNN☆27Feb 13, 2025Updated last year
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- IDS-GAN: Generative Adversarial Networks for AttackGeneration against Intrusion Detection☆27Jan 17, 2024Updated 2 years ago
- The source code of paper "Dynamic Ensemble Selection for Imbalanced Data Streams with Concept Drift"☆12May 7, 2023Updated 3 years ago
- Autoencoder approach to detect attacks/intrusions in a network☆10Mar 25, 2023Updated 3 years ago
- ROSE: Robust Online Self-Adjusting Ensemble for Continual Learning from Imbalanced Drifting Data Streams☆10Jun 24, 2024Updated 2 years ago
- Code for Paper : Efficient-CNN-BiLSTM-for-Network-IDS☆125Oct 25, 2022Updated 4 years ago
- DuBE: Duple-balanced Ensemble Learning from Skewed Data☆10Oct 31, 2022Updated 4 years ago
- GNN4ID: A Toolset for Crafting Graph Neural Network-Based NIDS Datasets☆32Feb 23, 2026Updated 8 months ago
- Deep learning intrusion detection system trained on the UNSW-NB15 dataset for IIoT networks.☆14Jul 10, 2024Updated 2 years ago
- This repository is for exploring various ML and DL techniques for network intrusion detection☆10Jun 21, 2020Updated 6 years ago
- GPU virtual machines on DigitalOcean Gradient AI • AdGet to production fast with high-performance AMD and NVIDIA GPUs you can spin up in seconds. The definition of operational simplicity.
- Unofficial repo of the research paper ”An Intrusion Detection System Using a Deep Neural Network with Gated Recurrent Units“. Developed u…☆32Dec 26, 2019Updated 6 years ago
- Anomaly IDS using a one-class autoencoder.☆11Oct 31, 2019Updated 7 years ago
- ☆16Nov 18, 2022Updated 3 years ago
- ☆12Dec 14, 2021Updated 4 years ago
- the source code of the paper named as: Solar Irradiance forecasting using dynamic ensemble selection☆13Mar 24, 2022Updated 4 years ago
- Network Intrusion Detection System(Abnormal Detection)☆11Jun 14, 2020Updated 6 years ago
- NSL KDD binary classification with Transformer☆10Aug 17, 2020Updated 6 years ago
- ☆10Oct 29, 2023Updated 3 years ago
- Template for Compose KMP project☆16Nov 25, 2023Updated 2 years ago
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- Deep Learning based Intrusion Detection on NSL-KDD Dataset☆14Aug 24, 2019Updated 7 years ago
- ☆16Nov 16, 2023Updated 2 years ago
- A sampling SVDD algorithm for large datasets.☆17Jun 20, 2016Updated 10 years ago
- This repository is a proof of concept of algorithms described in T-DFNN: An Incremental Learning Algorithm for Intrusion Detection System…☆17Aug 27, 2022Updated 4 years ago
- ☆44Dec 26, 2020Updated 5 years ago
- This repository contains an in-depth analysis of the Intrusion Detection Evaluation Dataset (CIC-IDS2017) for Intrusion Detection, showca…☆142Oct 19, 2023Updated 3 years ago
- Code for the paper: "AOC-IDS: Autonomous Online Framework with Contrastive Learning for Intrusion Detection" (Infocom 2024)☆45Dec 6, 2024Updated last year