kdd99

Simple Implementation of Network Intrusion Detection System. KddCup'99 Data set is used for this project. kdd_cup_10_percent is used for training test. correct set is used for test. PCA is used for dimension reduction. SVM and KNN supervised algorithms are the classification algorithms of project. Accuracy : %83.5 For SVM , %80 For KNN

data-science machine-learning data-mining svm pca ids intrusion-detection dimensionality-reduction data-mining-algorithms knn intrusion-detection-system kdd99 kdd-dataset

Updated Oct 18, 2019
Python

InitRoot / UNSW_NB15

Star 89

Feature coded UNSW_NB15 intrusion detection data.

intrusion-detection intrusion kdd99 unsw-nb15

Updated Jan 24, 2018

PENGZhaoqing / kdd99-scikit

Star 59

Solutions to kdd99 dataset with Decision tree and Neural network by scikit-learn

scikit-learn intrusion-detection mlp confusion-matrix decision-tree kdd99

Updated Apr 1, 2017
Python

xiaoyu2018 / QuantumCnn-NetworkAttackDetection

Star 39

Xiu Gai Gu Ge Ti Gong De Yang Li Liang Zi Juan Ji Shen Jing Wang Luo Mo Xing ,Ji Yu KDD99Shu Ju Ji Jin Xing Xun Lian ,Shi Xian Liao Wang Luo Gong Ji Fen Lei Jian Ce .

tensorflow quantum-machine-learning kdd99 tesorflow-quantum

Updated Jan 27, 2022
Python

r7sy / IntrusionDetection

Star 31

This repository contains a notebook implementing an autoencoder based approach for intrusion detection, the full documentation of the study will be available shortly.

python machine-learning keras intrusion-detection autoencoder kdd99 nsl-kdd

Updated Feb 20, 2019
Jupyter Notebook

IndexFziQ / ML-ATIC

Star 30

Abnormal Traffic Identification Classifier based on Machine Learning. My code for undergraduate graduation design.

machine-learning netflow decision-tree-classifier kdd99 abnormal-traffic-identification

Updated Nov 25, 2020
Java

404notf0und / Tree-ensemble-Intrusion-Detection-with-KDD99

Star 29

using machine-learning to detecte instruction

intrusion-detection tree-ensemble kdd99

Updated Oct 21, 2019
Python

PradeepThapa / nsl_kdd_classification

Star 27

Cyber-attack classification in the network traffic database using NSL-KDD dataset

attack machine-learning-algorithms classification-algorithm kdd99 nsl-kdd kdd-dataset ensemble-machine-learning catboost-model classification-algorithms cyber-attacks-analytics cyber-attack-classification network-traffic-database u2r r2l

Updated Sep 25, 2020
Python

timeamagyar / kdd-cup-99-python

Star 22

Analysis and preprocessing of the kdd cup 99 dataset using python and scikit-learn

python sklearn convex-hull matplotlib standardization principal-component-analysis normalization smote linear-separability kdd99 one-hot-encode resampling-methods cluster-centroids

Updated Mar 11, 2020
Jupyter Notebook

dangnh0611 / kdd99_ids

Star 10

Kdd99 dataset analyzing and some data reproducing experiments with SDN

onos sdn ids wireshark mininet kdd99

Updated Aug 14, 2020
Jupyter Notebook

Anshumank399 / Network-Intrusion-Detection-using-Machine-Learning

Star 9

Assess various ML algorithms on KDD99 network dataset then apply the best algorithm (Random Forest) using R.

random-forest machine-learning-algorithms weka network-intrusion-detection kdd99 kdd-dataset

Updated Apr 4, 2018
R

addievo / intrusionDetection

Star 8

An Intrusion Detection System (IDS) implemented in Python, which utilizes machine learning techniques and the KDD Cup 1999 dataset to detect and classify network intrusions in real-time.

python data ai machine-learning-algorithms cybersecurity ids intrusion-detection-system kdd99 random-forest-classifier