TRAbID - Datasets

This page provides the datasets used in the paper entitled Toward a Reliable Anomaly-based Intrusion Detection in Real-World Environments - Datasets 

A deeper discussion over the datasets will be provided upon paper acceptance. For now the probing datasets as well as their description is already available for download (you may access them directly through here).

Probing Datasets

• Known Attacks (pcap, arff), ​stratified: Train, Validation;
• Similar Attacks (pcap, arff), ​stratified: Validation;
• New Attacks (pcap, arff), ​stratified: Validation;
• Known Service Contents (pcap, arff), ​stratified: Train, Validation;
• Similar Service Contents (pcap, arff), ​stratified: Validation;
• New Service Contents (pcap, arff,), ​stratified: Validation;
• Known Services (pcap, arff), ​stratified: Train, Validation;
• New Services (pcap, arff), ​stratified: Validation;
• Publicly Available Intrusion Database (pcap, arff), ​stratified: Train, Validation;

Denial-Of-Service Datasets

• Known Attacks (pcap, arff), ​stratified: Train, Validation;
• Similar Attacks (pcap, arff), ​stratified: Validation;
• New Attacks (pcap, arff), ​stratified: Validation;
• Known Service Contents (pcap, arff), ​stratified: Train, Validation;
• Similar Service Contents (pcap, arff), ​stratified: Validation;
• New Service Contents (pcap, arff,), ​stratified: Validation;
• Known Services (pcap, arff), ​stratified: Train, Validation;
• New Services (pcap, arff), ​stratified: Validation;
• Publicly Available Intrusion Database (pcap, arff), ​stratified: Train, Validation;

Testbed Description

The remainder of the testbed environment will be described after paper approval...

Multi-Objective Feature Selection

The multi-objetive feature selection charts GIFS are displayed bellow: