Data Preprocessing

Intensive Preprocessing of KDD Cup 99 for Network Intrusion Classification Using Machine Learning Techniques

Authors: Ibrahim Obeidat, Nabhan Hamadneh, Mouhammd Al-kasassbeh, Mohammad Almseidin | Published: 2018-05-26 | Updated: 2018-10-05
Data Preprocessing
Attack Detection
Feature Selection Method

Towards Understanding Limitations of Pixel Discretization Against Adversarial Attacks

Authors: Jiefeng Chen, Xi Wu, Vaibhav Rastogi, Yingyu Liang, Somesh Jha | Published: 2018-05-20 | Updated: 2019-10-03
Data Preprocessing
Model Robustness
Model Extraction Attack

Novel Deep Learning Model for Traffic Sign Detection Using Capsule Networks

Authors: Amara Dinesh Kumar | Published: 2018-05-11
Data Preprocessing
Performance Evaluation Metrics
Deep Learning Model

Blind Pre-Processing: A Robust Defense Method Against Adversarial Examples

Authors: Adnan Siraj Rakin, Zhezhi He, Boqing Gong, Deliang Fan | Published: 2018-02-05 | Updated: 2018-02-07
Data Preprocessing
Certified Robustness
Adversarial Learning

Fusion of ANN and SVM Classifiers for Network Attack Detection

Authors: Takwa Omrani, Adel Dallali, Bilgacem Chibani Rhaimi, Jaouhar Fattahi | Published: 2018-01-09 | Updated: 2018-01-10
ML-Based IDS
Data Preprocessing
Machine Learning Method

Evaluation of Machine Learning Algorithms for Intrusion Detection System

Authors: Mohammad Almseidin, Maen Alzubi, Szilveszter Kovacs, Mouhammd Alkasassbeh | Published: 2018-01-08
ML-Based IDS
Data Preprocessing
Machine Learning Method

Feature Extraction and Feature Selection: Reducing Data Complexity with Apache Spark

Authors: Dimitrios Sisiaridis, Olivier Markowitch | Published: 2017-12-11
Clustering methods
Data Preprocessing
Feature Extraction Method