Data Preprocessing

A Unified Analytical Framework for Trustable Machine Learning and Automation Running with Blockchain

Authors: Tao Wang | Published: 2019-03-21
Data Origins and Evolution
Data Preprocessing
Blockchain Technology

A Graph-Based Machine Learning Approach for Bot Detection

Authors: Abbas Abou Daya, Mohammad A. Salahuddin, Noura Limam, Raouf Boutaba | Published: 2019-02-22
Graph Construction
Data Preprocessing
Bot Detection Method

Optimizing Stochastic Gradient Descent in Text Classification Based on Fine-Tuning Hyper-Parameters Approach. A Case Study on Automatic Classification of Global Terrorist Attacks

Authors: Shadi Diab | Published: 2019-02-18 | Updated: 2019-02-23
Data Preprocessing
Performance Evaluation
Classification Pattern Analysis

Privacy Preserving Analytics on Distributed Medical Data

Authors: Marina Blanton, Ah Reum Kang, Subhadeep Karan, Jaroslaw Zola | Published: 2018-06-18
Data Preprocessing
Privacy Protection Method
Differential Privacy

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