Machine Learning Framework

Protecting Privacy of Users in Brain-Computer Interface Applications

Authors: Anisha Agarwal, Rafael Dowsley, Nicholas D. McKinney, Dongrui Wu, Chin-Teng Lin, Martine De Cock, Anderson C. A. Nascimento | Published: 2019-07-02
Secure Logistic Regression
Privacy Protection
Machine Learning Framework

Methodology for the Automated Metadata-Based Classification of Incriminating Digital Forensic Artefacts

Authors: Xiaoyu Du, Mark Scanlon | Published: 2019-07-02
Data Extraction and Analysis
Machine Learning Framework
Research Methodology

Treant: Training Evasion-Aware Decision Trees

Authors: Stefano Calzavara, Claudio Lucchese, Gabriele Tolomei, Seyum Assefa Abebe, Salvatore Orlando | Published: 2019-07-02 | Updated: 2019-07-03
Adversarial attack
Optimization Strategy
Machine Learning Framework

System Misuse Detection via Informed Behavior Clustering and Modeling

Authors: Linara Adilova, Livin Natious, Siming Chen, Olivier Thonnard, Michael Kamp | Published: 2019-07-01
Data Extraction and Analysis
Machine Learning Framework
Anomaly Detection Method

Machine Learning for Intelligent Authentication in 5G-and-Beyond Wireless Networks

Authors: He Fang, Xianbin Wang, Stefano Tomasin | Published: 2019-06-30 | Updated: 2019-07-28
Security Testing
Machine Learning Framework
Research Methodology

DP-LSSGD: A Stochastic Optimization Method to Lift the Utility in Privacy-Preserving ERM

Authors: Bao Wang, Quanquan Gu, March Boedihardjo, Farzin Barekat, Stanley J. Osher | Published: 2019-06-28 | Updated: 2019-12-07
Privacy Protection
Optimization Strategy
Machine Learning Framework

Recurrent Neural Network Attention Mechanisms for Interpretable System Log Anomaly Detection

Authors: Andy Brown, Aaron Tuor, Brian Hutchinson, Nicole Nichols | Published: 2018-03-13
Data Generation Method
User Behavior Analysis
Machine Learning Framework

Application of Convolutional Neural Network to Predict Airfoil Lift Coefficient

Authors: Yao Zhang, Woong-Je Sung, Dimitri Mavris | Published: 2017-12-29 | Updated: 2018-01-16
Model Design
Machine Learning Algorithm
Machine Learning Framework

Predicting Exploitation of Disclosed Software Vulnerabilities Using Open-source Data

Authors: Benjamin L. Bullough, Anna K. Yanchenko, Christopher L. Smith, Joseph R. Zipkin | Published: 2017-07-25
Bias in Training Data
Information Security
Machine Learning Framework