Literature Database

Machine Learning Methods for Attack Detection in the Smart Grid

Authors: Mete Ozay, Inaki Esnaola, Fatos T. Yarman Vural, Sanjeev R. Kulkarni, H. Vincent Poor | Published: 2015-03-22
Online Learning
Performance Evaluation
Adversarial Attack Analysis

Automated detection and classification of cryptographic algorithms in binary programs through machine learning

Authors: Diane Duros Hosfelt | Published: 2015-03-04
Clustering methods
機械学習によるマルウェア分類
Feature Interdependence

Detecting Malware with Information Complexity

Authors: Nadia Alshahwan, Earl T. Barr, David Clark, George Danezis | Published: 2015-02-26
Malware Detection
Random Forest
Information-Theoretic Evaluation

Learning with Differential Privacy: Stability, Learnability and the Sufficiency and Necessity of ERM Principle

Authors: Yu-Xiang Wang, Jing Lei, Stephen E. Fienberg | Published: 2015-02-23 | Updated: 2016-04-27
Privacy Enhancing Technology
学習可能性
Differential Privacy

PowerSpy: Location Tracking using Mobile Device Power Analysis

Authors: Yan Michalevsky, Gabi Nakibly, Aaron Schulman, Gunaa Arumugam Veerapandian, Dan Boneh | Published: 2015-02-11 | Updated: 2015-08-18
Energy Efficiency
Privacy Enhancing Technology
位置情報推測

Crowd-ML: A Privacy-Preserving Learning Framework for a Crowd of Smart Devices

Authors: Jihun Hamm, Adam Champion, Guoxing Chen, Mikhail Belkin, Dong Xuan | Published: 2015-01-11
Simulation Environment
Privacy Enhancing Technology
Differential Privacy

Differential Privacy and Machine Learning: a Survey and Review

Authors: Zhanglong Ji, Zachary C. Lipton, Charles Elkan | Published: 2014-12-24
Privacy Enhancing Technology
Differential Privacy
Dimensionality Reduction Method

Towards Deep Neural Network Architectures Robust to Adversarial Examples

Authors: Shixiang Gu, Luca Rigazio | Published: 2014-12-11 | Updated: 2015-04-09
Certified Robustness
Robustness
Deep Learning Technology

Understanding Deep Image Representations by Inverting Them

Authors: Aravindh Mahendran, Andrea Vedaldi | Published: 2014-11-26
XAI (Explainable AI)
Model Inversion
Deep Learning Method

Private Empirical Risk Minimization Beyond the Worst Case: The Effect of the Constraint Set Geometry

Authors: Kunal Talwar, Abhradeep Thakurta, Li Zhang | Published: 2014-11-20 | Updated: 2016-11-20
Privacy Enhancing Technology
Privacy Loss Analysis
フランク・ウォルフアルゴリズム