Performance Evaluation Metrics

Learning to Prevent Leakage: Privacy-Preserving Inference in the Mobile Cloud

Authors: Shuang Zhang, Liyao Xiang, Congcong Li, Yixuan Wang, Quanshi Zhang, Wei Wang, Bo Li | Published: 2019-12-18 | Updated: 2021-06-15
Privacy Protection
Performance Evaluation Metrics
Deep Learning Method

MimicGAN: Robust Projection onto Image Manifolds with Corruption Mimicking

Authors: Rushil Anirudh, Jayaraman J. Thiagarajan, Bhavya Kailkhura, Timo Bremer | Published: 2019-12-16 | Updated: 2020-04-30
Data Generation
Robustness
Performance Evaluation Metrics

Private Federated Learning with Domain Adaptation

Authors: Daniel Peterson, Pallika Kanani, Virendra J. Marathe | Published: 2019-12-13
Privacy Protection
Performance Evaluation Metrics
Machine Learning Technology

Expansion of Cyber Attack Data From Unbalanced Datasets Using Generative Techniques

Authors: Ibrahim Yilmaz, Rahat Masum | Published: 2019-12-10
Data Generation
Performance Evaluation Metrics
Machine Learning Technology

Effect of Imbalanced Datasets on Security of Industrial IoT Using Machine Learning

Authors: Maede Zolanvari, Marcio A. Teixeira, Raj Jain | Published: 2019-12-02
Imbalanced Dataset
Performance Evaluation Metrics
Machine Learning Technology

Neurlux: Dynamic Malware Analysis Without Feature Engineering

Authors: Chani Jindal, Christopher Salls, Hojjat Aghakhani, Keith Long, Christopher Kruegel, Giovanni Vigna | Published: 2019-10-24
Model Architecture
Dynamic Analysis Method
Performance Evaluation Metrics

A Context-aware Framework for Detecting Sensor-based Threats on Smart Devices

Authors: Amit Kumar Sikder, Hidayet Aksu, A. Selcuk Uluagac | Published: 2019-10-22
Sensor Information Management
Performance Evaluation Metrics
Anomaly Detection Algorithm

An Enhanced Machine Learning-based Biometric Authentication System Using RR-Interval Framed Electrocardiograms

Authors: Amang Song-Kyoo Kim, Chan Yeob Yeun, Paul D. Yoo | Published: 2019-07-27 | Updated: 2019-12-01
User Authentication System
Performance Evaluation Metrics
Privacy Protection in Machine Learning

The advantages of multiple classes for reducing overfitting from test set reuse

Authors: Vitaly Feldman, Roy Frostig, Moritz Hardt | Published: 2019-05-24
Model Extraction Attack
Impact of Generalization
Performance Evaluation Metrics

Taking Care of The Discretization Problem: A Comprehensive Study of the Discretization Problem and A Black-Box Adversarial Attack in Discrete Integer Domain

Authors: Lei Bu, Yuchao Duan, Fu Song, Zhe Zhao | Published: 2019-05-19 | Updated: 2020-04-26
Model Evaluation
Performance Evaluation Metrics
Taxonomy of Attacks