モデル性能評価

Benchmarking datasets for Anomaly-based Network Intrusion Detection: KDD CUP 99 alternatives

Authors: Abhishek Divekar, Meet Parekh, Vaibhav Savla, Rudra Mishra, Mahesh Shirole | Published: 2018-11-13
データ収集
モデル性能評価
特徴重要度分析

MixTrain: Scalable Training of Verifiably Robust Neural Networks

Authors: Shiqi Wang, Yizheng Chen, Ahmed Abdou, Suman Jana | Published: 2018-11-06 | Updated: 2018-12-01
モデル性能評価
ロバスト性向上
敵対的学習

Exploring Connections Between Active Learning and Model Extraction

Authors: Varun Chandrasekaran, Kamalika Chaudhuri, Irene Giacomelli, Somesh Jha, Songbai Yan | Published: 2018-11-05 | Updated: 2019-11-20
オンライン学習
モデル性能評価
モデル抽出攻撃

Inference-Based Similarity Search in Randomized Montgomery Domains for Privacy-Preserving Biometric Identification

Authors: Yi Wang, Jianwu Wan, Jun Guo, Yiu-Ming Cheung, Pong C Yuen | Published: 2017-11-05
プライバシー保護機械学習
モデル性能評価
生体認証キー生成

Catching Anomalous Distributed Photovoltaics: An Edge-based Multi-modal Anomaly Detection

Authors: Devu Manikantan Shilay, Kin Gwn Lorey, Tianshu Weiz, Teems Lovetty, Yu Cheng | Published: 2017-09-26
モデル性能評価
攻撃者の行動分析
異常検出手法

A Grassmannian Approach to Zero-Shot Learning for Network Intrusion Detection

Authors: Jorge Rivero, Bernardete Ribeiro, Ning Chen, Fátima Silva Leite | Published: 2017-09-23
モデル性能評価
攻撃検出
未知の攻撃検出

Automatic Detection of Malware-Generated Domains with Recurrent Neural Models

Authors: Pierre Lison, Vasileios Mavroeidis | Published: 2017-09-20
マルウェア検出
モデル性能評価
機械学習技術

Detection of Unauthorized IoT Devices Using Machine Learning Techniques

Authors: Yair Meidan, Michael Bohadana, Asaf Shabtai, Martin Ochoa, Nils Ole Tippenhauer, Juan Davis Guarnizo, Yuval Elovici | Published: 2017-09-14
バックドアモデルの検知
モデル性能評価
攻撃検出

Ensemble Methods as a Defense to Adversarial Perturbations Against Deep Neural Networks

Authors: Thilo Strauss, Markus Hanselmann, Andrej Junginger, Holger Ulmer | Published: 2017-09-11 | Updated: 2018-02-08
モデルの頑健性保証
モデル性能評価
ロバスト性向上

A Neural Network Architecture Combining Gated Recurrent Unit (GRU) and Support Vector Machine (SVM) for Intrusion Detection in Network Traffic Data

Authors: Abien Fred Agarap | Published: 2017-09-10 | Updated: 2019-02-07
モデル性能評価
攻撃検出
機械学習技術