特徴重要度分析

Correlated Differential Privacy: Feature Selection in Machine Learning

Authors: Tao Zhang, Tianqing Zhu, Ping Xiong, Huan Huo, Zahir Tari, Wanlei Zhou | Published: 2020-10-07
データ保護手法
データ選択戦略
特徴重要度分析

Feature importance in mobile malware detection

Authors: Vasileios Kouliaridis, Georgios Kambourakis, Tao Peng | Published: 2020-07-27 | Updated: 2020-08-28
データセット分析
マルウェア検出手法
特徴重要度分析

Adversarial Machine Learning Attacks and Defense Methods in the Cyber Security Domain

Authors: Ihai Rosenberg, Asaf Shabtai, Yuval Elovici, Lior Rokach | Published: 2020-07-05 | Updated: 2021-03-13
敵対的サンプル
敵対的学習
特徴重要度分析

Smoothed Geometry for Robust Attribution

Authors: Zifan Wang, Haofan Wang, Shakul Ramkumar, Matt Fredrikson, Piotr Mardziel, Anupam Datta | Published: 2020-06-11 | Updated: 2020-10-22
攻撃タイプ
特徴重要度分析
解釈手法

Evaluations and Methods for Explanation through Robustness Analysis

Authors: Cheng-Yu Hsieh, Chih-Kuan Yeh, Xuanqing Liu, Pradeep Ravikumar, Seungyeon Kim, Sanjiv Kumar, Cho-Jui Hsieh | Published: 2020-05-31 | Updated: 2021-04-08
将来の研究
特徴重要度分析
解釈手法

Neuron Shapley: Discovering the Responsible Neurons

Authors: Amirata Ghorbani, James Zou | Published: 2020-02-23 | Updated: 2020-11-13
性能評価
特徴重要度分析
脆弱性予測

Recovering Localized Adversarial Attacks

Authors: Jan Philip Göpfert, Heiko Wersing, Barbara Hammer | Published: 2019-10-21
ポイズニング
対抗的学習
特徴重要度分析

Tree-based Intelligent Intrusion Detection System in Internet of Vehicles

Authors: Li Yang, Abdallah Moubayed, Ismail Hamieh, Abdallah Shami | Published: 2019-10-18 | Updated: 2022-10-05
サイバー脅威
モデルアンサンブル
特徴重要度分析

Defeating Opaque Predicates Statically through Machine Learning and Binary Analysis

Authors: Ramtine Tofighi-Shirazi, Irina Asăvoae, Philippe Elbaz-Vincent, Thanh-Ha Le | Published: 2019-09-04
モデル評価手法
機械学習
特徴重要度分析

KiloGrams: Very Large N-Grams for Malware Classification

Authors: Edward Raff, William Fleming, Richard Zak, Hyrum Anderson, Bill Finlayson, Charles Nicholas, Mark McLean | Published: 2019-08-01
KiloGramアルゴリズム
PEマルウェア分類
特徴重要度分析