機械学習

A Modified Drake Equation for Assessing Adversarial Risk to Machine Learning Models

Authors: Josh Kalin, David Noever, Matthew Ciolino | Published: 2021-03-03 | Updated: 2021-07-07
リスク分析手法
敵対的テキスト浄化
機械学習

Malware Classification with Word Embedding Features

Authors: Aparna Sunil Kale, Fabio Di Troia, Mark Stamp | Published: 2021-03-03
マルチクラス分類
メンバーシップ推論
機械学習

Certified Robustness of Nearest Neighbors against Data Poisoning and Backdoor Attacks

Authors: Jinyuan Jia, Yupei Liu, Xiaoyu Cao, Neil Zhenqiang Gong | Published: 2020-12-07 | Updated: 2021-12-02
バックドア攻撃
攻撃手法
機械学習

Deep Learning Methods for Credit Card Fraud Detection

Authors: Thanh Thi Nguyen, Hammad Tahir, Mohamed Abdelrazek, Ali Babar | Published: 2020-12-07
機械学習
自己学習手法
重み更新手法

Review: Deep Learning Methods for Cybersecurity and Intrusion Detection Systems

Authors: Mayra Macas, Chunming Wu | Published: 2020-12-04
機械学習
深層学習
異常検知アルゴリズム

Intrusion Detection Systems for IoT: opportunities and challenges offered by Edge Computing and Machine Learning

Authors: Pietro Spadaccino, Francesca Cuomo | Published: 2020-12-02 | Updated: 2022-04-14
機械学習
異常検出手法
通信効率

Taking Over the Stock Market: Adversarial Perturbations Against Algorithmic Traders

Authors: Elior Nehemya, Yael Mathov, Asaf Shabtai, Yuval Elovici | Published: 2020-10-19 | Updated: 2021-09-02
攻撃手法
機械学習
金融インテリジェンス

Position paper: A systematic framework for categorising IoT device fingerprinting mechanisms

Authors: Poonam Yadav, Angelo Feraudo, Budi Arief, Siamak F. Shahandashti, Vassilios G. Vassilakis | Published: 2020-10-16 | Updated: 2020-10-19
デバイス識別手法
機械学習
特徴抽出手法

Securing Manufacturing Using Blockchain

Authors: Zahra Jadidi, Ali Dorri, Raja Jurdak, Colin Fidge | Published: 2020-10-15
ネットワーク脅威検出
ブロックチェーン技術
機械学習

Privacy-Preserving Object Detection & Localization Using Distributed Machine Learning: A Case Study of Infant Eyeblink Conditioning

Authors: Stefan Zwaard, Henk-Jan Boele, Hani Alers, Christos Strydis, Casey Lew-Williams, Zaid Al-Ars | Published: 2020-10-14
機械学習
連合学習
顔認識