機械学習の応用

Evaluating Privacy-Preserving Machine Learning in Critical Infrastructures: A Case Study on Time-Series Classification

Authors: Dominique Mercier, Adriano Lucieri, Mohsin Munir, Andreas Dengel, Sheraz Ahmed | Published: 2021-11-29
DP-SGD
プライバシー評価
機械学習の応用

Needle in a Haystack: Detecting Subtle Malicious Edits to Additive Manufacturing G-code Files

Authors: Caleb Beckwith, Harsh Sankar Naicker, Svara Mehta, Viba R. Udupa, Nghia Tri Nim, Varun Gadre, Hammond Pearce, Gary Mac, Nikhil Gupta | Published: 2021-11-24
データセット評価
データ整合性制約
機械学習の応用

PAMMELA: Policy Administration Methodology using Machine Learning

Authors: Varun Gumma, Barsha Mitra, Soumyadeep Dey, Pratik Shashikantbhai Patel, Sourabh Suman, Saptarshi Das | Published: 2021-11-13
アクセス制御
ポリシーエンジニアリング
機械学習の応用

Autoencoder-based Anomaly Detection in Smart Farming Ecosystem

Authors: Mary Adkisson, Jeffrey C Kimmel, Maanak Gupta, Mahmoud Abdelsalam | Published: 2021-10-29
IoTデバイスの脆弱性
データ管理システム
機械学習の応用

Evaluation of an Anomaly Detector for Routers using Parameterizable Malware in an IoT Ecosystem

Authors: John Carter, Spiros Mancoridis | Published: 2021-10-29
機械学習の応用
機械学習手法
特徴エンジニアリング

An energy-based model for neuro-symbolic reasoning on knowledge graphs

Authors: Dominik Dold, Josep Soler Garrido | Published: 2021-10-04
アルゴリズム
性能評価
機械学習の応用

Automating Internet of Things Network Traffic Collection with Robotic Arm Interactions

Authors: Xi Jiang, Noah Apthorpe | Published: 2021-09-30 | Updated: 2022-10-12
データ生成
将来の研究
機械学習の応用

Distributionally Robust Multiclass Classification and Applications in Deep Image Classifiers

Authors: Ruidi Chen, Boran Hao, Ioannis Paschalidis | Published: 2021-09-27 | Updated: 2023-03-25
ロバスト性
性能評価
機械学習の応用

POSSE: Patterns of Systems During Software Encryption

Authors: David Noever, Samantha Miller Noever | Published: 2021-09-24
ソフトウェアセキュリティ
性能評価
機械学習の応用

Interpretability in Safety-Critical FinancialTrading Systems

Authors: Gabriel Deza, Adelin Travers, Colin Rowat, Nicolas Papernot | Published: 2021-09-24
性能評価
機械学習の応用
特徴重要度分析