Machine Learning Application

Malware Analysis with Symbolic Execution and Graph Kernel

Authors: Charles-Henry Bertrand Van Ouytsel, Axel Legay | Published: 2022-04-12
Algorithm Design
Graph Kernel
Machine Learning Application

Addressing Adversarial Machine Learning Attacks in Smart Healthcare Perspectives

Authors: Arawinkumaar Selvakkumar, Shantanu Pal, Zahra Jadidi | Published: 2021-12-16
Adversarial Example
Adversarial Training
Machine Learning Application

Does Proprietary Software Still Offer Protection of Intellectual Property in the Age of Machine Learning? — A Case Study using Dual Energy CT Data

Authors: Andreas Maier, Seung Hee Yang, Farhad Maleki, Nikesh Muthukrishnan, Reza Forghani | Published: 2021-12-06
Medical Monitoring System
Machine Learning Application
Machine Learning Method

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
Privacy Assessment
Machine Learning Application

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
Dataset evaluation
Data Integrity Constraints
Machine Learning Application

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
Access Control
Policy engineering
Machine Learning Application

Autoencoder-based Anomaly Detection in Smart Farming Ecosystem

Authors: Mary Adkisson, Jeffrey C Kimmel, Maanak Gupta, Mahmoud Abdelsalam | Published: 2021-10-29
Vulnerabilities of IoT Devices
Data Management System
Machine Learning Application

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

Authors: John Carter, Spiros Mancoridis | Published: 2021-10-29
Machine Learning Application
Machine Learning Method
Feature Engineering

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

Authors: Dominik Dold, Josep Soler Garrido | Published: 2021-10-04
Algorithm
Performance Evaluation
Machine Learning Application

Automating Internet of Things Network Traffic Collection with Robotic Arm Interactions

Authors: Xi Jiang, Noah Apthorpe | Published: 2021-09-30 | Updated: 2022-10-12
Data Generation
Future Research
Machine Learning Application