Interactive Causality-Enabled Adaptive Machine Learning in Cyber-Physical Systems: Technology and Applications in Manufacturing and Beyond

Y Ren, A Yen, S Saraj, GP Li - Principles and Applications of …, 2024 - igi-global.com
This chapter describes an adaptive machine learning (ML) method for the utilization of
unlabeled data for continual model adaptation after deployment. Current methods for the …

Self-Labeling in Multivariate Causality and Quantification for Adaptive Machine Learning

Y Ren, AH Yen, GP Li - arXiv preprint arXiv:2404.05809, 2024 - arxiv.org
Adaptive machine learning (ML) aims to allow ML models to adapt to ever-changing
environments with potential concept drift after model deployment. Traditionally, adaptive ML …

A Cyber Manufacturing IoT System for Adaptive Machine Learning Model Deployment by Interactive Causality Enabled Self-Labeling

Y Ren, Y He, X Zhang, A Yen, GP Li - arXiv preprint arXiv:2404.05976, 2024 - arxiv.org
Machine Learning (ML) has been demonstrated to improve productivity in many
manufacturing applications. To host these ML applications, several software and Industrial …