Loading...
On exploring the possibilities and the limits of AI for an interoperable and empowering industry 4.0
Lelli,Francesco
Lelli,Francesco
Abstract
This paper aims to raise awareness on certain interoperability issues as we intend to shape industry 5.0 in order to enable a human-centric resilient society. We advocate that the need of sharing small and specific data will become more intensive as AI-based solutions will become more pervasive. Consequently, dataspaces should be carefully designed to address this need. We advance the conversation by presenting a case study from HR demonstrating how to predict the possibility of an employee experiencing attrition. Our experimental results show that we need more than 500 samples for developing a machine learning model to be sufficiently capable to generalize the problem. Consequently, our experimental results show the feasibility of the idea. However, in small and medium sized companies this approach cannot be implemented due to the limited number of samples. At the same time, we advocate that this obstacle may be overcome if multiple companies will join a shared dataspace, thus raising interoperability issues.
Description
Publisher Copyright: © 2022 CEUR-WS. All rights reserved.
Date
2022-09
Journal Title
Journal ISSN
Volume Title
Publisher
Files
Research Projects
Organizational Units
Journal Issue
Keywords
AI, attrition, HR, Industry 4.0, Interoperability, machine learning, Industry 5.0, Data Space, SMEs, MLP, multi layer perceptron, Genetic algorithm, small data, Data Sharing, Data Cleaning, DATA QUALITY, C8 - Data Collection and Data Estimation Methodology ; Computer Programs, M54 - Labor Management, Z38 - Policy, O31 - Innovation and Invention: Processes and Incentives, SDG 3 - Good Health and Well-being, SDG 17 - Partnerships for the Goals, SDG 8 - Decent Work and Economic Growth, SDG 10 - Reduced Inequalities, SDG 9 - Industry, Innovation, and Infrastructure
Citation
Lelli, F 2022, On exploring the possibilities and the limits of AI for an interoperable and empowering industry 4.0. in Proceedings of Interoperability for Enterprise Systems and Applications Workshops 2022. vol. 3214, CEUR Workshop Proceedings, 2022 Interoperability for Enterprise Systems and Applications Workshops, I-ESA Workshops 2022, Valencia, Spain, 23/03/22.
License
info:eu-repo/semantics/openAccess