An Interface Design Catalog for Interactive Labeling Systems

Lucas Viana, Edson Oliveira, Tayana Conte

Abstract

Machine Learning (ML) systems have been widely used in recent years in different areas of human knowledge. However, to achieve highly accurate ML systems, it is necessary to train the ML model with data carefully labeled by specialists in the problem domain. In the context of ML and Human Computer Interaction (HCI), there are studies that propose interfaces that facilitate interactive labeling by domain specialists, in order to minimize effort and maximize productivity. This paper extends a previous secondary study that discusses some labeling systems. This paper proposes a catalog of design elements for the interface development of this type of system. We built the catalog based on the interface elements found in the studies analyzed in the previous secondary study. With this contribution, we expect to improve the development of better interfaces for interactive labeling systems and, thus, enhance the development of more accurate ML systems.

Download


Paper Citation


in Harvard Style

Viana L., Oliveira E. and Conte T. (2021). An Interface Design Catalog for Interactive Labeling Systems. In Proceedings of the 23rd International Conference on Enterprise Information Systems - Volume 2: ICEIS, ISBN 978-989-758-509-8, pages 483-494. DOI: 10.5220/0010458204830494


in Bibtex Style

@conference{iceis21,
author={Lucas Viana and Edson Oliveira and Tayana Conte},
title={An Interface Design Catalog for Interactive Labeling Systems},
booktitle={Proceedings of the 23rd International Conference on Enterprise Information Systems - Volume 2: ICEIS,},
year={2021},
pages={483-494},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0010458204830494},
isbn={978-989-758-509-8},
}


in EndNote Style

TY - CONF

JO - Proceedings of the 23rd International Conference on Enterprise Information Systems - Volume 2: ICEIS,
TI - An Interface Design Catalog for Interactive Labeling Systems
SN - 978-989-758-509-8
AU - Viana L.
AU - Oliveira E.
AU - Conte T.
PY - 2021
SP - 483
EP - 494
DO - 10.5220/0010458204830494