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Authors: Lucas Viana 1 ; Edson Oliveira 2 and Tayana Conte 1

Affiliations: 1 Department of Computing, Universidade Federal do Amazonas (UFAM), Amazonas, Brazil ; 2 Secretaria de Estado da Fazenda (SEFAZ), Amazonas, Brazil

Keyword(s): Interactive Labeling, Interactive Machine Learning, Interface Design, Interface Design for Interactive Machine Learning, Training Data.

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.

CC BY-NC-ND 4.0

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Paper citation in several formats:
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; ISSN 2184-4992, SciTePress, pages 483-494. DOI: 10.5220/0010458204830494

@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},
issn={2184-4992},
}

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
IS - 2184-4992
AU - Viana, L.
AU - Oliveira, E.
AU - Conte, T.
PY - 2021
SP - 483
EP - 494
DO - 10.5220/0010458204830494
PB - SciTePress