TY - GEN
T1 - Modeling tool for managing canvas-based models traceability in ML system development
AU - Husen, Jati H.
AU - Washizaki, Hironori
AU - Tun, Hnin Thandar
AU - Yoshioka, Nobukazu
AU - Fukazawa, Yoshiaki
N1 - Funding Information:
This work was supported by JST-Mirai Program Grant Number JPMJMI20B8 and by JST SPRING Grant Number JPMJSP2128, Japan.
Publisher Copyright:
© 2022 Owner/Author.
PY - 2022/10/23
Y1 - 2022/10/23
N2 - Analysis of machine learning models often used canvas-based models such as ML Canvas and AI Project Canvas to facilitate rapid brainstorming of ideas. However, those models often cover only high-level descriptions of requirements. Developers may utilize other models to achieve a more comprehensive analysis to cover specific aspects. This condition may lead to inconsistencies between different models. This study proposes a tool to support traceability between canvas-based and other models. The tool is implemented as a plugin for astah System Safety.
AB - Analysis of machine learning models often used canvas-based models such as ML Canvas and AI Project Canvas to facilitate rapid brainstorming of ideas. However, those models often cover only high-level descriptions of requirements. Developers may utilize other models to achieve a more comprehensive analysis to cover specific aspects. This condition may lead to inconsistencies between different models. This study proposes a tool to support traceability between canvas-based and other models. The tool is implemented as a plugin for astah System Safety.
UR - http://www.scopus.com/inward/record.url?scp=85142922355&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85142922355&partnerID=8YFLogxK
U2 - 10.1145/3550356.3559574
DO - 10.1145/3550356.3559574
M3 - Conference contribution
AN - SCOPUS:85142922355
T3 - Proceedings - ACM/IEEE 25th International Conference on Model Driven Engineering Languages and Systems, MODELS 2022: Companion Proceedings
SP - 77
EP - 78
BT - Proceedings - ACM/IEEE 25th International Conference on Model Driven Engineering Languages and Systems, MODELS 2022
PB - Association for Computing Machinery, Inc
T2 - 25th ACM/IEEE International Conference on Model Driven Engineering Languages and Systems, MODELS 2022
Y2 - 23 October 2022 through 28 October 2022
ER -