TY - GEN
T1 - Goal-Oriented Machine Learning-Based Component Development Process
AU - Husen, Jati H.
AU - Tun, Hnin Thandar
AU - Yoshioka, Nobukazu
AU - Washizaki, Hironori
AU - Fukazawa, Yoshiaki
N1 - Funding Information:
ACKNOWLEDGMENT This work was supported by JST-Mirai Program Grant Number JPMJMI20B8, Japan.
Publisher Copyright:
© 2021 IEEE.
PY - 2021
Y1 - 2021
N2 - Along with the rising usage of machine learning-based (ML-based) solution, a significant amount of tools to train them has been proposed. However, there is little attention on aligning those tools with the overall goals of the development itself. We proposed a goal-oriented approach to align and rationalize the utilization of those tools with higher-level development goals. We demonstrated the proposed technique's capabilities through a case study to show the potential of our proposed method.
AB - Along with the rising usage of machine learning-based (ML-based) solution, a significant amount of tools to train them has been proposed. However, there is little attention on aligning those tools with the overall goals of the development itself. We proposed a goal-oriented approach to align and rationalize the utilization of those tools with higher-level development goals. We demonstrated the proposed technique's capabilities through a case study to show the potential of our proposed method.
KW - goal-oriented
KW - machine learning
KW - software engineering
UR - http://www.scopus.com/inward/record.url?scp=85124020497&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85124020497&partnerID=8YFLogxK
U2 - 10.1109/MODELS-C53483.2021.00101
DO - 10.1109/MODELS-C53483.2021.00101
M3 - Conference contribution
AN - SCOPUS:85124020497
T3 - Companion Proceedings - 24th International Conference on Model-Driven Engineering Languages and Systems, MODELS-C 2021
SP - 643
EP - 644
BT - Companion Proceedings - 24th International Conference on Model-Driven Engineering Languages and Systems, MODELS-C 2021
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 24th International Conference on Model-Driven Engineering Languages and Systems, MODELS-C 2021
Y2 - 10 October 2021 through 15 October 2021
ER -