Goal-Oriented Machine Learning-Based Component Development Process

Jati H. Husen; Hnin Thandar Tun; Nobukazu Yoshioka; Hironori Washizaki; Yoshiaki Fukazawa

doi:10.1109/MODELS-C53483.2021.00101

Goal-Oriented Machine Learning-Based Component Development Process

Jati H. Husen, Hnin Thandar Tun, Nobukazu Yoshioka, Hironori Washizaki, Yoshiaki Fukazawa

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

2 Citations (Scopus)

Abstract

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.

Original language	English
Title of host publication	Companion Proceedings - 24th International Conference on Model-Driven Engineering Languages and Systems, MODELS-C 2021
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	643-644
Number of pages	2
ISBN (Electronic)	9781665424844
DOIs	https://doi.org/10.1109/MODELS-C53483.2021.00101
Publication status	Published - 2021
Event	24th International Conference on Model-Driven Engineering Languages and Systems, MODELS-C 2021 - Virtual, Online, Japan Duration: 2021 Oct 10 → 2021 Oct 15

Publication series

Name	Companion Proceedings - 24th International Conference on Model-Driven Engineering Languages and Systems, MODELS-C 2021

Conference

Conference	24th International Conference on Model-Driven Engineering Languages and Systems, MODELS-C 2021
Country/Territory	Japan
City	Virtual, Online
Period	21/10/10 → 21/10/15

Keywords

goal-oriented
machine learning
software engineering

ASJC Scopus subject areas

Organizational Behavior and Human Resource Management
Hardware and Architecture
Software
Engineering (miscellaneous)
Safety, Risk, Reliability and Quality
Modelling and Simulation

Access to Document

10.1109/MODELS-C53483.2021.00101

Cite this

Husen, J. H., Tun, H. T., Yoshioka, N., Washizaki, H., & Fukazawa, Y. (2021). Goal-Oriented Machine Learning-Based Component Development Process. In Companion Proceedings - 24th International Conference on Model-Driven Engineering Languages and Systems, MODELS-C 2021 (pp. 643-644). (Companion Proceedings - 24th International Conference on Model-Driven Engineering Languages and Systems, MODELS-C 2021). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/MODELS-C53483.2021.00101

Goal-Oriented Machine Learning-Based Component Development Process. / Husen, Jati H.; Tun, Hnin Thandar; Yoshioka, Nobukazu et al.
Companion Proceedings - 24th International Conference on Model-Driven Engineering Languages and Systems, MODELS-C 2021. Institute of Electrical and Electronics Engineers Inc., 2021. p. 643-644 (Companion Proceedings - 24th International Conference on Model-Driven Engineering Languages and Systems, MODELS-C 2021).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Husen, JH, Tun, HT, Yoshioka, N , Washizaki, H & Fukazawa, Y 2021, Goal-Oriented Machine Learning-Based Component Development Process. in Companion Proceedings - 24th International Conference on Model-Driven Engineering Languages and Systems, MODELS-C 2021. Companion Proceedings - 24th International Conference on Model-Driven Engineering Languages and Systems, MODELS-C 2021, Institute of Electrical and Electronics Engineers Inc., pp. 643-644, 24th International Conference on Model-Driven Engineering Languages and Systems, MODELS-C 2021, Virtual, Online, Japan, 21/10/10. https://doi.org/10.1109/MODELS-C53483.2021.00101

Husen JH, Tun HT, Yoshioka N , Washizaki H , Fukazawa Y. Goal-Oriented Machine Learning-Based Component Development Process. In Companion Proceedings - 24th International Conference on Model-Driven Engineering Languages and Systems, MODELS-C 2021. Institute of Electrical and Electronics Engineers Inc. 2021. p. 643-644. (Companion Proceedings - 24th International Conference on Model-Driven Engineering Languages and Systems, MODELS-C 2021). doi: 10.1109/MODELS-C53483.2021.00101

Husen, Jati H. ; Tun, Hnin Thandar ; Yoshioka, Nobukazu et al. / Goal-Oriented Machine Learning-Based Component Development Process. Companion Proceedings - 24th International Conference on Model-Driven Engineering Languages and Systems, MODELS-C 2021. Institute of Electrical and Electronics Engineers Inc., 2021. pp. 643-644 (Companion Proceedings - 24th International Conference on Model-Driven Engineering Languages and Systems, MODELS-C 2021).

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abstract = "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.",

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Goal-Oriented Machine Learning-Based Component Development Process

Abstract

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Keywords

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