Requirements Engineering Challenges in Building AI-Based Complex Systems (CROSBI ID 681134)
Prilog sa skupa u zborniku | izvorni znanstveni rad | međunarodna recenzija
Podaci o odgovornosti
Belani, Hrvoje ; Vuković, Marin ; Car, Željka
engleski
Requirements Engineering Challenges in Building AI-Based Complex Systems
This paper identifies and tackles the challenges of the requirements engineering discipline when applied to development of AI-based complex systems. Due to their complex behaviour, there is an immanent need for a tailored development process for such systems. However, there is still no widely used and specifically tailored process in place to effectively and efficiently deal with requirements suitable for specifying a software solution that uses machine learning. By analysing the related work from software engineering and artificial intelligence fields, potential contributions have been recognized from agent-based software engineering and goal-oriented requirements engineering research, as well as examples from large product development companies. The challenges have been discussed, with proposals given how and when to tackle them. RE4AI taxonomy has also been outlined, to inform the tailoring of development process.
requirements engineering, software development, artificial intelligence, complex systems, data science, machine learning, deep learning, development process
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Podaci o prilogu
252-255.
2019.
objavljeno
10.1109/REW.2019.00051
Podaci o matičnoj publikaciji
2019 IEEE 27th International Requirements Engineering Conference Workshops
O’Conner, Lisa
Lahti: Institute of Electrical and Electronics Engineers (IEEE)
978-1-7281-5165-6
Podaci o skupu
27th International Requirements Engineering Conference (IEEE 2019)
predavanje
23.09.2019-27.09.2019
Jeju City, Republika Koreja
Povezanost rada
Trošak objave rada u otvorenom pristupu
Elektrotehnika, Projektni menadžment, Računarstvo