ICCK

Juan Couder

Embry-Riddle Aeronautical University

Section 01

Academic Profile

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Section 02

Editorial Roles

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Section 03

ICCK Publications

Open Access | Research Article | 09 May 2026
Mapping Traditional Software Non-Functional Requirements into the Machine Learning Context
ICCK Journal of Software Engineering | Volume 2, Issue 2: 102-120, 2026 | DOI: 10.62762/JSE.2026.908327
Abstract
Non-Functional Requirements (NFRs) are quality-focused attributes of a system that impact functional components. There are 24 common NFR classes with some of the most used being performance, scalability, availability, reliability, and security. The implementations of these classes are ambiguous and describe the attributes on the behavior of software. Due to their nature, NFRs are typically realized through the specification and implementation of functional requirements. For traditional software systems, the NFR definitions are well known. However, in Machine Learning (ML), which has numerous applications across a multitude of domains, a current challenge is that traditional software non-func... More >

Graphical Abstract
Mapping Traditional Software Non-Functional Requirements into the Machine Learning Context