@inproceedings{26083c12fb764d0aa03ee235ae345b0b,
title = "Conceptual Mappings of Conventional Software and Machine Learning-based Applications Development",
abstract = "This paper presents two concept models to compare and contrast conventional software development life cycle(SDLC) and the development of smart applications where Artificial Intelligence/Machine Learning (AI/ML) modules are integrated into the software products. The first concept model illustrates the intersections and differences between SDLC and AI/ML-based application development; whereas, the second concept model depicts the processes/concepts involved in data preprocessing stage of AI/ML-based application development. The concept models show that while there are some similarities between SDLC and AI/ML-based application development; AI/ML-based development follows its own unique features and challenges that need development of further software engineering techniques.",
keywords = "Concept Map, Machine Learning Applications, Software Development Life cycle (SDLC)",
author = "Shannon Angel and Namin, {Akbar Siami}",
note = "Publisher Copyright: {\textcopyright} 2022 IEEE.; 46th IEEE Annual Computers, Software, and Applications Conference, COMPSAC 2022 ; Conference date: 27-06-2022 Through 01-07-2022",
year = "2022",
doi = "10.1109/COMPSAC54236.2022.00193",
language = "English",
series = "Proceedings - 2022 IEEE 46th Annual Computers, Software, and Applications Conference, COMPSAC 2022",
publisher = "Institute of Electrical and Electronics Engineers Inc.",
pages = "1223--1230",
editor = "{Va Leong}, Hong and Sarvestani, {Sahra Sedigh} and Yuuichi Teranishi and Alfredo Cuzzocrea and Hiroki Kashiwazaki and Dave Towey and Ji-Jiang Yang and Hossain Shahriar",
booktitle = "Proceedings - 2022 IEEE 46th Annual Computers, Software, and Applications Conference, COMPSAC 2022",
}