AI in Software Effort Estimation

Nevena Ranković, Dragica Rankovic, Mirjana Ivanovic*, Ljubomir Lazic

*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingChapterScientificpeer-review

Abstract

This chapter delves into AI’s application in software effort and cost estimation, beginning with the foundational concepts of estimation. It highlights the challenges faced during various phases of the software development lifecycle, from planning to maintenance. The chapter also provides an overview of traditional estimation methods and explores how AI techniques enhance these processes. Finally, it addresses the common challenges in validating AI-based estimation tools, offering solutions to ensure accuracy and reliability.
Original languageEnglish
Title of host publicationRecent Advances in Artificial Intelligence in Cost Estimation in Project Management.
EditorsNevena Ranković, Dragica Rankovic, Mirjana Ivanovic, Ljubomir Lazic
PublisherSpringer Cham
Chapter4
Pages157-195
Number of pages39
ISBN (Electronic)978-3-031-76572-8
ISBN (Print)978-3-031-76571-1
DOIs
Publication statusPublished - 2024

Publication series

NameArtificial Intelligence-Enhanced Software and Systems Engineering
Publisherspringer cham
Volume6
ISSN (Print)2731-6025
ISSN (Electronic)2731-6033

Keywords

  • software effort and cost estimation
  • AI in estimation processes
  • phase-specific estimation challenges
  • Validity of AI estimation tools

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