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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 proceeding › Chapter › Scientific › peer-review

    853 Downloads (Pure)

    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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