Recent Advances in Artificial Intelligence in Cost Estimation in Project Management

Nevena Ranković, Dragica Rankovic, Mirjana Ivanovic, Ljubomir Lazic

Research output: Book/ReportBookScientific

Abstract

This book focuses on the practical application of AI tools and techniques in software project management, offering detailed theoretical explanations and practical examples of over 40 state-of-the-art machine learning and deep learning algorithms applied across each project phase, as well as in risk and resource management. Helping the business world estimate projects more accurately while saving costs and resources is crucial in today’s rapidly changing, fast-paced technological landscape. Moreover, it presents specific aspects of combined approaches through ensemble models, incorporating Taguchi’s optimization method to further improve estimation accuracy, advancing this area of software project management. A valuable resource for students and professionals to deepen their knowledge and skills, it also serves as a great manual for companies adopting smarter strategies to manage and develop projects more efficiently and effectively.

Original languageEnglish
PublisherSpringer Cham
Number of pages410
Edition1
ISBN (Electronic)978-3-031-76572-8
ISBN (Print)978-3-031-76571-1
Publication statusAccepted/In press - 2024

Publication series

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

Keywords

  • Computational Intelligence
  • Effort and Cost Estimation
  • AI Paradigms
  • Software Project Management
  • Optimization
  • Robust Design of Experiment
  • Taguchi Method
  • Orthogonal Vector Plans
  • Practical Aspects of Software Project Estimation

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