Recent Advances in Artificial Intelligence in Cost Estimation in Project Management - Nevena Rankovic, Dragica Ranković, Mirjana Ivanovic, Ljubomir Lazić

Recent Advances in Artificial Intelligence in Cost Estimation in Project Management

Buch | Hardcover
X, 410 Seiten
2025
Springer International Publishing (Verlag)
978-3-031-76571-1 (ISBN)
181,89 inkl. MwSt

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.

Introduction.- Top AI Techniques for Every Phase of Software Project Management.- Use of AI Methods in Software Project Scheduling.- AI in Software Effort Estimation.- AI in Risk Management.- AI in Project Resource Management.- AI software project management tools.- Conclusion.- Optimizing Effort and Cost Estimation: Model Implementation using Artificial Neural Networks and Taguchi's Orthogonal Vector Plans.

Erscheint lt. Verlag 20.1.2025
Reihe/Serie Artificial Intelligence-Enhanced Software and Systems Engineering
Zusatzinfo Approx. 350 p.
Verlagsort Cham
Sprache englisch
Maße 155 x 235 mm
Themenwelt Informatik Theorie / Studium Künstliche Intelligenz / Robotik
Technik
Wirtschaft Betriebswirtschaft / Management Projektmanagement
Schlagworte AI Paradigms • Computational Intelligence • Effort and Cost Estimation • Optimization • Orthogonal Vector Plans • Practical Aspects of Software Project Estimation • Robust Design of Experiment • Software Project Management • Taguchi method
ISBN-10 3-031-76571-0 / 3031765710
ISBN-13 978-3-031-76571-1 / 9783031765711
Zustand Neuware
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