Recent Advances in Artificial Intelligence in Cost Estimation in Project Management

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.

Sommario

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.

Dettagli sul prodotto

• Autori: Mirja Ivanovic, Mirjana Ivanovic, Ljubomir Lazic, Ljubomir Lazić, Dragica Rankovic, Nevena Rankovic, Dragica Ranković
• Editore: Springer, Berlin
• Lingue: Inglese
• Formato: Copertina rigida
• Pubblicazione: 01.01.2025
• EAN: 9783031765711
• ISBN: 978-3-0-3176571-1
• Pagine: 417
• Dimensioni: 155 mm x 23 mm x 235 mm
• Peso: 832 g
• Illustrazioni: XI, 417 p. 138 illus., 137 illus. in color.
• Serie: Artificial Intelligence-enhanced Software and Systems Engineering
• Categorie: Scienze naturali, medicina, informatica, tecnica > Tecnica > Tematiche generali, enciclopedie; Projektmanagement, Optimization, Artificial Intelligence, Project management, Computational Intelligence, software project management, Taguchi Method, Robust Design of Experiment, AI Paradigms, Practical Aspects of Software Project Estimation, Effort and Cost Estimation, Orthogonal Vector Plans