Development Methodologies for Big Data Analytics Systems

Development Methodologies for Big Data Analytics Systems

Plan-driven, Agile, Hybrid, Lightweight Approaches

Mora, Manuel; Marx Gomez, Jorge; Duran-Limon, Hector; Wang, Fen

Springer International Publishing AG

11/2024

280

Mole

9783031409585

15 a 20 dias

Descrição não disponível.
Introduction.- Section I - Foundations on Big Data Analytics Systems.- Big Data Analytics foundations.- Big Data Science foundations.- Big Data Analytics Systems Frameworks.- Big Data Analytics Systems Architectures.- Big Data Analytics Tools and Platforms.- Big Data Analytics Computational Techniques.- Section II - Plan-Driven Development Methodologies for Big Data Analytics Systems.- CRISP-DM.- SEMMA.- KDD.- Section III - Emergent Agile and Hybrid Lightweight Development.- Methodologies for Big Data Analytics Systems.- Scrum.- ISO/IEC 29110.- Microsoft TDSP.- Section IV - Cases Studies of Big Data Analytics Systems Projects.- Applications in Healthcare.- Applications in Marketing.- Applications in Financial.- Applications in Education.- Applications in Sports.- Section V - Challenges and Future Directions on Big Data Analytics Systems Projects.- Review of challenges.- Current problems and limitations.- Future directions.- Conclusion.
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Big Data Analytics Systems;Big Data Development Methodologies;CRISP-DM;SEMMA and KDD;Scrum;Agile practices;Data Analytics Science