Computational business analytics /

Computational business analytics /

Chi tiết về thư mục
Tác giả chính:	Das, Subrata Kumar
Định dạng:	Sách
Ngôn ngữ:	English
Được phát hành:	Boca Raton : CRC Press, Taylor & Francis Group, c2014
Loạt:	Chapman & Hall/CRC data mining and knowledge discovery series.
Những chủ đề:	Business intelligence > Data processing. Strategic planning > Data processing. Business > Computer programs. Business requirements analysis. Computer science.
Classic Catalogue:	View this record in Classic Catalogue

Mục lục:

Chapter 1. Analytics background and architectures
chapter 2. Mathematical and statistical preliminaries
chapter 3. Statistics for descriptive analytics
chapter 4. Bayesian probability and inference
chapter 5. Inferential statistics and predictive analytics
chapter 6. Artificial intelligence for symbolic analytics
chapter 7. Probabilistic graphical modeling
chapter 8. Decision support and prescriptive analytics
chapter 9. Time series modeling and forecasting
chapter 10. Monte Carlo simulation
chapter 11. Cluster analysis and segmentation
chapter 12. Machine learning for analytics models
chapter 13. Unstructured data and text analytics
chapter 14. Semantic web
chapter 15. Analytics tools
chapter 16. Analytics case studies.