Computational business analytics /

التفاصيل البيبلوغرافية
المؤلف الرئيسي: Das, Subrata Kumar
التنسيق: كتاب
اللغة:English
منشور في: Boca Raton : CRC Press, Taylor & Francis Group, c2014
سلاسل:Chapman & Hall/CRC data mining and knowledge discovery series.
الموضوعات:
Classic Catalogue: View this record in Classic Catalogue
جدول المحتويات:
  • 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.