Computational business analytics /

Bibliographic Details
Call Number:Libro Electrónico
Main Author: Das, Subrata (Author)
Format: Electronic eBook
Language:Inglés
Published: Boca Raton : CRC Press, Taylor & Francis Group, [2014]
Series:Chapman & Hall/CRC data mining and knowledge discovery series.
Subjects:
Business > Computer programs.
Business requirements analysis.
Analyse des exigences fonctionnelles (Gestion d'entreprise)
BUSINESS & ECONOMICS > Industrial Management.
BUSINESS & ECONOMICS > Management.
BUSINESS & ECONOMICS > Management Science.
BUSINESS & ECONOMICS > Organizational Behavior.
Online Access:Texto completo (Requiere registro previo con correo institucional)
Table of Contents:
  • Analytics background and architectures
  • Mathematical and statistical preliminaries
  • Statistics for descriptive analytics
  • Bayesian probability and inference
  • Inferential statistics and predictive analytics
  • Artificial intelligence for symbolic analytics
  • Probabilistic graphical modeling
  • Decision support and prescriptive analytics
  • Time series modeling and forecasting
  • Monte Carlo simulation
  • Cluster analysis and segmentation
  • Machine learning for analytics models
  • Unstructured data and text analytics
  • Semantic web
  • Analytics tools
  • Analytics case studies.

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