ABSTRACT

Learn How to Properly Use the Latest Analytics Approaches in Your OrganizationComputational Business Analytics presents tools and techniques for descriptive, predictive, and prescriptive analytics applicable across multiple domains. Through many examples and challenging case studies from a variety of fields, practitioners easily see the connections

chapter 1|16 pages

Analytics Background and Architectures

chapter 2|26 pages

Mathematical and Statistical Preliminaries

chapter 3|22 pages

Statistics for Descriptive Analytics

chapter 4|10 pages

Bayesian Probability and Inference

chapter 7|66 pages

Probabilistic Graphical Modeling

chapter 9|38 pages

Time Series Modeling and Forecasting

chapter 10|14 pages

Monte Carlo Simulation

chapter 11|22 pages

Cluster Analysis and Segmentation

chapter 12|42 pages

Machine Learning for Analytics Models

chapter 13|28 pages

Unstructured Data and Text Analytics

chapter 14|16 pages

Semantic Web

chapter 15|36 pages

Analytics Tools

chapter 16|28 pages

Analytics Case Studies