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Applied predictive analytics principles and techniques for the professional data analyst

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Bibliographic Details
Main Author: Abbott, Dean (Author)
Format: Book
Language:English
Published: Indianapolis, IN John Wiley & Sons [2014]
Subjects:
Business planning > Mathematical models
Decision making > mathematical models
Management > Mathematical models
Data mining
Business planning > Data processing
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Table of Contents:
  • Overview of predictive analysis
  • Setting up the problem
  • Data understanding
  • Data preparation
  • Item sets and association rules
  • Descriptive modeling
  • Interpreting descriptive models
  • Predictive modeling
  • Assessing predictive models
  • Model ensembles
  • Text mining
  • Model deployment
  • Case studies

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