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Decision Tree Modeling

Duration: 2.0 days
Course fee: $1,450
EPTO units: 2.8
CEUs: 1.2
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This outline is provisional and subject to change.

This course covers tree-structured predictive models and the methodology for growing, pruning, and assessing decision trees. In addition, this course discusses many of the auxiliary uses of trees such as exploratory data analysis, dimension reduction, and missing value imputation.

Learn how to

Who should attend

Predictive modelers and data analysts who want to build decision trees using SAS Enterprise Miner software

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Prerequisites
Before attending this course, you should
Course Contents
Tree-Structured Models
  • classification trees
  • regression trees
Recursive Partitioning
  • binary and multiway splits
  • splitting criteria
  • missing values
Pruning
  • p-value adjustments
  • profit/loss considerations
  • class probability trees
  • cross-validation
Auxiliary Uses of Trees
  • data exploration
  • dimension reduction
  • imputation
Ensembles of Trees
  • bagging
  • arcing
  • gradiant boosting
Software
This course addresses SAS Enterprise Miner.
Course Materials
Students receive a hardcopy of the course notes and, in some courses, can choose to take home a copy of the course data.
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