0A045 IBM Clustering and Association Modeling Using IBM SPSS Modeler (V16)

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Overview

Clustering and Association Modeling Using IBM SPSS Modeler (v16) is a one day, instructor-led course that is designed to introduce participants to two specific classes of modeling that are available in IBM SPSS Modeler: clustering and associations.

Audience

This course is for IBM SPSS Modeler Analysts who want to become familiar with the full range of modeling techniques available in IBM SPSS Modeler to segment (cluster) data and to create models using association or sequence data.

Syllabus

Introduction to Association and Cluster Modeling

  • Modeling Techniques
  • Clustering Types
  • Association Rules
  • Sequence Detection
  • Which Technique, and When?

Clustering Techniques and K-Means Clustering

  • Cluster Analysis and Principles
  • Explore K-Means Clustering
  • Examine the K-Means Node
  • Explore Clustering Profiles

Clustering Techniques and K-Means Clustering

  • Clustering with a Kohonen Network
  • Examine the Kohonen Node

Clustering Techniques and K-Means Clustering

  • TwoStep Clustering
  • Examine the TwoStep algorithm
  • The TwoStep Node

Association Rules

  • Examine the Apriori association detection algorithm
  • Rule and Measure Formats
  • Explore the Apriori Model Node dialog
  • Identify browsing rules and display statistics
  • Use the Associations
  • Explore the Generate Ruleset dialog
  • Examine the Ruleset in a stream

Advanced Association Rules

  • Advanced Association Rules
  • Explore the Apriori algorithm
  • Explore the Carma algorithm
  • Apriori Expert Options
  • Explore Apriori Evaluation Measures
  • Carma Expert Options
  • Choose a method and Expert Options
  • Missing Data with Association Rules

Sequenced Detection

  • Examine Sequences
  • Examine the Sequence Node
  • Explore Sequence Rulesets
  • Rule support
  • Sorting Rulesets
  • Supernodes
  • Export Rules

Advanced Sequence Detection

  • Explore the Sequence Node
  • Identify Sequence Node options
  • Examine Expert options
  • Examine Time field guidelines
  • Generate Sequence Results
  • Generate and edit the Ruleset
  • Explore the results

Training provider

Teaching mode:
Classroom - Instructor Led
Online - Instructor Led
Duration: 1 day
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