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EncartaLabs

Applied Clustering Techniques

( Duration: 2 Days )

This Applied Clustering Techniques training course covers the theoretical and practical implications of a wide array of clustering techniques that are currently available in SAS. The techniques considered include cluster preprocessing, variable clustering, k-means clustering, and hierarchical clustering.

By attending Applied Clustering Techniques workshop, delegates will learn to:

  • Prepare and explore data for a cluster analysis
  • Distinguish among many different clustering techniques, making informed choices about which to use
  • Evaluate the results of a cluster analysis
  • Determine the appropriate number of clusters to retain
  • Profile and describe clustered observations
  • Score observations into clusters

  • Be able to execute SAS programs and create SAS data sets
  • Knowledge in statistics
  • Have an understanding of matrix algebra

The Applied Clustering Techniques class is ideal for:

  • Intermediate- or senior-level statisticians, data analysts, and data miners

COURSE AGENDA

1

Introduction to Clustering

  • Overview
  • Types of clustering
2

Preparation for Clustering

  • Sample selection
  • Variable selection
  • Variable standardization
  • Graphical aids to clustering
  • Within cluster variable transformation
3

Hierarchical Clustering

  • Measuring similarity
  • Hierarchical clustering methods
  • Determining the number of clusters
4

k-Means Clustering

  • The k-means clustering algorithm
  • k-means clustering using the FASTCLUS procedure
  • Determining the number of clusters
5

Nonparametric Clustering

  • Nonparametric clustering
  • Practices
6

Cluster Profiling and Scoring

  • Cluster profiling
  • Scoring new observations

Encarta Labs Advantage

  • One Stop Corporate Training Solution Providers for over 6,000 various courses on a variety of subjects
  • All courses are delivered by Industry Veterans
  • Get jumpstarted from newbie to production ready in a matter of few days
  • Trained more than 50,000 Corporate executives across the Globe
  • All our trainings are conducted in workshop mode with more focus on hands-on sessions

View our other course offerings by visiting https://www.encartalabs.com/course-catalogue-all.php

Contact us for delivering this course as a public/open-house workshop/online training for a group of 10+ candidates.

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