Detail kurzu

Applied Clustering Techniques

EDU Trainings s.r.o.

Popis kurzu

The course looks at 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, -means clustering, and hierarchical clustering.

Obsah kurzu

Introduction to ClusteringOverview.Types of clustering in this course.Preparation for ClusteringSample selection.Variable selection.Variable standardization. Graphical aids to clustering.Within cluster variable transformation.Hierarchical ClusteringMeasuring similarity.Hierarchical clustering methods.Determining the number of clusters.kkkDetermining the number of clusters.Nonparametric ClusteringNonparametric clustering.Practices.Cluster Profiling and ScoringCluster profiling.Scoring new observations.Appendix A: Canonical Discriminant Analysis (CDA) PlotsAppendix B: Fuzzy ClusteringAppendix C: Assessing Multivariate NormalityAppendix D: References

Cílová skupina

Intermediate- or senior-level statisticians, data analysts, and data miners
Certifikát Na dotaz.
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