JMP data visualization illustration - clades

JMP® Education

Advanced Topics and JMP Pro

JMP®: Analyzing and Modeling Multidimensional Data

This course is for JMP users who work with data that have many variables. The course demonstrates various ways to examine high-dimensional data in fewer dimensions, as well as patterns that exist in the data.

Methods for unsupervised learning are presented in which relationships between the observations, as well as relationships between the variables, are uncovered. The course also demonstrates various ways of performing supervised learning where the relationships among both the output variables and the input variables are considered. In the course, emphasis is on understanding the results of the analysis and presenting conclusions with graphs.

Duration: 4 half-day sessions

Learn how to:
  • Use principal component analysis to reduce the number of data dimensions
  • Use loading plots to understand the relationships between variables
  • Interpret principal component scores and perform factor analysis
  • Build more stable models by removing collinearity with principal component regression (PCR)
  • Identify natural groupings in the data via cluster analysis
  • Identify clusters of variables
  • Classify observations into groups with discriminant analysis
  • Fit complex multivariate predictive models with partial least squares (PLS) regression models.
Introduction to Multidimensional Data
  • Multidimensional analysis
  • Review of matrix algebra
Principal Component Analysis
  • Interpretation of principal components
  • Finding principal components
Principal Component Regression
  • Principal component regression

Factor Analysis

  • Factor extraction
  • Factor rotation
Cluster Analysis
  • Introduction to cluster analysis
  • Hierarchical clustering
  • K-means clustering
  • Variable clustering
Discriminant Analysis
  • Discrimination
  • Classification
Partial Least Squares Regression
  • PLS algorithms
  • PLS reports
Course Dates

This course is not available at this time. Please check back at a later date.

Don’t see a course you want listed on the dates that you need? Contact us at training@jmp.com.

 

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