JMP data visualization illustration - clades

JMP® Education

ADVANCED TOPICS AND JMP PRO

JMP® Pro: Analyzing Curves and Profiles Using the Functional Data Explorer

This course helps you recognize and model functional data using JMP Pro. It teaches you to use the data as a response, such as the outcome for a designed experiment, or as new covariates or features, such as in a multivariate analysis.

Functional data are defined as a function, profile, or curve. They are a series of observations over time or any other continuous variable. These data can be modeled so that changes in the shape can be associated with changes in other variables.

Duration: 4 half-day sessions

Learn how to:

  • Recognize functional data and their uses.
  • Preprocess data to suit the functional data analysis.
  • Select a model of the functions.
  • Obtain optimal representations of the functions.
  • Use the new representations as the responses in the analysis of a designed experiment.
Who should attend

Directors, managers, engineers, scientists, technicians, and analysts who work with functional data to design, develop, improve, and optimize a product or process

Explore Functional Data

  • Define functional data and their forms.

Preprocess Functional Data

  • Identify different formats of functional data.
  • Clean up functional data (recoding tasks).
  • Transform functional data output (centering and scaling, other common transformations).
  • Align functional data input.

Fit Models of Functional Data

  • Describe a basis function expansion as a model for a continuous function.
  • Optimize trade-off between model bias and variance with smoothing.
  • Select splines or Fourier basis for the model.
  • Fit the model.
  • Select the best model.
  • Diagnose the model.

Extract Functional Principal Components

  • Describe the principal components analysis of continuous functions.
  • Derive and use functional principal component scores.

Functional Analysis of Experiments

  • Identify the goals of the analysis of an experiment.
  • Estimate factor effects on the functional principal components.

Capstone Case Studies

  • Select one of several new cases chosen from different industries to practice a complete functional data analysis.
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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