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EncartaLabs

JMP Pro - Analyzing Curves & Profiles Using Functional Data Explorer

( Duration: 2 Days )

This JMP Pro - Analyzing Curves & Profiles using Functional Data Explorer training course helps you recognize and model functional data. It teaches 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.

By attending JMP Pro - Analyzing Curves & Profiles using Functional Data Explorer workshop, delegates will learn 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

  • Attend a training on JMP Software: Data Exploration and JMP Software: ANOVA and Regression or have equivalent experience.

The JMP Pro - Analyzing Curves & Profiles using Functional Data Explorer class is ideal for:

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

COURSE AGENDA

1

Explore Functional Data

  • Define functional data and their forms
2

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
3

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
4

Extract Functional Principal Components

  • Describe the principal components analysis of continuous functions
  • Derive and use functional principal component scores
5

Functional Analysis of Experiments

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

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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