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Advanced Statistical Modeling

Advanced techniques that don't require an advanced degree.

  • Easily deal with the diversity of modeling tasks: univariate, multivariate and multifactor.
  • Use your data in the modern forms collected – text, functional and more – and transform it to data for building more useful models for better insights.


Advanced Statistical Modeling With JMP: Highlighted Features

Multivariate analysis

  • Principal components analysis (PCA)
  • Clustering
  • Correlation analysis
  • Factor analysis
  • Multidimensional scaling
  • Structural equation modeling (SEM) PRO
  • Discriminant analysis
  • Multiple correspondence analysis
  • Latent class analysis
  • Partial least squares (PLS)
  • t-SNE

Nonlinear modeling

  • Dissolution
  • Nonlinear regression
  • Gaussian process model PRO
  • Spline fitting
  • Fit curve

Time series

  • Seasonality
  • Autocorrelation
  • Moving average
  • Auto regressive (AR)

Advanced regression

  • Generalized regression PRO
  • Mixed models
  • Generalized linear models
  • Penalized regression PRO
  • Random effects

Variable selection

  • Predictor screening
  • Variable importance
  • Stepwise
  • All possible models
  • Column contributions

Functional data analysis

  • Spectral analysis PRO
  • Wavelet analysis PRO
  • Smoothing PRO
  • Savitzky-Golay smoothing PRO
  • Functional DOE PRO
  • B-Spline PRO
  • P-Spline PRO
  • Fourier basis PRO

Process optimization

  • Profiling
  • Simulation
  • Trade space analysis

JMP is the market leader. It utilizes strong multivariate tools, which we need, and every version release comes with new and improved bells and whistles.

Kieran O'Mahony
Data Science and Analytics Manager, Dairygold

The best discoveries start with JMP

JMP data visualization illustration - bubble plot

JMP® Analytic Capabilities

See everything that JMP® can do for you and your organization, from data access and cleaning, to exploration and visualization, all the way through sharing and communicating your results.

JMP Analytic Capabilities

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