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For Self Learners
 
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For Advanced Users
Self Running Tutorial   Multivariate Data Analysis I   Multivariate Data Analysis II

Explore the self running tutorial with sample model files from The Unscrambler® - 30 day FREE trial version


 
  • The world is multivariate - Introduction to multivariate data modeling
  • When are multivariate methods useful?
  • Principles and applications of PCA, MLR, PCR...
 
  • Data preprocessing
  • PCA
  • Multivariate regression
  • Prediction
  • Classification (SIMCA and PLS-DA)
  • Multivariate Curve Resolution (MCR)
         
The Introducer   Experimental Design (DoE)   Multivariate Analysis Of
Spectroscopic Data
Multivariate Data Analysis in Practice 5th Ed. by Prof. Kim Esbensen

 

  • Practical applications of multivariate techniques such as PCA, PCR, and PLS
  • Non-mathematical approach - ideal for analysts with little or no background in statistics
  • Step by step introduction of new concepts and techniques that promotes ease of learning
  • Theory supported by practical hands-on exercises based on real-world data


 
  • Introduction to experimental design
  • Questions experimental design can answer
  • Classical experimental strategies / Why is experimental design useful?
 
       
  Introduction to Chemometrics   Multivariate Analysis of Sensory Data
 
  • Introduction: The world is multivariate
  • Principal Component Analysis (PCA) – theory and applications
  • Partial Least Squares Regression (PLS-R) – ...
 
  • Univariate statistics
  • Experimental setup
  • Evaluation of panel data
  • Principal Component Analysis (PCA)
  • Varimax rotation
  • Preference mapping
         
   
Others
    Process modelling and optimisation
   
  • Design of experiments
    • Efficient data collection
    • Screening designs
    • Optimization designs
    • Evolutionary Operation (EVOP) design

         

 

After the course I cannot stop using the Unscrambler, I'm loving it and I am getting much better results than I used to! Thanks for that!
Roberta De Bei
Post Doctoral Fellow
School of Agriculture,
Food and Wine
The University of Adelaide,
Waite Campus
 
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