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ST02: Multivariate Data Analysis and Chemometrics

Table of Contents

• Preface
• Introduction
• Module 1: Chemometrics and NIR spectroscopy
• Module 2: Matrix algebra
• Module 3: Statistics and initial data processing
• Module 4: Classical calibration methods
• Module 5: Principal components analysis
• Module 6: Principal components regression
• Module 7: Partial least squares regression I
• Module 8: Partial least squares regression II
• Module 9: Optimizing your model
• Module 10: Prediction and validation
• Module 11: Further topics
• References
• Data

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