Chemometric Methods in Analytical Spectroscopy Technology (Hardback)
Hardcover/Science 609 pages English May 25, 2022
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Chemometric Methods in Analytical Spectroscopy Technology (Hardback)
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Introduction.- Modern Spectroscopic Analysis Technology.- Basis of Matrix and Mathematical Statistics.- Preprocessing Methods in Spectroscopy Analysis.- Wavelength Variable Selection Method.- Spectral Dimensionality Reduction Method.- Linear Regression Method.- Non-Linear Regression Method.- Selection of Representative samples.- Outlier Detection Method.- Calibration Model Maintenance.- Pattern Recognition.- Evaluation of Model Performance.- Ways to Improve Model Predictive Ability.- Multi-spectral Fusion Technology.- Multi-way Resolution and Calibration.- Calibration Transfer Method.- Deep Learning Algorithms.- Chemometrics Software and Toolbox.- Discussions.
- Author:
- Xiaoli Chu, Yue Huang, Yonghuan Yun, Xihui Bian
- Publisher:
- Springer
- Publication Date:
- May 25, 2022
- Number of pages:
- 609 pages
- Language:
- English
- Binding:
- Hardcover/Science
- ISBN-10:
- 9811916241
- ISBN-13:
- 9789811916243