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portada Chemometric Methods in Analytical Spectroscopy Technology
Type
Physical Book
Author
Publisher
Language
English
Pages
595
Format
Hardcover
Dimensions
23.4x15.6x3.3 cm
Weight
1.03 kg.
ISBN13
9789811916243
Categories

Chemometric Methods in Analytical Spectroscopy Technology

Xiaoli Chu (Author) · Yue Huang (Author) · Yong-Huan Yun (Author) · Springer · Hardcover

Chemometric Methods in Analytical Spectroscopy Technology - Chu, Xiaoli ; Huang, Yue ; Yun, Yong-Huan

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Synopsis "Chemometric Methods in Analytical Spectroscopy Technology"

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.

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