Machine Learning and Pattern Recognition Methods in Chemistry from Multivariate and Data Driven Modeling

Machine Learning and Pattern Recognition Methods in Chemistry from Multivariate and Data Driven Modeling

Ghasemi, Jahan B.

Elsevier - Health Sciences Division

10/2022

216

Mole

Inglês

9780323904087

15 a 20 dias

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1. Statistical Methods in Chemical Data Analysis 2. Multivariate Predictive Modeling and Validation 3. Multivariate Pattern Recognition by Machine Learning Methods 4. Tuning the Apparent Thermodynamic Parameters of Chemical Systems 5. The Analytical/Measurement Sources of Multivariate Errors 6. Autoencoders in Analytical Chemistry 7. Uniqueness in Resolving Multivariate Chemical Data

Appendix 1. Introduction to Python
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Statistical Analysis; Multivariate Data Analysis; Multivariate Errors; Machine Learning; Pattern Recognition; Autoencodeing; Softmodeling; Chemical Data