{"product_id":"machine-learning-and-pattern-recognition-methods-in-chemistry-from-multivariate-and-data-driven-modeling-paperback-9780323904087","title":"Machine Learning and Pattern Recognition Methods in Chemistry from Multivariate and Data Driven Modeling (Paperback) 9780323904087","description":"\u003cfont face=\"Georgia\"\u003e\r\n\u003cp\u003e\u003cfont size=\"6\"\u003eMachine Learning and Pattern Recognition Methods in Chemistry from Multivariate and Data Driven Modeling\u003c\/font\u003e\u003cbr\u003e\r\n\r\n\r\n\u003c\/p\u003e\n\u003cp\u003e\u003cem\u003eAn introduction to multivariate data and error analysis for chemistry applications\u003c\/em\u003e\u003c\/p\u003e\r\n\r\n\r\n\u003cp\u003e\u003cfont size=\"4\"\u003eJahan B. Ghasemi (Edited by)\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003e9780323904087, Elsevier Science\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003ePaperback, published 20 October 2022\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003e216 pages\u003cbr\u003e22.9 x 15.2 x 1.5 cm, 0.45 kg\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\r\n\r\n\r\n\r\n\u003cp align=\"justify\"\u003e\u003cstrong\u003e\u003cfont size=\"3\"\u003e\u003cp\u003e\u003ci\u003eMachine Learning and Pattern Recognition Methods in Chemistry from Multivariate and Data Driven Modeling\u003c\/i\u003e outlines key knowledge in this area, combining critical introductory approaches with the latest advanced techniques. Beginning with an introduction of univariate and multivariate statistical analysis, the book then explores multivariate calibration and validation methods. Soft modeling in chemical data analysis, hyperspectral data analysis, and autoencoder applications in analytical chemistry are then discussed, providing useful examples of the techniques in chemistry applications. \u003c\/p\u003e  \u003cp\u003eDrawing on the knowledge of a global team of researchers, this book will be a helpful guide for chemists interested in developing their skills in multivariate data and error analysis.\u003c\/p\u003e\u003c\/font\u003e\u003c\/strong\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003e\u003cp\u003e1. 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\u003c\/p\u003e \u003cp\u003eAppendix 1. Introduction to Python\u003c\/p\u003e\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003eSubject Areas: Physical chemistry [\u003ca title=\"See our other books on Physical chemistry\" href=\"https:\/\/freshlyprintedbooks.co.uk\/search?q=%22Physical%20chemistry%20%5BPNR%5D%22\"\u003ePNR\u003c\/a\u003e]\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\r\n\u003c\/font\u003e","brand":"Elsevier","offers":[{"title":"Default Title","offer_id":46651104854296,"sku":"9780323904087","price":132.99,"currency_code":"GBP","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0730\/2037\/5320\/products\/9780323904087.jpg?v=1694110834","url":"https:\/\/freshlyprintedbooks.co.uk\/products\/machine-learning-and-pattern-recognition-methods-in-chemistry-from-multivariate-and-data-driven-modeling-paperback-9780323904087","provider":"Freshly Printed Books","version":"1.0","type":"link"}