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CRC Press - Support Vector Machines in Chemistry and Biotech

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Description

Support Vector Machines and Their Application in Chemistry and Biotechnology by CRC Press serves as a vital resource for bridging the gap between mathematical theory and practical scientific use. While mathematicians often understand the empirical performance of Support Vector Machines (SVMs), many professionals in the biological and chemical sciences may lack a deep understanding of how these tools function. This book provides a clear explanation of SVM mechanisms designed specifically for chemists and biologists. It covers a wide range of real-world applications, including drug design, food quality control, metabolic fingerprint analysis, and cancer classification using microarray data. By focusing on the practical side of these computational tools, the text helps researchers apply advanced machine learning techniques to solve complex problems in their specific fields. Whether you are working in biotechnology or chemical research, this book offers the necessary foundation to move from theoretical concepts to successful implementation in your laboratory or research setting.

Key Features

Provides a clear bridge between mathematical theory and practical application for non-mathematicians.

3639234405

Explains metabolic fingerprint analysis and microarray data-based cancer classification methods.

Offers a thorough description of SVM mechanisms from a scientific perspective.

Designed specifically to assist chemists and biologists in understanding machine learning tools.

Product Specifications

Format
hardcover
Domain
Amazon UK
Release Date
09 May 2011
Listed Since
02 March 2010

Barcode

No barcode data available

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