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Englisch
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Beschreibung
Presenting a clear bridge between theory and application, this volume provides a thorough description of the mechanism of support vector machines (SVMs) from the point of view of chemists and biologists. Topics discussed include elements and algorithms of support vector classification (SVC) machines and support vector regression machines (SVR), the kernel function for solving nonlinear problems, ensemble learning of SVMs, applications of SVMs to near-infrared data, SVMs and quantitative structure-activity/property relationships (QSAR/QSPR), quality control of traditional Chinese medicine by means of the chromatography fingerprint technique, and the use of SVMS in exploring the biological data produced in OMICS study.
Presenting a clear bridge between theory and application, this volume provides a thorough description of the mechanism of support vector machines (SVMs) from the point of view of chemists and biologists. Topics discussed include elements and algorithms of support vector classification (SVC) machines and support vector regression machines (SVR), the kernel function for solving nonlinear problems, ensemble learning of SVMs, applications of SVMs to near-infrared data, SVMs and quantitative structure-activity/property relationships (QSAR/QSPR), quality control of traditional Chinese medicine by means of the chromatography fingerprint technique, and the use of SVMS in exploring the biological data produced in OMICS study.
Über den Autor
Yizeng Liang and Qing-Song Xu are with Central South University in Changsha, China.
Inhaltsverzeichnis
Overview of support vector machines. Support vector machines for classification and regression. Kernel methods. Ensemble learning of support vector machines. Support vector machines applied to near-infrared spectroscopy. Support vector machines and QSAR/QSPR. Support vector machines applied to traditional Chinese medicine. Support vector machines applied to OMICS study. Index.
Details
| Erscheinungsjahr: | 2018 |
|---|---|
| Fachbereich: | EDV |
| Genre: | Importe, Informatik |
| Rubrik: | Naturwissenschaften & Technik |
| Thema: | Lexika |
| Medium: | Taschenbuch |
| ISBN-13: | 9781138381971 |
| ISBN-10: | 1138381977 |
| Sprache: | Englisch |
| Einband: | Kartoniert / Broschiert |
| Autor: |
Liang, Yizeng
Xu, Qing-Song Li, Hong-Dong |
| Hersteller: | CRC Press |
| Verantwortliche Person für die EU: | Libri GmbH, Europaallee 1, D-36244 Bad Hersfeld, gpsr@libri.de |
| Maße: | 234 x 156 x 12 mm |
| Von/Mit: | Yizeng Liang (u. a.) |
| Erscheinungsdatum: | 10.09.2018 |
| Gewicht: | 0,33 kg |