Twin Support Vector Machines
Produktnummer:
183566efa5a08e45a89a37d3e0bcf60c4b
| Autor: | Chandra, Suresh Jayadeva Khemchandani, Reshma |
|---|---|
| Themengebiete: | Computational Intelligence Machine Learning Support Vector Machines TWSVM Twin Support Vector Machines Unsupervised and Semi-Supervised Learning |
| Veröffentlichungsdatum: | 05.07.2018 |
| EAN: | 9783319834627 |
| Sprache: | Englisch |
| Seitenzahl: | 211 |
| Produktart: | Kartoniert / Broschiert |
| Verlag: | Springer International Publishing |
| Untertitel: | Models, Extensions and Applications |
Produktinformationen "Twin Support Vector Machines"
This book provides a systematic and focused study of the various aspects of twin support vector machines (TWSVM) and related developments for classification and regression. In addition to presenting most of the basic models of TWSVM and twin support vector regression (TWSVR) available in the literature, it also discusses the important and challenging applications of this new machine learning methodology. A chapter on “Additional Topics” has been included to discuss kernel optimization and support tensor machine topics, which are comparatively new but have great potential in applications. It is primarily written for graduate students and researchers in the area of machine learning and related topics in computer science, mathematics, electrical engineering, management science and finance.
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