Support Vector Machines for Antenna Array Processing and Electromagnetics

Support Vector Machines for Antenna Array Processing and Electromagnetics
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Artikel-Nr:
9783031005640
Veröffentl:
2007
Einband:
Paperback
Erscheinungsdatum:
31.12.2007
Seiten:
124
Autor:
Christos Christodoulou
Gewicht:
248 g
Format:
235x191x8 mm
Serie:
Synthesis Lectures on Computational Electromagnetics
Sprache:
Englisch
Beschreibung:

Support Vector Machines (SVM) were introduced in the early 90's as a novel nonlinear solution for classification and regression tasks. These techniques have been proved to have superior performances in a large variety of real world applications due to their generalization abilities and robustness against noise and interferences. This book introduces a set of novel techniques based on SVM that are applied to antenna array processing and electromagnetics. In particular, it introduces methods for linear and nonlinear beamforming and parameter design for arrays and electromagnetic applications.
Introduction.- Linear Support Vector Machines.- Nonlinear Support Vector Machines.- Advanced Topics.- Support Vector Machines for Beamforming.- Determination of Angle of Arrival.- Other Applications in Electromagnetics.

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