Description

Book Synopsis
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.

Table of Contents
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.

Support Vector Machines for Antenna Array Processing and Electromagnetics

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    A Paperback by Manel Martínez-Ramón, Christos Christodoulou

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      View other formats and editions of Support Vector Machines for Antenna Array Processing and Electromagnetics by Manel Martínez-Ramón

      Publisher: Springer International Publishing AG
      Publication Date: Publication Date: 31/12/2007
      ISBN13: 9783031005640, 978-3031005640
      ISBN10: 3031005643

      Description

      Book Synopsis
      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.

      Table of Contents
      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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