Twin Support Vector Machines Models, Extensions and Applications /

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 literat...

Πλήρης περιγραφή

Λεπτομέρειες βιβλιογραφικής εγγραφής
Κύριοι συγγραφείς: Jayadeva (Συγγραφέας), Khemchandani, Reshma (Συγγραφέας), Chandra, Suresh (Συγγραφέας)
Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
Γλώσσα:English
Έκδοση: Cham : Springer International Publishing : Imprint: Springer, 2017.
Σειρά:Studies in Computational Intelligence, 659
Θέματα:
Διαθέσιμο Online:Full Text via HEAL-Link
Πίνακας περιεχομένων:
  • Introduction
  • Generalized Eigenvalue Proximal Support Vector Machines
  • Twin Support Vector Machines (TWSVM) for Classification
  • TWSVR: Twin Support Vector Machine Based Regression
  • Variants of Twin Support Vector Machines: Some More Formulations
  • TWSVM for Unsupervised and Semi-Supervised Learning
  • Some Additional Topics
  • Applications Based on TWSVM
  • References.