Twin support vector machines (TWSVM), a novel machine learning algorithm developing
from traditional support vector machines (SVM), is one of the typical nonparallel support …

Extreme learning machine (ELM) has attracted widespread attention due to its simple, quick
and good performance. In this work, in order to deal with cross data quickly and efficiently …

This paper proposes a three-class classifier termed as 'Ternion support vector
machine'(TerSVM) and its tree based multi-category classification approach termed as 'Multi …

This chapter is devoted to the study of Generalized Eigenvalue Proximal Support Vector
Machine (GEPSVM) and its variants. Both, classification as well as regression models are …

Semi-supervised learning has attracted researchers due to its advantages over supervised
learning. In this paper, an extremely fast multi-category classification algorithm, termed as …