Generalization ability of online pairwise support vector machine
Sign Up to like & getrecommendations! Published in 2021 at "Journal of Mathematical Analysis and Applications"
DOI: 10.1016/j.jmaa.2020.124914
Abstract: Abstract Pairwise classification depends on two input examples instead of one example and predicts whether the two input examples belong to the same class or to different classes. In this paper we investigate online pairwise… read more here.
Keywords: opsvm algorithm; vector machine; pairwise support; online pairwise ... See more keywords
Refined bounds for online pairwise learning algorithms
Sign Up to like & getrecommendations! Published in 2018 at "Neurocomputing"
DOI: 10.1016/j.neucom.2017.11.049
Abstract: Abstract Motivated by the recent growing interest in pairwise learning problems, we study the generalization performance of Online Pairwise lEaRning Algorithm (OPERA) in a reproducing kernel Hilbert space (RKHS) without an explicit regularization. The convergence… read more here.
Keywords: pairwise; online pairwise; pairwise learning; refined bounds ... See more keywords