Web: http://arxiv.org/abs/2205.12460

Sept. 23, 2022, 1:12 a.m. | Liyun Zeng, Hao Helen Zhang

cs.LG updates on arXiv.org arxiv.org

Multiclass probability estimation is the problem of estimating conditional
probabilities of a data point belonging to a class given its covariate
information. It has broad applications in statistical analysis and data
science. Recently a class of weighted Support Vector Machines (wSVMs) has been
developed to estimate class probabilities through ensemble learning for
$K$-class problems (Wu, Zhang and Liu, 2010; Wang, Zhang and Wu, 2019), where
$K$ is the number of classes. The estimators are robust and achieve high
accuracy for …

algorithms arxiv linear probability scalable

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