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https://en.wikipedia.org/wiki/Support-vector_machine
Transductive support-vector machines were introduced by Vladimir N. Vapnik in 1998. Structured SVM. SVMs have been generalized to structured SVMs, where the label space is structured and of possibly infinite size. Regression
http://www.cs.cmu.edu/~guestrin/Class/10701-S06/Slides/tsvms-pca.pdf
Transductive support vector machines (TSVMs) w. x + b = + 1 w. x + b = - 1 w. x ... transductive SVMs What is transductive v. semi-supervised learning Formulation for transductive SVM ... e.g., polynomials for linear regression Greedy heuristic: Start from empty (or simple) set of
https://www.mathworks.com/help/stats/understanding-support-vector-machine-regression.html
Understanding Support Vector Machine Regression Mathematical Formulation of SVM Regression Overview. Support vector machine (SVM) analysis is a popular machine learning tool for classification and regression, first identified by Vladimir Vapnik and his colleagues in 1992.SVM regression is considered a nonparametric technique because it relies on kernel functions.
http://papers.nips.cc/paper/3843-adaptive-regularization-for-transductive-support-vector-machine.pdf
We discuss the framework of Transductive Support Vector Machine (TSVM) from the perspective of the regularization strength induced by the unlabeled data. In this framework, SVM and TSVM can be regarded as a learning machine without regularization and one with full regular-ization from the unlabeled data, respectively. Therefore, to supplement
https://arxiv.org/pdf/1102.2808.pdf
for the swapping scheme. The proposed transductive ordinal regression algorithm is thus established. 3) Numerical study showed that the TOR achieves signifi-cant accuracy improvements in terms of mean zero-one and absolute errors when pitted against other state-of-the-art algorithms for ordinal regression and transductive support vector machines.
https://www.researchgate.net/publication/221617792_Adaptive_Regularization_for_Transductive_Support_Vector_Machine
Abstract We discuss the framework of Transductive Support Vector Machine (TSVM) from the perspective of the regularization strength induced by the …
https://medium.com/coinmonks/support-vector-regression-or-svr-8eb3acf6d0ff
Jun 29, 2018 · This post is about SUPPORT VECTOR REGRESSION. Those who are in Machine Learning or Data Science are quite familiar with the term SVM or Support Vector Machine. But SVR is a bit different from SVM…
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