Tag: svm
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The Machine Learning “Advent Calendar” Day 15: SVM in Excel
The Machine Learning “Advent Calendar” Day 15: SVM in Excel Instead of starting with margins and geometry, this article builds the Support Vector Machine step by step from familiar models. By changing the loss function and reusing regularization, SVM appears naturally as a linear classifier trained by optimization. This perspective unifies logistic regression, SVM, and…
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Exact characterization of {epsilon}-Safe Decision Regions for exponential family distributions and Multi Cost SVM approximation
Exact characterization of {epsilon}-Safe Decision Regions for exponential family distributions and Multi Cost SVM approximation arXiv:2501.17731v1 Announce Type: new Abstract: Probabilistic guarantees on the prediction of data-driven classifiers are necessary to define models that can be considered reliable. This is a key requirement for modern machine learning in which the goodness of a system is…