Articles with "weighted undersampling" as a keyword



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A Distance-Based Weighted Undersampling Scheme for Support Vector Machines and its Application to Imbalanced Classification

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Published in 2018 at "IEEE Transactions on Neural Networks and Learning Systems"

DOI: 10.1109/tnnls.2017.2755595

Abstract: A support vector machine (SVM) plays a prominent role in classic machine learning, especially classification and regression. Through its structural risk minimization, it has enjoyed a good reputation in effectively reducing overfitting, avoiding dimensional disaster,… read more here.

Keywords: classification; support vector; distance; undersampling scheme ... See more keywords