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Erin J. Bredensteiner
Researcher at University of Evansville
Publications - 4
Citations - 902
Erin J. Bredensteiner is an academic researcher from University of Evansville. The author has contributed to research in topics: Bilinear program & Linear programming. The author has an hindex of 4, co-authored 4 publications receiving 867 citations. Previous affiliations of Erin J. Bredensteiner include Rensselaer Polytechnic Institute.
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Journal ArticleDOI
Multicategory Classification by Support Vector Machines
TL;DR: This work investigates how two-class discrimination methods can be extended to the multiclass case, and shows how the linear programming (LP) and quadratic programming (QP) approaches based on Vapnik's Support Vector Machine (SVM) can be combined to yield two new approaches to theMulticlass problem.
Proceedings Article
Duality and Geometry in SVM Classifiers
TL;DR: An intuitive geometric interpretation of the standard support vector machine for classification of both linearly separable and inseparable data is developed and a rigorous derivation of the concepts behind the geometry is provided.
Journal ArticleDOI
A Parametric Optimization Method for Machine Learning
TL;DR: The classification problem of constructing a plane to separate the members of two sets can be formulated as a parametric bilinear program, where the subproblems represent alternative error functions of the misclassified points.
Journal Article
Feature minimization within decision trees
TL;DR: This work reduces the number of features of one dataset from 147 to 2 while maintaining an 83.6% testing accuracy and shows that the resulting minimization algorithm produces more compact, accurate, and interpretable trees.