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  4. Gradient Flows for L2 Support Vector Machine Training
 
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August 8, 2022
Paper (Preprint, Research Paper, Review Paper, White Paper, etc.)
Title

Gradient Flows for L2 Support Vector Machine Training

Title Supplement
Published on arXiv
Abstract
We explore the merits of training of support vector machines for binary classification by means of solving systems of ordinary differential equations. We thus assume a continuous time perspective on a machine learning problem which may be of interest for implementations on (re)emerging hardware platforms such as analog- or quantum computers.
Author(s)
Bauckhage, Christian  
Fraunhofer-Institut für Intelligente Analyse- und Informationssysteme IAIS  
Schneider, Helen
Fraunhofer-Institut für Intelligente Analyse- und Informationssysteme IAIS  
Wulff, Benjamin
Fraunhofer-Institut für Intelligente Analyse- und Informationssysteme IAIS  
Sifa, Rafet  
Fraunhofer-Institut für Intelligente Analyse- und Informationssysteme IAIS  
Project(s)
ML2R  
Funder
Bundesministerium für Bildung und Forschung -BMBF-
Conference
International Conference on Machine Learning 2022  
Open Access
File(s)
Download (591.03 KB)
Rights
CC BY-NC-ND 4.0: Creative Commons Attribution-NonCommercial-NoDerivatives
DOI
10.48550/arXiv.2208.04365
10.24406/publica-560
Language
English
Fraunhofer-Institut für Intelligente Analyse- und Informationssysteme IAIS  
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