Gradient Flows for L2 Support Vector Machine Training

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.

  • Published in:
    arXiv International Conference on Machine Learning (ICML)
  • Type:
    Article
  • Authors:
    C. Bauckhage, H. Schneider, B. Wulff, R. Sifa
  • Year:
    2022

Citation information

C. Bauckhage, H. Schneider, B. Wulff, R. Sifa: Gradient Flows for L2 Support Vector Machine Training, International Conference on Machine Learning (ICML), arXiv, 2022, https://doi.org/10.48550/arXiv.2208.04365, Bauckhage.etal.2022b,