Deep Neural Networks as Optimal Control Problems

Authors

  • Diego Dias Sobrinho
  • Rafael Benchimol Klausner
  • Roberto Machado Velho

Abstract

Deep Neural networks play an important role in regression and classification problems. A new approach [1] regards the training of such networks via optimal control problems. [...]

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Author Biographies

Diego Dias Sobrinho

UFRJ, Rio de Janeiro, Brazil

Rafael Benchimol Klausner

PSR Energy Consulting and Analytics, Rio de Janeiro, Brazil

Roberto Machado Velho

Sarpen Quant Investments, São Paulo, Brazil

References

Martin Benning et al. “Deep learning as optimal control problems: Models and numerical methods”. In: Journal of Computational Dynamics 6.2 (2019), pp. 171–198.

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Published

2022-12-08

Issue

Section

Resumos