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researcher

Kai Rothauge

7 papers hereh-index 5189 citations12 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author4
  • middle author3

Across the 7 of 7 papers where every author was matched, so the position is known.

fields
  • cs.DC3
  • cs.LG2
  • math.OC2

identity via Semantic Scholar / OpenAlex

activity
20152019
most citedOn the Computational Inefficiency of Large Batch Sizes for Stochastic Gradient Descent

42 citations · 54 across the 7 of their papers we have counts for

collaborators
Showing math.OCShow all

2 papers · 1 filter

math.OC2016

The Discrete Adjoint Method for Exponential Integration

Kai Rothauge, Eldad Haber, Uri Ascher

The implementation of the discrete adjoint method for exponential time differencing (ETD) schemes is considered. This is important for parameter estimation problems that are constr…

math.OC2015★ 1 cited

Numerical Computation of the Gradient and the Action of the Hessian for Time-Dependent PDE-Constrained Optimization Problems

Kai Rothauge, Eldad Haber, Uri Ascher

We present a systematic derivation of the algorithms required for computing the gradient and the action of the Hessian of an arbitrary misfit function for large-scale parameter est…

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