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Center for Scalable Data Analytics and Artificial Intelligence

Germany

1 paper here26 citations across 1
fields
  • cs.LG1
ROR 01t4ttr56OpenAlex

affiliations via OpenAlex

most citedLearning physically consistent mathematical models from data using group sparsity

26 citations

researchers with a paper here
  • Bevan L. Cheeseman1
  • Christian L. Müller1
  • Ivo F. Sbalzarini1
  • Suryanarayana Maddu1
collaborating institutions
  • Center for Systems Biology DresdenDE1 paper
  • Flatiron Health (United States)US1 paper
  • German Research Centre for Artificial IntelligenceDE1 paper
  • Helmholtz MunichDE1 paper
  • LMU KlinikumDE1 paper
  • Ludwig-Maximilians-Universität MünchenDE1 paper
  • Max Planck Institute of Molecular Cell Biology and GeneticsDE1 paper
  • Physics of LifeDE1 paper
  • Technische Universität DresdenDE1 paper

1 paper

cs.LG2020★ 26 cited

Learning physically consistent mathematical models from data using group sparsity

Suryanarayana Maddu, Bevan L. Cheeseman, Christian L. Müller +1

We propose a statistical learning framework based on group-sparse regression that can be used to 1) enforce conservation laws, 2) ensure model equivalence, and 3) guarantee symmetr…

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