Michael Affenzeller
3 papers in the PaperMetrix corpus
Papers by this author
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Towards a stream based machine learning testbed
2020
With the rise of data analytics in industrial applications a heterogeneous tool landscape developed over the past few years. To cope with highly dynamic and domain-specific requirements of such applications, scripting programming languages and frameworks, …
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Hash-Based Tree Similarity and Simplification in Genetic Programming for Symbolic Regression
2021 · arXiv (Cornell University)
We introduce in this paper a runtime-efficient tree hashing algorithm for the identification of isomorphic subtrees, with two important applications in genetic programming for symbolic regression: fast, online calculation of population diversity and algebraic simplification …
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Optimization Networks for Integrated Machine Learning
2021 · arXiv (Cornell University)
Optimization networks are a new methodology for holistically solving interrelated problems that have been developed with combinatorial optimization problems in mind. In this contribution we revisit the core principles of optimization networks and demonstrate their …