Search Results for author: Florian Beck

Found 3 papers, 1 papers with code

Efficient learning of large sets of locally optimal classification rules

1 code implementation24 Jan 2023 Van Quoc Phuong Huynh, Johannes Fürnkranz, Florian Beck

Instead, we propose an efficient algorithm that aims at finding the best rule covering each training example in a greedy optimization consisting of one specialization and one generalization loop.

Classification

An Empirical Investigation into Deep and Shallow Rule Learning

no code implementations18 Jun 2021 Florian Beck, Johannes Fürnkranz

Inductive rule learning is arguably among the most traditional paradigms in machine learning.

An Investigation into Mini-Batch Rule Learning

no code implementations18 Jun 2021 Florian Beck, Johannes Fürnkranz

We investigate whether it is possible to learn rule sets efficiently in a network structure with a single hidden layer using iterative refinements over mini-batches of examples.

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