Mar 19, 2020 · This paper shows how by reusing information from previously evaluated individuals, we can accelerate GPU-based evolutionary induction of DTs on large-scale ...

Section 3 describes in detail the proposed fitness evaluation reuse for accelerating GPU-based evolutionary induction of decision trees. Section 4 presents the ...

Sep 15, 2020 · It searches for the tree structure and tests simultaneously, which results in less complex DTs with at least comparable prediction performance.

One of the emerging alternatives is an evolutionary induction inspired by the biological evolution. It searches for the tree structure and tests simultaneously, ...

Experimental evaluation is carried out on the existing Global Decision Tree system where the fitness calculations are delegated to the GPU, while the core ...

Fitness evaluation reuse for accelerating GPU-based evolutionary induction of decision trees. Authors: Krzysztof Jurczuk,; Marcin Czajkowski, ...

Accelerating GPU-based Evolutionary Induction of Decision Trees - Fitness Evaluation Reuse · List of references · Publications that cite this publication.

One of the emerging alternatives is an evolutionary induction inspired by the biological evolution. It searches for the tree structure and tests simultaneously, ...

In this article, we propose a GPU-based parallelization of evolutionary induction of model trees. Such trees are a special case of decision tree (DT) that is ...

Experimental evaluation is carried out on the existing Global Decision Tree system where the fitness calculations are delegated to the GPU, while the core ...