Search Results for author: Alexander Brownlee

Found 2 papers, 0 papers with code

Evolutionary Computation and Explainable AI: A Roadmap to Transparent Intelligent Systems

no code implementations12 Jun 2024 Ryan Zhou, Jaume Bacardit, Alexander Brownlee, Stefano Cagnoni, Martin Fyvie, Giovanni Iacca, John McCall, Niki van Stein, David Walker, Ting Hu

Additionally, we discuss the application of XAI principles within EC itself, examining how these principles can shed some light on the behavior and outcomes of EC algorithms in general, on the (automatic) configuration of these algorithms, and on the underlying problem landscapes that these algorithms optimize.

Explainable artificial intelligence Explainable Artificial Intelligence (XAI)

An Application of a Multivariate Estimation of Distribution Algorithm to Cancer Chemotherapy

no code implementations17 May 2022 Alexander Brownlee, Martin Pelikan, John McCall, Andrei Petrovski

We hypothesise that this is caused by the more sophisticated algorithm being impeded by the large number of interactions in the problem which are unnecessary for its solution.

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