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Lennart Schneider

Reshuffling Resampling Splits Can Improve Generalization of Hyperparameter Optimization

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May 24, 2024
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Evaluating machine learning models in non-standard settings: An overview and new findings

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Oct 23, 2023
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Q(D)O-ES: Population-based Quality (Diversity) Optimisation for Post Hoc Ensemble Selection in AutoML

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Aug 02, 2023
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Multi-Objective Optimization of Performance and Interpretability of Tabular Supervised Machine Learning Models

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Jul 17, 2023
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HPO X ELA: Investigating Hyperparameter Optimization Landscapes by Means of Exploratory Landscape Analysis

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Jul 30, 2022
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Tackling Neural Architecture Search With Quality Diversity Optimization

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Jul 30, 2022
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Multi-Objective Hyperparameter Optimization -- An Overview

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Jun 15, 2022
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A Collection of Quality Diversity Optimization Problems Derived from Hyperparameter Optimization of Machine Learning Models

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Apr 28, 2022
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Automated Benchmark-Driven Design and Explanation of Hyperparameter Optimizers

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Nov 29, 2021
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YAHPO Gym -- Design Criteria and a new Multifidelity Benchmark for Hyperparameter Optimization

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Sep 08, 2021
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