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Disambiguation of "Trautmann, Heike"

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Automated algorithm selection on continuous black-box problems by combining Exploratory Landscape Analysis and machine learning

, and . Evol. Comput., 27 (1): 99--127 (2019)

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On the potential of normalized TSP features for automated algorithm selection, , , , , and . Proceedings of the 16th ACM/SIGEVO Conference on Foundations of Genetic Algorithms, New York, NY, USA, ACM, (September 2021)Neural Networks as Black-Box Benchmark Functions Optimized for Exploratory Landscape Features, , , , , , , and . FOGA 2023, page 129--139. United States, Association for Computing Machinery, (Aug 30, 2023)Publisher Copyright: © 2023 ACM.; 17th ACM/SIGEVO Conference on Foundations of Genetic Algorithms, FOGA 2023, FOGA 2023 ; Conference date: 30-08-2023 Through 01-09-2023.Multi$^3$: Optimizing multimodal single-objective continuous problems in the multi-objective space by means of multiobjectivization, , , , and . Lecture Notes in Computer Science, Springer International Publishing, Cham, (2021)Deep learning as a competitive feature-free approach for automated algorithm selection on the traveling salesperson problem, , , , and . Parallel Problem Solving from Nature -- PPSN XVI, Springer International Publishing, Cham, (2020)HPO $$ ELA: Investigating hyperparameter optimization landscapes by means of exploratory landscape analysis, , , , , and . Lecture Notes in Computer Science, Springer International Publishing, Cham, (2022)BBE: Basin-based evaluation of multimodal multi-objective optimization problems, , , , , and . Lecture Notes in Computer Science, Springer International Publishing, Cham, (2022)Anytime behavior of inexact TSP solvers and perspectives for automated algorithm selection, , and . 2020 IEEE Congress on Evolutionary Computation (CEC), IEEE, (July 2020)Multiobjectivization of local search: Single-objective optimization benefits from multi-objective gradient descent, , , , and . 2020 IEEE Symposium Series on Computational Intelligence (SSCI), IEEE, (December 2020)Towards feature-free automated algorithm selection for single-objective continuous black-box optimization, , , and . 2021 IEEE Symposium Series on Computational Intelligence (SSCI), IEEE, (December 2021)A multi-objective perspective on performance assessment and automated selection of single-objective optimization algorithms, , and . Appl. Soft Comput., 88 (105901): 105901 (March 2020)