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SELECTOR: Selecting a Representative Benchmark Suite for Reproducible Statistical Comparison



Gjorgjina Cenikj , Ryan Dieter Lang , Andries Petrus Engelbrecht , Carola Doerr , Peter Korošec , Tome Eftimov

* 10 pages, 6 figures 

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Per-run Algorithm Selection with Warm-starting using Trajectory-based Features



Ana Kostovska , Anja Jankovic , Diederick Vermetten , Jacob de Nobel , Hao Wang , Tome Eftimov , Carola Doerr


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The Importance of Landscape Features for Performance Prediction of Modular CMA-ES Variants



Ana Kostovska , Diederick Vermetten , Sašo Džeroski , Carola Doerr , Peter Korošec , Tome Eftimov


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Trajectory-based Algorithm Selection with Warm-starting



Anja Jankovic , Diederick Vermetten , Ana Kostovska , Jacob de Nobel , Tome Eftimov , Carola Doerr


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Explainable Landscape Analysis in Automated Algorithm Performance Prediction



Risto Trajanov , Stefan Dimeski , Martin Popovski , Peter Korošec , Tome Eftimov

* To appear in International Conference on the Applications of Evolutionary Computation 2022 (Part of EvoStar 2022). arXiv admin note: text overlap with arXiv:2110.11633 

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Explainable Landscape-Aware Optimization Performance Prediction



Risto Trajanov , Stefan Dimeski , Martin Popovski , Peter Korošec , Tome Eftimov

* To appear in the Proceedings of IEEE Symposium Series on Computational Intelligence (IEEE SSCI 2021) 

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FoodChem: A food-chemical relation extraction model



Gjorgjina Cenikj , Barbara Koroušić Seljak , Tome Eftimov

* 8 pages, 3 figures, 2 tables 

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A Complementarity Analysis of the COCO Benchmark Problems and Artificially Generated Problems



Urban Škvorc , Tome Eftimov , Peter Korošec

* To appear in the Proceedings of Genetic and Evolutionary Computation Conference Companion (GECCO 2021), ACM 

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OPTION: OPTImization Algorithm Benchmarking ONtology



Ana Kostovska , Diederick Vermetten , Carola Doerr , Sašo Džeroski , Panče Panov , Tome Eftimov

* To appear in the Proceedings of Genetic and Evolutionary Computation Conference Companion (GECCO 2021), ACM 

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Personalizing Performance Regression Models to Black-Box Optimization Problems



Tome Eftimov , Anja Jankovic , Gorjan Popovski , Carola Doerr , Peter Korošec

* To appear in the Proceedings of Genetic and Evolutionary Computation Conference (GECCO 2021), ACM 

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