Per-run algorithm selection with warm-starting using trajectory-based features A Kostovska, A Jankovic, D Vermetten, J de Nobel, H Wang, T Eftimov, ... International Conference on Parallel Problem Solving from Nature, 46-60, 2022 | 43 | 2022 |
Aitlas: Artificial intelligence toolbox for earth observation I Dimitrovski, I Kitanovski, P Panov, A Kostovska, N Simidjievski, D Kocev Remote Sensing 15 (9), 2343, 2023 | 10 | 2023 |
OPTION: optimization algorithm benchmarking ontology A Kostovska, D Vermetten, C Doerr, S Džeroski, P Panov, E Tome IEEE Transactions on Evolutionary Computation, 2022 | 10 | 2022 |
Trajectory-based algorithm selection with warm-starting A Jankovic, D Vermetten, A Kostovska, J de Nobel, T Eftimov, C Doerr 2022 IEEE Congress on Evolutionary Computation (CEC), 1-8, 2022 | 10 | 2022 |
The importance of landscape features for performance prediction of modular CMA-ES variants A Kostovska, D Vermetten, S Džeroski, C Doerr, P Korosec, T Eftimov Proceedings of the Genetic and Evolutionary Computation Conference, 648-656, 2022 | 10 | 2022 |
Less is more: Selecting the right benchmarking set of data for time series classification T Eftimov, G Petelin, G Cenikj, A Kostovska, G Ispirova, P Korošec, ... Expert Systems with Applications 198, 116871, 2022 | 9 | 2022 |
Neurodegenerative disease data ontology A Kostovska, I Tolovski, F Maikore, ... Discovery Science: 22nd International Conference, DS 2019, Split, Croatia …, 2019 | 9 | 2019 |
Comparing algorithm selection approaches on black-box optimization problems A Kostovska, A Jankovic, D Vermetten, S Džeroski, T Eftimov, C Doerr Proceedings of the Companion Conference on Genetic and Evolutionary …, 2023 | 8 | 2023 |
Using knowledge graphs for performance prediction of modular optimization algorithms A Kostovska, D Vermetten, S Džeroski, P Panov, T Eftimov, C Doerr International Conference on the Applications of Evolutionary Computation …, 2023 | 8 | 2023 |
Semantic description of data mining datasets: An ontology-based annotation schema A Kostovska, S Džeroski, P Panov International Conference on Discovery Science, 140-155, 2020 | 8 | 2020 |
GalaxAI: Machine learning toolbox for interpretable analysis of spacecraft telemetry data A Kostovska, M Petković, T Stepišnik, L Lucas, T Finn, J Martínez-Heras, ... 2021 IEEE 8th International Conference on Space Mission Challenges for …, 2021 | 6 | 2021 |
A catalogue with semantic annotations makes multilabel datasets FAIR A Kostovska, J Bogatinovski, S Džeroski, D Kocev, P Panov Scientific Reports 12 (1), 7267, 2022 | 5 | 2022 |
Discover the Mysteries of the Maya: Selected Contributions from the Machine Learning Challenge & The Discovery Challenge Workshop at ECML PKDD 2021 D Kocev, N Simidjievski, A Kostovska, I Dimitrovski, Ž Kokalj arXiv preprint arXiv:2208.03163, 2022 | 4 | 2022 |
Explainable model-specific algorithm selection for multi-label classification A Kostovska, C Doerr, S Džeroski, D Kocev, P Panov, T Eftimov 2022 IEEE Symposium Series on Computational Intelligence (SSCI), 39-46, 2022 | 3 | 2022 |
Machine-learning ready data on the thermal power consumption of the Mars Express Spacecraft M Petković, L Lucas, J Levatić, M Breskvar, T Stepišnik, A Kostovska, ... Scientific Data 9 (1), 229, 2022 | 3 | 2022 |
Quantifying Individual and Joint Module Impact in Modular Optimization Frameworks A Nikolikj, A Kostovska, D Vermetten, C Doerr, T Eftimov arXiv preprint arXiv:2405.11964, 2024 | 2 | 2024 |
FAIRification of MLC data A Kostovska, J Bogatinovski, A Treven, S Džeroski, D Kocev, P Panov arXiv preprint arXiv:2211.12757, 2022 | 1 | 2022 |
Using Machine Learning Methods to Assess Module Performance Contribution in Modular Optimization Frameworks A Kostovska, D Vermetten, P Korošec, S Džeroski, C Doerr, T Eftimov Evolutionary Computation, 1-28, 2024 | | 2024 |
Change detection and adaptation in multi-target regression on data streams B Stevanoski, A Kostovska, P Panov, S Džeroski Machine Learning, 1-38, 2024 | | 2024 |
Generalization Ability of Feature-based Performance Prediction Models: A Statistical Analysis across Benchmarks A Nikolikj, A Kostovska, G Cenikj, C Doerr, T Eftimov arXiv preprint arXiv:2405.12259, 2024 | | 2024 |