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Ana Kostovska
Ana Kostovska
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Semantic description of data mining datasets: An ontology-based annotation schema
A Kostovska, S Džeroski, P Panov
Discovery Science: 23rd International Conference, DS 2020, Thessaloniki …, 2020
62020
Per-run algorithm selection with warm-starting using trajectory-based features
A Kostovska, A Jankovic, D Vermetten, J de Nobel, H Wang, T Eftimov, ...
Parallel Problem Solving from Nature–PPSN XVII: 17th International …, 2022
52022
Neurodegenerative disease data ontology
A Kostovska, I Tolovski, F Maikore, ...
Discovery Science: 22nd International Conference, DS 2019, Split, Croatia …, 2019
52019
OPTION: optimization algorithm benchmarking ontology
A Kostovska, D Vermetten, C Doerr, S Džeroski, P Panov, T Eftimov
Proceedings of the Genetic and Evolutionary Computation Conference Companion …, 2021
42021
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
32022
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
22023
Explainable Model-specific Algorithm Selection for Multi-Label Classification
A Kostovska, C Doerr, S Džeroski, D Kocev, P Panov, T Eftimov
arXiv preprint arXiv:2211.11227, 2022
22022
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
22022
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
22022
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
22022
Using Knowledge Graphs for Performance Prediction of Modular Optimization Algorithms
A Kostovska, D Vermetten, S Džeroski, P Panov, T Eftimov, C Doerr
Applications of Evolutionary Computation: 26th European Conference …, 2023
12023
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
12022
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
12022
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
12021
FAIRification of MLC data
A Kostovska, J Bogatinovski, A Treven, S Džeroski, D Kocev, P Panov
arXiv preprint arXiv:2211.12757, 2022
2022
Towards reusable process-based models of dynamical systems: A case study in the domain of aquatic ecosystems
I Tolovski, A Kostovska, N Simidjievski, L Todorovski, S Džeroski, P Panov
2019 42nd International Convention on Information and Communication …, 2019
2019
Designing, Populating and Querying Repositories of Semantically Annotated Datasets: Master Thesis
A Kostovska
A. Kostovska, 2019
2019
How representative is your problem benchmark landscape? A case study on multi-class classification of time-series
T Eftimov, G Petelin, G Cenikj, A Kostovska, G Ispirova, P Korošec, ...
Towards a semantic repository of data mining and machine learning datasets
A Kostovska, S Džeroski, P Panov
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Articles 1–19