Ana Kostovska

35 papers A 1B 5Journal 20Unranked 9
YearRankTypeTitle / Venue / Authors
2025 — conf
Comprehensive Evaluation of Regression and Classification Models on Brain Stroke Datasets.
BIOSTEC (2): HEALTHINF
Dimitar Trajkov, Ana Kostovska, Pance Panov, Dragi Kocev
2025 — conf
Geometric Learning in Black-Box Optimization: A GNN Framework for Algorithm Performance Prediction.
GECCO Companion
Ana Kostovska, Carola Doerr, Saso Dzeroski, Pance Panov, Tome Eftimov
2025 J jnl
Geometric Learning in Black-Box Optimization: A GNN Framework for Algorithm Performance Prediction.
CoRR
Ana Kostovska, Carola Doerr, Saso Dzeroski, Pance Panov, Tome Eftimov
2024 J jnl
Change detection and adaptation in multi-target regression on data streams.
Mach. Learn.
Bozhidar Stevanoski, Ana Kostovska, Pance Panov, Saso Dzeroski
2024 B conf
Generalization Ability of Feature-Based Performance Prediction Models: A Statistical Analysis Across Benchmarks.
CEC
Ana Nikolikj, Ana Kostovska, Gjorgjina Cenikj, Carola Doerr, Tome Eftimov
2024 J jnl
Generalization Ability of Feature-based Performance Prediction Models: A Statistical Analysis across Benchmarks.
CoRR
Ana Nikolikj, Ana Kostovska, Gjorgjina Cenikj, Carola Doerr, Tome Eftimov
2024 B conf
Quantifying Individual and Joint Module Impact in Modular Optimization Frameworks.
CEC
Ana Nikolikj, Ana Kostovska, Diederick Vermetten, Carola Doerr, Tome Eftimov
2024 J jnl
Quantifying Individual and Joint Module Impact in Modular Optimization Frameworks.
CoRR
Ana Nikolikj, Ana Kostovska, Diederick Vermetten, Carola Doerr, Tome Eftimov
2023 J jnl
AiTLAS: Artificial Intelligence Toolbox for Earth Observation.
Remote. Sens.
Ivica Dimitrovski, Ivan Kitanovski, Pance Panov, Ana Kostovska, Nikola Simidjievski, Dragi Kocev
2023 — conf
Comparing Algorithm Selection Approaches on Black-Box Optimization Problems.
GECCO Companion
Ana Kostovska, Anja Jankovic, Diederick Vermetten, Saso Dzeroski, Tome Eftimov, Carola Doerr
2023 J jnl
Comparing Algorithm Selection Approaches on Black-Box Optimization Problems.
CoRR
Ana Kostovska, Anja Jankovic, Diederick Vermetten, Saso Dzeroski, Tome Eftimov, Carola Doerr
2023 J jnl
OPTION: OPTImization Algorithm Benchmarking ONtology.
IEEE Trans. Evol. Comput.
Ana Kostovska, Diederick Vermetten, Carola Doerr, Saso Dzeroski, Pance Panov, Tome Eftimov
2023 — conf
PS-AAS: Portfolio Selection for Automated Algorithm Selection in Black-Box Optimization.
AutoML
Ana Kostovska, Gjorgjina Cenikj, Diederick Vermetten, Anja Jankovic, Ana Nikolikj, Urban Skvorc, Peter Korosec, Carola Doerr, Tome Eftimov
2023 J jnl
PS-AAS: Portfolio Selection for Automated Algorithm Selection in Black-Box Optimization.
CoRR
Ana Kostovska, Gjorgjina Cenikj, Diederick Vermetten, Anja Jankovic, Ana Nikolikj, Urban Skvorc, Peter Korosec, Carola Doerr, Tome Eftimov
2023 J jnl
Space and Artificial Intelligence (Dagstuhl Seminar 23461).
Dagstuhl Reports
Saso Dzeroski, Holger H. Hoos, Bertrand Le Saux, Leendert van der Torre, Ana Kostovska
2023 — conf
Using Knowledge Graphs for Performance Prediction of Modular Optimization Algorithms.
EvoApplications@EvoStar
Ana Kostovska, Diederick Vermetten, Saso Dzeroski, Pance Panov, Tome Eftimov, Carola Doerr
2023 J jnl
Using Knowledge Graphs for Performance Prediction of Modular Optimization Algorithms.
CoRR
Ana Kostovska, Diederick Vermetten, Saso Dzeroski, Pance Panov, Tome Eftimov, Carola Doerr
2022 J jnl
Discover the Mysteries of the Maya: Selected Contributions from the Machine Learning Challenge & The Discovery Challenge Workshop at ECML PKDD 2021.
CoRR
Dragi Kocev, Nikola Simidjievski, Ana Kostovska, Ivica Dimitrovski, Ziga Kokalj
2022 — conf
Explainable Model-specific Algorithm Selection for Multi-Label Classification.
SSCI
Ana Kostovska, Carola Doerr, Saso Dzeroski, Dragi Kocev, Pance Panov, Tome Eftimov
2022 J jnl
Explainable Model-specific Algorithm Selection for Multi-Label Classification.
CoRR
Ana Kostovska, Carola Doerr, Saso Dzeroski, Dragi Kocev, Pance Panov, Tome Eftimov
2022 J jnl
FAIRification of MLC data.
CoRR
Ana Kostovska, Jasmin Bogatinovski, Andrej Treven, Saso Dzeroski, Dragi Kocev, Pance Panov
2022 J jnl
Less is more: Selecting the right benchmarking set of data for time series classification.
Expert Syst. Appl.
Tome Eftimov, Gasper Petelin, Gjorgjina Cenikj, Ana Kostovska, Gordana Ispirova, Peter Korosec, Jasmin Bogatinovski
2022 J jnl
OPTION: OPTImization Algorithm Benchmarking ONtology.
CoRR
Ana Kostovska, Diederick Vermetten, Carola Doerr, Saso Dzeroski, Pance Panov, Tome Eftimov
2022 — conf
Per-run Algorithm Selection with Warm-Starting Using Trajectory-Based Features.
PPSN (1)
Ana Kostovska, Anja Jankovic, Diederick Vermetten, Jacob de Nobel, Hao Wang, Tome Eftimov, Carola Doerr
2022 J jnl
Per-run Algorithm Selection with Warm-starting using Trajectory-based Features.
CoRR
Ana Kostovska, Anja Jankovic, Diederick Vermetten, Jacob de Nobel, Hao Wang, Tome Eftimov, Carola Doerr
2022 J jnl
The Importance of Landscape Features for Performance Prediction of Modular CMA-ES Variants.
CoRR
Ana Kostovska, Diederick Vermetten, Saso Dzeroski, Carola Doerr, Peter Korosec, Tome Eftimov
2022 A conf
The importance of landscape features for performance prediction of modular CMA-ES variants.
GECCO
Ana Kostovska, Diederick Vermetten, Saso Dzeroski, Carola Doerr, Peter Korosec, Tome Eftimov
2022 B conf
Trajectory-based Algorithm Selection with Warm-starting.
CEC
Anja Jankovic, Diederick Vermetten, Ana Kostovska, Jacob de Nobel, Tome Eftimov, Carola Doerr
2022 J jnl
Trajectory-based Algorithm Selection with Warm-starting.
CoRR
Anja Jankovic, Diederick Vermetten, Ana Kostovska, Jacob de Nobel, Tome Eftimov, Carola Doerr
2021 J jnl
GalaxAI: Machine learning toolbox for interpretable analysis of spacecraft telemetry data.
CoRR
Ana Kostovska, Matej Petkovic, Tomaz Stepisnik, Luke Lucas, Timothy Finn, José Antonio Martínez Heras, Pance Panov, Saso Dzeroski, Alessandro Donati, Nikola Simidjievski, Dragi Kocev
2021 J jnl
OPTION: OPTImization Algorithm Benchmarking ONtology.
CoRR
Ana Kostovska, Diederick Vermetten, Carola Doerr, Saso Dzeroski, Pance Panov, Tome Eftimov
2021 — conf
OPTION: optimization algorithm benchmarking ontology.
GECCO Companion
Ana Kostovska, Diederick Vermetten, Carola Doerr, Saso Dzeroski, Pance Panov, Tome Eftimov
2020 B conf
Semantic Description of Data Mining Datasets: An Ontology-Based Annotation Schema.
DS
Ana Kostovska, Saso Dzeroski, Pance Panov
2019 B conf
Neurodegenerative Disease Data Ontology.
DS
Ana Kostovska, Ilin Tolovski, Fatima S. Maikore, Larisa N. Soldatova, Pance Panov
2019 — conf
Towards reusable process-based models of dynamical systems: A case study in the domain of aquatic ecosystems.
MIPRO
Ilin Tolovski, Ana Kostovska, Nikola Simidjievski, Ljupco Todorovski, Saso Dzeroski, Pance Panov