Matej Petkovic

33 papers A* 2A 1B 5C 1Journal 24

Year	Rank	Type	Title / Venue / Authors
2023	J	`jnl`	CLUSplus: A decision tree-based framework for predicting structured outputs. SoftwareX Matej Petkovic, Jurica Levatic, Dragi Kocev, Martin Breskvar, Saso Dzeroski
2023	J	`jnl`	Feature ranking for semi-supervised learning. Mach. Learn. Matej Petkovic, Saso Dzeroski, Dragi Kocev
2023	A*	`conf`	MLFMF: Data Sets for Machine Learning for Mathematical Formalization. NeurIPS Andrej Bauer, Matej Petkovic, Ljupco Todorovski
2023	J	`jnl`	MLFMF: Data Sets for Machine Learning for Mathematical Formalization. CoRR Andrej Bauer, Matej Petkovic, Ljupco Todorovski
2022	J	`jnl`	P(Expression\|Grammar): Probability of deriving an algebraic expression with a probabilistic context-free grammar. CoRR Urh Primozic, Ljupco Todorovski, Matej Petkovic
2022	J	`jnl`	Relational tree ensembles and feature rankings. Knowl. Based Syst. Matej Petkovic, Michelangelo Ceci, Gianvito Pio, Blaz Skrlj, Kristian Kersting, Saso Dzeroski
2022	J	`jnl`	ReliefE: feature ranking in high-dimensional spaces via manifold embeddings. Mach. Learn. Blaz Skrlj, Saso Dzeroski, Nada Lavrac, Matej Petkovic
2021	J	`jnl`	Biomarker discovery by feature ranking: Evaluation on a case study of embryonal tumors. Comput. Biol. Medicine Matej Petkovic, Ivica Slavkov, Dragi Kocev, Saso Dzeroski
2021	A*	`conf`	Compressibility of Distributed Document Representations. ICDM Blaz Skrlj, Matej Petkovic
2021	J	`jnl`	Compressibility of Distributed Document Representations. CoRR Blaz Skrlj, Matej Petkovic
2021	J	`jnl`	Discovering outliers in the Mars Express thermal power consumption patterns. CoRR Matej Petkovic, Luke Lucas, Tomaz Stepisnik, Pance Panov, Nikola Simidjievski, Dragi Kocev
2021	J	`jnl`	Ensemble- and distance-based feature ranking for unsupervised learning. Int. J. Intell. Syst. Matej Petkovic, Dragi Kocev, Blaz Skrlj, Saso Dzeroski
2021	J	`jnl`	Fuzzy Jaccard Index: A robust comparison of ordered lists. Appl. Soft Comput. Matej Petkovic, Blaz Skrlj, Dragi Kocev, Nikola Simidjievski
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`	ReliefE: Feature Ranking in High-dimensional Spaces via Manifold Embeddings. CoRR Blaz Skrlj, Saso Dzeroski, Nada Lavrac, Matej Petkovic
2021	B	`conf`	Unsupervised Feature Ranking via Attribute Networks. DS Urh Primozic, Blaz Skrlj, Saso Dzeroski, Matej Petkovic
2021	J	`jnl`	Unsupervised Feature Ranking via Attribute Networks. CoRR Urh Primozic, Blaz Skrlj, Saso Dzeroski, Matej Petkovic
2020	J	`jnl`	Ensemble- and Distance-Based Feature Ranking for Unsupervised Learning. CoRR Matej Petkovic, Dragi Kocev, Blaz Skrlj, Saso Dzeroski
2020	J	`jnl`	Error curves for evaluating the quality of feature rankings. PeerJ Comput. Sci. Ivica Slavkov, Matej Petkovic, Pierre Geurts, Dragi Kocev, Saso Dzeroski
2020	C	`conf`	Estimating the Importance of Relational Features by Using Gradient Boosting. ISMIS Matej Petkovic, Michelangelo Ceci, Kristian Kersting, Saso Dzeroski
2020	A	`conf`	Feature Importance Estimation with Self-Attention Networks. ECAI Blaz Skrlj, Saso Dzeroski, Nada Lavrac, Matej Petkovic
2020	J	`jnl`	Feature Importance Estimation with Self-Attention Networks. CoRR Blaz Skrlj, Saso Dzeroski, Nada Lavrac, Matej Petkovic
2020	J	`jnl`	Feature Ranking for Semi-supervised Learning. CoRR Matej Petkovic, Saso Dzeroski, Dragi Kocev
2020	J	`jnl`	Feature ranking for multi-target regression. Mach. Learn. Matej Petkovic, Dragi Kocev, Saso Dzeroski
2020	J	`jnl`	Fuzzy Jaccard Index: A robust comparison of ordered lists. CoRR Matej Petkovic, Blaz Skrlj, Dragi Kocev, Nikola Simidjievski
2020	J	`jnl`	Lessons Learned from the 1st ARIEL Machine Learning Challenge: Correcting Transiting Exoplanet Light Curves for Stellar Spots. CoRR Nikolaos Nikolaou, Ingo P. Waldmann, Angelos Tsiaras, Mario Morvan, Billy Edwards, Kai Hou Yip, Giovanna Tinetti, Subhajit Sarkar, James M. Dawson, Vadim Borisov, Gjergji Kasneci, Matej Petkovic, Tomaz Stepisnik, Tarek Al-Ubaidi, Rachel Louise Bailey, Michael Granitzer, Sahib Julka, Roman Kern, Patrick Ofner, Stefan Wagner, Lukas Heppe, Mirko Bunse, Katharina Morik
2020	J	`jnl`	Multi-label feature ranking with ensemble methods. Mach. Learn. Matej Petkovic, Saso Dzeroski, Dragi Kocev
2019	B	`conf`	Ensemble-Based Feature Ranking for Semi-supervised Classification. DS Matej Petkovic, Saso Dzeroski, Dragi Kocev
2018	B	`conf`	Feature Ranking with Relief for Multi-label Classification: Does Distance Matter? DS Matej Petkovic, Dragi Kocev, Saso Dzeroski
2018	J	`jnl`	Machine learning for predicting thermal power consumption of the Mars Express Spacecraft. CoRR Matej Petkovic, Redouane Boumghar, Martin Breskvar, Saso Dzeroski, Dragi Kocev, Jurica Levatic, Luke Lucas, Aljaz Osojnik, Bernard Zenko, Nikola Simidjievski
2018	J	`jnl`	Quantitative Score for Assessing the Quality of Feature Rankings. Informatica (Slovenia) Ivica Slavkov, Matej Petkovic, Dragi Kocev, Saso Dzeroski
2017	B	`conf`	Feature Ranking for Multi-target Regression with Tree Ensemble Methods. DS Matej Petkovic, Saso Dzeroski, Dragi Kocev
2016	B	`conf`	A Comparison of Different Data Transformation Approaches in the Feature Ranking Context. DS Matej Petkovic, Pance Panov, Saso Dzeroski