Matej Petkovic

According to our database, Matej Petkovic authored at least 25 papers between 2016 and 2023.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2023

CLUSplus: A decision tree-based framework for predicting structured outputs.

Matej Petkovic, Jurica Levatic, Dragi Kocev, Martin Breskvar, Saso Dzeroski

SoftwareX, December, 2023

Feature ranking for semi-supervised learning.

Matej Petkovic, Saso Dzeroski, Dragi Kocev

Mach. Learn., November, 2023

MLFMF: Data Sets for Machine Learning for Mathematical Formalization.

Andrej Bauer, Matej Petkovic, Ljupco Todorovski

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

2022

ReliefE: feature ranking in high-dimensional spaces via manifold embeddings.

Blaz Skrlj, Saso Dzeroski, Nada Lavrac, Matej Petkovic

Mach. Learn., 2022

Relational tree ensembles and feature rankings.

Matej Petkovic, Michelangelo Ceci, Gianvito Pio, Blaz Skrlj, Kristian Kersting, Saso Dzeroski

Knowl. Based Syst., 2022

P(Expression|Grammar): Probability of deriving an algebraic expression with a probabilistic context-free grammar.

Urh Primozic, Ljupco Todorovski, Matej Petkovic

CoRR, 2022

2021

Ensemble- and distance-based feature ranking for unsupervised learning.

Matej Petkovic, Dragi Kocev, Blaz Skrlj, Saso Dzeroski

Int. J. Intell. Syst., 2021

Discovering outliers in the Mars Express thermal power consumption patterns.

Matej Petkovic, Luke Lucas, Tomaz Stepisnik, Pance Panov, Nikola Simidjievski, Dragi Kocev

CoRR, 2021

GalaxAI: Machine learning toolbox for interpretable analysis of spacecraft telemetry data.

Ana Kostovska, Matej Petkovic, Tomaz Stepisnik, Luke Lucas, Timothy Finn, José Antonio Martínez Heras, Pance Panov, Saso Dzeroski, Alessandro Donati, Nikola Simidjievski, Dragi Kocev

CoRR, 2021

Biomarker discovery by feature ranking: Evaluation on a case study of embryonal tumors.

Matej Petkovic, Ivica Slavkov, Dragi Kocev, Saso Dzeroski

Comput. Biol. Medicine, 2021

Fuzzy Jaccard Index: A robust comparison of ordered lists.

Matej Petkovic, Blaz Skrlj, Dragi Kocev, Nikola Simidjievski

Appl. Soft Comput., 2021

Compressibility of Distributed Document Representations.

Blaz Skrlj, Matej Petkovic

Proceedings of the IEEE International Conference on Data Mining, 2021

Unsupervised Feature Ranking via Attribute Networks.

Urh Primozic, Blaz Skrlj, Saso Dzeroski, Matej Petkovic

Proceedings of the Discovery Science - 24th International Conference, 2021

2020

Error curves for evaluating the quality of feature rankings.

Ivica Slavkov, Matej Petkovic, Pierre Geurts, Dragi Kocev, Saso Dzeroski

PeerJ Comput. Sci., 2020

Feature ranking for multi-target regression.

Matej Petkovic, Dragi Kocev, Saso Dzeroski

Mach. Learn., 2020

Multi-label feature ranking with ensemble methods.

Matej Petkovic, Saso Dzeroski, Dragi Kocev

Mach. Learn., 2020

Lessons Learned from the 1st ARIEL Machine Learning Challenge: Correcting Transiting Exoplanet Light Curves for Stellar Spots.

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

CoRR, 2020

Estimating the Importance of Relational Features by Using Gradient Boosting.

Matej Petkovic, Michelangelo Ceci, Kristian Kersting, Saso Dzeroski

Proceedings of the Foundations of Intelligent Systems - 25th International Symposium, 2020

Feature Importance Estimation with Self-Attention Networks.

Blaz Skrlj, Saso Dzeroski, Nada Lavrac, Matej Petkovic

Proceedings of the ECAI 2020 - 24th European Conference on Artificial Intelligence, 29 August-8 September 2020, Santiago de Compostela, Spain, August 29 - September 8, 2020, 2020

2019

Ensemble-Based Feature Ranking for Semi-supervised Classification.

Matej Petkovic, Saso Dzeroski, Dragi Kocev

Proceedings of the Discovery Science - 22nd International Conference, 2019

2018

Quantitative Score for Assessing the Quality of Feature Rankings.

Ivica Slavkov, Matej Petkovic, Dragi Kocev, Saso Dzeroski

Informatica (Slovenia), 2018

Machine learning for predicting thermal power consumption of the Mars Express Spacecraft.

Matej Petkovic, Redouane Boumghar, Martin Breskvar, Saso Dzeroski, Dragi Kocev, Jurica Levatic, Luke Lucas, Aljaz Osojnik, Bernard Zenko, Nikola Simidjievski

CoRR, 2018

Feature Ranking with Relief for Multi-label Classification: Does Distance Matter?

Matej Petkovic, Dragi Kocev, Saso Dzeroski

Proceedings of the Discovery Science - 21st International Conference, 2018

2017

Feature Ranking for Multi-target Regression with Tree Ensemble Methods.

Matej Petkovic, Saso Dzeroski, Dragi Kocev

Proceedings of the Discovery Science - 20th International Conference, 2017

2016

A Comparison of Different Data Transformation Approaches in the Feature Ranking Context.

Matej Petkovic, Pance Panov, Saso Dzeroski

Proceedings of the Discovery Science - 19th International Conference, 2016