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ArticlesPeer ReviewedFull Text
Feature ranking for multi-target regression
Author / Creator:Petković, Matej ; Kocev, Dragi ; Džeroski, Sašo
Publisher:New York: Springer US
Journal title:Machine learning, 2020-06, Vol.109 (6), p.1179-1204
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ArticlesPeer ReviewedFull Text
Deep Network Architectures as Feature Extractors for Multi-Label Classification of Remote Sensing Images
Author / Creator:Stoimchev, Marjan ; Kocev, Dragi ; Džeroski, Sašo
Publisher:Basel: MDPI AG
Journal title:Remote sensing (Basel, Switzerland), 2023-01, Vol.15 (2), p.538
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ArticlesPeer ReviewedFull Text
Ensembles of extremely randomized predictive clustering trees for predicting structured outputs
Author / Creator:Kocev, Dragi ; Ceci, Michelangelo ; Stepišnik, Tomaž
Publisher:New York: Springer US
Journal title:Machine learning, 2020-11, Vol.109 (11), p.2213-2241
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ArticlesPeer ReviewedFull Text
Multi-label feature ranking with ensemble methods
Author / Creator:Petković, Matej ; Džeroski, Sašo ; Kocev, Dragi
Publisher:New York: Springer US
Journal title:Machine learning, 2020-11, Vol.109 (11), p.2141-2159
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ArticlesPeer ReviewedFull Text
A catalogue with semantic annotations makes multilabel datasets FAIR
Author / Creator:Kostovska, Ana ; Bogatinovski, Jasmin ; Džeroski, Sašo ; Kocev, Dragi ; Panov, Panče
Publisher:London: Nature Publishing Group UK
Journal title:Scientific reports, 2022-05, Vol.12 (1), p.7267-7267, Article 7267
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ArticlesPeer ReviewedFull Text
Predicting gene function using hierarchical multi-label decision tree ensembles
Author / Creator:Schietgat, Leander ; Vens, Celine ; Struyf, Jan ; Blockeel, Hendrik ; Kocev, Dragi ; Džeroski, Sašo
Publisher:England: BioMed Central Ltd
Journal title:BMC bioinformatics, 2010-01, Vol.11 (1), p.2-2, Article 2
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ArticlesPeer ReviewedFull Text
AiTLAS: Artificial Intelligence Toolbox for Earth Observation
Author / Creator:Dimitrovski, Ivica ; Kitanovski, Ivan ; Panov, Panče ; Kostovska, Ana ; Simidjievski, Nikola ; Kocev, Dragi
Publisher:Basel: MDPI AG
Journal title:Remote sensing (Basel, Switzerland), 2023-04, Vol.15 (9), p.2343
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ArticlesPeer ReviewedFull Text
Production of Secondary Metabolites in Extreme Environments: Food- and Airborne Wallemia spp. Produce Toxic Metabolites at Hypersaline Conditions
Author / Creator:Jančič, Sašo ; Frisvad, Jens C. ; Kocev, Dragi ; Gostinčar, Cene ; Džeroski, Sašo ; Gunde-Cimerman, Nina
Publisher:United States: Public Library of Science
Journal title:PloS one, 2016-12, Vol.11 (12), p.e0169116
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ArticlesPeer ReviewedFull Text
Semi-supervised oblique predictive clustering trees
Author / Creator:Stepišnik, Tomaž ; Kocev, Dragi
Publisher:United States: PeerJ, Inc
Journal title:PeerJ. Computer science, 2021-05, Vol.7, p.e506-e506, Article e506
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ArticlesPeer ReviewedFull Text
Combined chemical genetics and data-driven bioinformatics approach identifies receptor tyrosine kinase inhibitors as host-directed antimicrobials
Author / Creator:Korbee, Cornelis J. ; Heemskerk, Matthias T. ; Kocev, Dragi ; van Strijen, Elisabeth ; Rabiee, Omid ; Franken, Kees L. M. C. ; Wilson, Louis ; Savage, Nigel D. L. ; Džeroski, Sašo ; Haks, Mariëlle C. ; Ottenhoff, Tom H. M.
Publisher:London: Nature Publishing Group UK
Journal title:Nature communications, 2018-01, Vol.9 (1), p.358-14, Article 358
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ArticlesPeer ReviewedFull Text
Wet-dry-wet drug screen leads to the synthesis of TS1, a novel compound reversing lung fibrosis through inhibition of myofibroblast differentiation
Author / Creator:Ring, Nadja Anneliese Ruth ; Volpe, Maria Concetta ; Stepišnik, Tomaž ; Mamolo, Maria Grazia ; Panov, Panče ; Kocev, Dragi ; Vodret, Simone ; Fortuna, Sara ; Calabretti, Antonella ; Rehman, Michael ; Colliva, Andrea ; Marchesan, Pietro ; Camparini, Luca ; Marcuzzo, Thomas ; Bussani, Rossana ; Scarabellotto, Sara ; Confalonieri, Marco ; Pham, Tho X. ; Ligresti, Giovanni ; Caporarello, Nunzia ; Loffredo, Francesco S. ; Zampieri, Daniele ; Džeroski, Sašo ; Zacchigna, Serena
Publisher:London: Nature Publishing Group UK
Journal title:Cell death & disease, 2021-12, Vol.13 (1), p.2-12, Article 2
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ArticlesPeer ReviewedFull Text
Machine-learning ready data on the thermal power consumption of the Mars Express Spacecraft
Author / Creator:Petković, Matej ; Lucas, Luke ; Levatić, Jurica ; Breskvar, Martin ; Stepišnik, Tomaž ; Kostovska, Ana ; Panov, Panče ; Osojnik, Aljaž ; Boumghar, Redouane ; Martínez-Heras, José A. ; Godfrey, James ; Donati, Alessandro ; Džeroski, Sašo ; Simidjievski, Nikola ; Ženko, Bernard ; Kocev, Dragi
Publisher:London: Nature Publishing Group UK
Journal title:Scientific data, 2022-05, Vol.9 (1), p.229-229, Article 229
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ArticlesPeer ReviewedFull Text
Feature ranking for semi-supervised learning
Author / Creator:Petković, Matej ; Džeroski, Sašo ; Kocev, Dragi
Publisher:New York: Springer US
Journal title:Machine learning, 2023-11, Vol.112 (11), p.4379-4408
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ArticlesPeer ReviewedFull Text
Ensembles for multi-target regression with random output selections
Author / Creator:Breskvar, Martin ; Kocev, Dragi ; Džeroski, Sašo
Publisher:New York: Springer US
Journal title:Machine learning, 2018-11, Vol.107 (11), p.1673-1709
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ArticlesPeer ReviewedFull Text
Semi-Supervised Predictive Clustering Trees for (Hierarchical) Multi-Label Classification
Author / Creator:Levatić, Jurica ; Ceci, Michelangelo ; Kocev, Dragi ; Džeroski, Sašo
Publisher:New York: Hindawi
Journal title:International journal of intelligent systems, 2024-04, Vol.2024, p.1-21
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ArticlesPeer ReviewedFull Text
A comprehensive comparison of molecular feature representations for use in predictive modeling
Author / Creator:Stepišnik, Tomaž ; Škrlj, Blaž ; Wicker, Jörg ; Kocev, Dragi
Publisher:United States: Elsevier Ltd
Journal title:Computers in biology and medicine, 2021-03, Vol.130, p.104197-104197, Article 104197
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ArticlesPeer ReviewedFull Text
Semi-supervised classification trees
Author / Creator:Levatić, Jurica ; Ceci, Michelangelo ; Kocev, Dragi ; Džeroski, Sašo
Publisher:New York: Springer US
Journal title:Journal of intelligent information systems, 2017-12, Vol.49 (3), p.461-486
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ArticlesPeer ReviewedFull Text
Biomarker Discovery by Feature Ranking: Evaluation on a case study of Embryonal Tumors
Author / Creator:Petković, Matej ; Slavkov, Ivica ; Kocev, Dragi ; Džeroski, Sašo
Publisher:United States: Elsevier Ltd
Journal title:Computers in biology and medicine, 2021-01, Vol.128, p.104143-104143, Article 104143
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ArticlesPeer ReviewedFull Text
The importance of the label hierarchy in hierarchical multi-label classification
Author / Creator:Levatić, Jurica ; Kocev, Dragi ; Džeroski, Sašo
Publisher:New York: Springer US
Journal title:Journal of intelligent information systems, 2015-10, Vol.45 (2), p.247-271
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ArticlesPeer ReviewedFull Text
Special issue on discovery science
Author / Creator:Džeroski, Sašo ; Kocev, Dragi ; Panov, Panče
Publisher:New York: Springer US
Journal title:Machine learning, 2016-10, Vol.105 (1), p.1-2
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Showing 1 to 20 of 45 results

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Feature ranking for multi-target regression

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Deep Network Architectures as Feature Extractors for Multi-Label Classification of Remote Sensing Images

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Ensembles of extremely randomized predictive clustering trees for predicting structured outputs

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Multi-label feature ranking with ensemble methods

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A catalogue with semantic annotations makes multilabel datasets FAIR

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Predicting gene function using hierarchical multi-label decision tree ensembles

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AiTLAS: Artificial Intelligence Toolbox for Earth Observation

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Production of Secondary Metabolites in Extreme Environments: Food- and Airborne Wallemia spp. Produce Toxic Metabolites at Hypersaline Conditions

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Semi-supervised oblique predictive clustering trees

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Combined chemical genetics and data-driven bioinformatics approach identifies receptor tyrosine kinase inhibitors as host-directed antimicrobials

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Wet-dry-wet drug screen leads to the synthesis of TS1, a novel compound reversing lung fibrosis through inhibition of myofibroblast differentiation

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Machine-learning ready data on the thermal power consumption of the Mars Express Spacecraft

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Feature ranking for semi-supervised learning

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Ensembles for multi-target regression with random output selections

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Semi-Supervised Predictive Clustering Trees for (Hierarchical) Multi-Label Classification

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A comprehensive comparison of molecular feature representations for use in predictive modeling

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Semi-supervised classification trees

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Biomarker Discovery by Feature Ranking: Evaluation on a case study of Embryonal Tumors

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The importance of the label hierarchy in hierarchical multi-label classification

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Special issue on discovery science

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