Publications

Yordan Dimitrov, Zlatka Gospodinova, Richard Wheeler, Martin Žnidaršič, Bernard Ženko, Vera Veleva, Nadejda Miteva (2019). Social activity modelling and multimodal coaching for active aging. ACM International Conference on Pervasive Technologies Related to Assistive Environments.

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Marc Grau Leguia, Zoran Levnajić, Ljupčo Todorovski, Bernard Ženko (2019). Reconstructing dynamical networks via feature ranking. Chaos.

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Martin Žnidaršič, Bernard Ženko, Aljaž Osojnik, Marko Bohanec, Panče Panov, Helena Burger, Zlatko Matjačić, Mojca Debeljak (2019). Multi-criteria modelling approach for ambient assisted coaching of senior adults. International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management.

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Matej Petković, Redouane Boumghar, Martin Breskvar, Sašo Džeroski, Dragi Kocev, Jurica Levatić, Luke Lucas, Aljaž Osojnik, Bernard Ženko, Nikola Simidjievski (2019). Machine learning for predicting thermal power consumption of the Mars Express spacecraft. IEEE Aerospace and Electronic Systems Magazine.

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Lidija Strojnik, Matej Stopar, Emil Zlatič, Doris Kokalj, Mateja Naglič Gril, Bernard Ženko, Martin Žnidaršič, Marko Bohanec, Biljana Mileva Boshkovska, Mitja Luštrek, Anton Gradišek, Doris Potočnik, Nives Ogrinc (2019). Authentication of key aroma compounds in apple using stable isotope approach. Food chemistry.

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Miha Hafner, David Rajšter, Marko Žibert, Tea Tušar, Bernard Ženko, Martin Žnidaršič, Flavio Fuart, Daniel Vladušič (2019). Artificial intelligence support for tunnel design in urban areas. Tunnels and Underground Cities. Engineering and Innovation Meet Archaeology, Architecture and Art. World Tunnel Congress.

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Jihed Khiari, Luis Moreira-Matias, Ammar Shaker, Bernard Ženko, Sašo Džeroski (2018). Metabags: Bagged meta-decision trees for regression. European conference on machine learning and knowledge discovery in databases.

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Nikola Simidjievski, Jovan Tanevski, Bernard Ženko, Zoran Levnajić, Ljupčo Todorovski, Sašo Džeroski (2018). Decoupling approximation robustly reconstructs directed dynamical networks. New Journal of Physics.

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Martin Breskvar, Dragi Kocev, Jurica Levatić, Aljaž Osojnik, Matej Petković, Nikola Simidjievski, Bernard Ženko, Redouane Boumghar, Luke Lucas (2017). Predicting thermal power consumption of the Mars Express satellite with machine learning. International conference on space mission challenges for information technology.

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Dragan Gamberger, Bernard Ženko, Nada Lavrač (2017). Exploratory Clustering for Patient Subpopulation Discovery. Informatics for Health: Connected Citizen-Led Wellness and Population Health.

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Tea Tušar, Klemen Gantar, Valentin Koblar, Bernard Ženko, Bogdan Filipič (2017). A study of overfitting in optimization of a manufacturing quality control procedure. Applied Soft Computing.

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Monika Novak Babič, Polona Zalar, Bernard Ženko, Sašo Džeroski, Nina Gunde-Cimerman (2016). Yeasts and yeast-like fungi in tap water and groundwater, and their transmission to household appliances. Fungal Ecology.

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Darko Zelenika, Janez Povh, Bernard Ženko (2016). Text detection in document images by machine learning algorithms. International Conference on Computer Recognition Systems.

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Dragan Gamberger, Bernard Ženko, Alexis Mitelpunkt, Nada Lavrač (2016). Homogeneous clusters of Alzheimer’s disease patient population. Biomedical engineering online.

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Dragan Gamberger, Bernard Ženko, Alexis Mitelpunkt, Netta Shachar, Nada Lavrač (2016). Clusters of male and female Alzheimer’s disease patients in the Alzheimer’s Disease Neuroimaging Initiative (ADNI) database. Brain informatics.

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Darko Zelenika, Janez Povh, Bernard Ženko (2015). Segmentation and detection of text in document images. International Conference on Computer Recognition Systems.

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Martin Breskvar, Bernard Ženko, Sašo Džeroski (2015). Relating biological and clinical features of Alzheimer’s patients with predictive clustering trees. International Multi-Conference Information Society.

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Dragan Gamberger, Bernard Ženko, Alexis Mitelpunkt, Nada Lavrač (2015). Multilayer clustering: Biomarker driven segmentation of Alzheimer’s disease patient population. International Conference on Bioinformatics and Biomedical Engineering.

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Dragan Gamberger, Bernard Ženko, Alexis Mitelpunkt, Nada Lavrač (2015). Identification of gender specific biomarkers for Alzheimer’s disease. International Conference on Brain Informatics and Health.

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Monika Novak Babič, Polona Zalar, Bernard Ženko, Hans-Josef Schroers, Sašo Džeroski, Nina Gunde-Cimerman (2015). Candida and Fusarium species known as opportunistic human pathogens from customer-accessible parts of residential washing machines. Fungal biology.

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Marko Debeljak, Aleš Poljanec, Bernard Ženko (2014). Modelling forest growing stock from inventory data: A data mining approach. Ecological indicators.

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Marianeve Carotenuto, Emilia Pedone, Donatella Diana, Pasqualino De Antonellis, Sašo Džeroski, Natascia Marino, Luigi Navas, Valeria Di Dato, Maria Nunzia Scoppettuolo, Flora Cimmino, Stefania Correale, Luciano Pirone, Simona Maria Monti, Elisabeth Bruder, Bernard Ženko, Ivica Slavkov, Fabio Pastorino, Mirco Ponzoni, Johannes H. Schulte, Alexander Schramm, Angelika Eggert, Frank Westermann, Gianluigi Arrigoni, Benedetta Accordi, Giuseppe Basso, Michele Saviano, Roberto Fattorusso, Massimo Zollo (2013). Neuroblastoma tumorigenesis is regulated through the Nm23-H1/h-Prune C-terminal interaction. Scientific reports.

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Fabien Massé, Anisoara Paraschiv-Ionescu, Bernard Ženko, Sašo Džeroski, Kamiar Aminian (2013). Lifestyle evaluation using wearable technologies: Opportunities for stroke patients. Converging Clinical and Engineering Research on Neurorehabilitation.

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Jure Škraban, Sašo Džeroski, Bernard Ženko, Domen Mongus, Simon Gangl, Maja Rupnik (2013). Gut microbiota patterns associated with colonization of different Clostridium difficile ribotypes. PloS one.

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Anisoara Paraschiv-Ionescu, Fabien Massé, Bernard Ženko, Sašo Džeroski, Kamiar Aminian (2012). Tuning up home rehabilitation therapy using lifestyle evaluation. Journal of Aging and Physical Activity.

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Timo Aho, Bernard Ženko, Sašo Džeroski, Tapio Elomaa (2012). Multi-target regression with rule ensembles. Journal of Machine Learning Research.

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Daniela Stojanova, Andrej Kobler, Peter Ogrinc, Bernard Ženko, Sašo Džeroski (2012). Estimating the risk of fire outbreaks in the natural environment. Data mining and knowledge discovery.

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Elena Ikonomovska, Joao Gama, Bernard Ženko, Sašo Džeroski (2011). Speeding-up hoeffding-based regression trees with options. International Conference on Machine Learning.

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Marko Debeljak, Bernard Ženko, Aleš Poljanec (2011). Predictive models of forest development in Slovenia. EnviroInfo.

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Marko Debeljak, Bernard Ženko, Aleš Poljanec (2011). Napovedni modeli razvoja gozdov v Sloveniji. Priprava gozdnogospodarskih in lovsko upravljavskih načrtov območij za obdobje 2011-2020.

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Jan Struyf, Bernard Ženko, Hendrik Blockeel, Celine Vens, Sašo Džeroski (2011). Clus: User’s Manual.

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Dragi Kocev, Bernard Ženko, Petra Paul, Coenraad Kuijl, Jacques Neefjes, Sašo Džeroski (2010). Predictive clustering relates gene annotations to phenotype properties extracted from images. International Workshop on Machine Learning in Systems Biology.

Timo Aho, Bernard Ženko, Sašo Džeroski (2009). Rule ensembles for multi-target regression. IEEE International Conference on Data Mining.

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Ivica Slavkov, Bernard Ženko, Sašo Džeroski (2009). Evaluation method for feature rankings and their aggregations for biomarker discovery. International Workshop on Machine Learning in Systems Biology.

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Sašo Džeroski, Panče Panov, Bernard Ženko (2009). Ensemble methods in machine learning. Encyclopedia of Complexity and Systems Science.

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Bernard Ženko, Jan Struyf, Sašo Džeroski (2009). Analyzing time series gene expression data with predictive clustering rules. International Workshop on Machine Learning in Systems Biology.

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Bernard Ženko, Sašo Džeroski (2008). Learning classification rules for multiple target attributes. Pacific-Asia Conference on Knowledge Discovery and Data Mining.

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Bernard Ženko (2007). Learning predictive clustering rules. PhD Thesis.

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Darja Kobal Grum, Alfred B Kobal, Niko Arnerić, Milena Horvat, Bernard Ženko, Sašo Džeroski, Joško Osredkar (2006). Personality traits in miners with past occupational elemental mercury exposure. Environmental health perspectives.

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Darija Gibičar, Dragi Kocev, Bernard Ženko, Milena Horvat, Sašo Džeroski, Vesna Fajon, Barbara Mazzola (2006). Evaluation of biomarkers of exposure and effects of mercury using machine-learning methods. Toxicology Letters.

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AB Kobal, M Horvat, M Prezelj, A Sešek-Briški, M Krsnik, T Dizdarevič, D Mazej, I Falnoga, V Stibilj, N Arnerić, et al. (2005). Vpliv elementarnega živega srebra na peroksidacijo lipidov in funkcijsko sposobnost posameznih tarčnih organov pri prebivalcih mesta Idrija in delavcih rudnika: zaključno poročilo raziskovalnega projekta. Idrijski razgledi.

WorldCat Entry

Bernard Ženko, Sašo Džeroski, Jan Struyf (2005). Learning predictive clustering rules. International Workshop on Knowledge Discovery in Inductive Databases.

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Joško Osredkar, Bernard Ženko, Darja Kobal Grum, Mladen Krsnik, Sašo Džeroski, Milena Horvat, Alfred B Kobal (2005). Analysis of the relationship between pineal hormone melatonin level and occupational mercury exposure in ex-miners with machine learning methods. Metodološki zvezki.

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Bernard Ženko, Sašo Džeroski, Alfred Bogomir Kobal, Darja Kobal Grum, Niko Arnerić, Joško Osredkar, Milena Horvat (2004). Relating personality traits and mercury exposure in miners with machine learning methods. EnviroInfo.

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Alfred Bogomir Kobal, A Sešek-Briški, Mladen Krsnik, Milena Horvat, Tatjana Dizdarević, Bernard Ženko, Sašo Džeroski, Niko Arnerić, Joško Osredkar (2004). Potential Kidney Effects in Ex-Miners of the Idrija Mercury Mine Exposed to Elemental Mercury and Silica Dust. RMZ - Materials and geoenvironment.

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Joško Osredkar, Mladen Krsnik, Milena Horvat, Bernard Ženko, Sašo Džeroski, Niko Arnerić, Darja Kobal, Alfred Bogomir Kobal (2004). Pineal hormone melatonin in blood and urine in ex miners of Idrija mercury mine. RMZ - Materials and geoenvironment.

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Sašo Džeroski, Bernard Ženko (2004). Is combining classifiers with stacking better than selecting the best one?. Machine learning.

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Darja Kobal Grum, Niko Arnerić, Alfred Bogomir Kobal, Milena Horvat, Bernard Ženko, Sašo Džeroski, Joško Osredkar (2004). Emotions and personality traits in former mercury miners. Psihološka obzorja.

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Joško Osredkar, Milena Horvat, Mladen Krsnik, Niko Arnerič, Darja Kobal, Bernard Ženko, Sašo Džeroski, Alfred Kobal (2004). Could occupational exposure to mercury vapour influence on the activity of pineal gland. International Congress of Toxicology.

Darja Kobal Grum, Niko Arnerić, Alfred Bogomir Kobal, Milena Horvat, Bernard Ženko, Sašo Džeroski, Joško Osredkar (2004). Can occupational exposure to elementary mercury increase the risk of suicide?. RMZ - Materials and geoenvironment.

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Bernard Ženko (2003). Izboljšave metode skladanja klasifikatorjev. Magistrsko delo (MSc Thesis).

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Sašo Džeroski, Bernard Ženko (2002). Stacking with multi-response model trees. International workshop on multiple classifier systems.

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Bernard Ženko, Sašo Džeroski (2002). Stacking with an extended set of meta-level attributes and MLR. European Conference on Machine Learning.

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Sašo Džeroski, Bernard Ženko (2002). Is combining classifiers better than selecting the best one?. International Conference on Machine Learning.

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Bernard Ženko, Ljupčo Todorovski, Sašo Džeroski (2002). Experiments with heterogeneous meta decision trees. Tech Report, DP-8638, Jožef Stefan Institute.

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Bernard Ženko, Ljupco Todorovski, Sašo Džeroski (2001). A comparison of stacking with meta decision trees to other combining methods. International Multi-Conference Information Society.

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Bernard Ženko, Ljupčo Todorovski, Sašo Džeroski (2001). A comparison of stacking with meta decision trees to bagging, boosting, and stacking with other methods. IEEE International Conference on Data Mining.

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Bernard Ženko, Ljupčo Todorovski, Sašo Džeroski (2001). A comparison of stacking with MDTs to bagging, boosting, and other stacking methods. International Workshop on Integrating Aspects of Data Mining, Decision Support and Meta-Learning.

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Bernard Ženko, Sašo Džeroski (2000). Napovedovanje biorazgradljivosti z regresijskimi drevesi. Slovenska sekcija IEEE.

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Bernard Ženko (2000). Napovedovanje biorazgradljivosti z regresijskimi drevesi. Diplomsko delo (BSc Thesis).

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