Dr. Tomislav Šmuc

predstojnik zavoda znanstveni savjetnik u trajnom izboru

E-mail

smuc@irb.hr

Telephone

+385 1 456 1085

Mobile

098/186-9605

Internal phone number

1485

Department

Division of Electronics

Laboratory

Laboratory for Machine Learning and Knowledge Representation

Address

Bijenička 54. Zagreb

Curriculum vitae

Download

Education

PhD - Electrical engineering, 1994, Faculty of Electrical Engineering, University of Zagreb.

MSc - Electrical Engineering 1991, Faculty of Electrical Engineering, University of Zagreb.

BSc - Electrical Engineering 1986, Faculty of Electrical Engineering, University of Zagreb.

Research Areas

Bioinformatika Informacijski sustavi Obradba informacija Umjetna inteligencija

Specific research interests

machine learning data science Computational biology Complex systems

Projects

SUSA - e Sustainable Healthcare with Digital Health Data Competence (DIGITAL EU)

Ai4Health.Cro - Artificial Intelligence for Smart Healthcare and Medicine (EDIH) - DIGITAL EU)

MAESTRA - Learning from Massive, Incompletely Annotated, and Structured Data, FP7 FET project, WP leader

MultiPlex - FP7 FET project, RBI group leader

FOC-II - FP7 FET project, RBI group leader
eLICO - FP7 STREP, WP leader
HEARTFAID - FP7 STREP, collaborator

Classes

Machine Learning (Division of Mathematics, Faculty of Science, University of Zagreb) 2010-2021

Featured Publications

1.1 Matija Piškorec, Nino Antulov-Fantulin, Petra Kralj Novak, Igor Mozetič, Miha Grčar, Irena Vodenska, T. Šmuc (2014), Cohesiveness in Financial News and its Relation to Market Volatility, Scientific Reports,http://dx.doi.org/10.1038/srep05038;

1.2 N. Antulov-Fantulin, T. Šmuc, A. Lančić, H. Štefančić, M. Šikić, (2015) Identification of patient zero in static and temporal networks - robustness and limitations, Phys. Rev. Lett., 114(24), 248701.;

1.3 M. Mihelčić, N. Lavrač, S. Džeroski, T. Šmuc, (2017) A framework for redescription set construction, Expert Systems With Applications 68 196–215.

1.4 M. Mihelčić, S. Džeroski, N. Lavrač, T. Šmuc, (2017) Redescription mining augmented with random forest of predictive clustering trees, Journal of Intelligent Information Systems, 1-34. doi:10.1007/s10844-017-0448-5.

1.5 M. Mihelčić, G. Šimić, M. L. Babić, N. Lavrač, S. Džeroski, T. Šmuc (2017) Using redescription mining to relate clinical and biological characteristics of cognitively impaired and Alzheimer’s disease patients. PLOS ONE 12(10).

1.6 M. Mihelčić, T. Šmuc, (2018), Targeted and contextual redescription set exploration, Machine Learning,https://doi.org/10.1007/s10994-018-5738-9

1.7 V., Vidulin, T. Šmuc, S. Džeroski, F. Supek, The evolutionary signal in metagenome phyletic profiles predicts many gene functions, Microbiome (2018) 6:129, https://doi.org/10.1186/s40168-018-0506-4

1.8 V Vidulin, T Šmuc, F Supek, (2016). Extensive Complementarity between Gene Function Prediction Methods, Bioinformatics, 1367-4803.

1.9 M Brbić, M Piškorec, V Vidulin, A Kriško, T Šmuc and F Supek, (2016), The landscape of microbial phenotypic traits and associated genes, Nucleic acids research (0305-1048).

1.10 P. Radivojac et al., (2013) A large-scale evaluation of computational protein function prediction; Nature Methods 10(3):221.

1.11Škunca N, Bošnjak M, KriškoA, PanovP, Džeroski S, ŠmucT, Supek F. (2012). Phyletic Profiling With Cliques of Orthologs Is Enhanced by Signatures of Paralogy Relationships, PLoS Computational Biology.

1.12Supek F, Bošnjak M, Škunca N, Šmuc T, (2011), REVIGO summarizes and visualizes long lists of Gene Ontology terms , PloS One, (7):e21800. doi:10.1371/journal.pone.

Publications - editorial books

Zbornik radova s konferencije

Proceedings of the ECML-PKDD 2011 Workshop on Discovery Challenge / Šmuc, Tomislav ; Antulov-Fantulin, Nino ; Morzy, Mikołaj (ur.). Zagreb: Institut Ruđer Bošković, 2011
ceur-ws.org

Zbornik sažetaka s konferencije

Abstract book of the 8th International Workshop on Data Science / Lončarič, Sven; Šmuc, Tomislav (ur.). Zagreb: Fakultet elektrotehnike i računarstva Sveučilišta u Zagrebu, 2023

Publications - book chapters

Izvorni znanstveni rad

Mihelčić, Matej ; Šmuc, Tomislav | Rules, Subgroups and Redescriptions as Features in Classification Tasks // Machine Learning and Principles and Practice of Knowledge Discovery in Databases. International Workshops of ECML PKDD 2022.. | Cham: Springer, 2023. str. 248-260 . doi: 10.1007/978-3-031-23618-1_17
doilink.springer.com
Mihelčić, Matej ; Džeroski, Sašo ; Šmuc, Tomislav | Extending Redescription Mining to Multiple Views // 21st International Conference, DS 2018, Limassol, Cyprus, October 29–31, 2018, Proceedings. | Cham: Springer, 2018. str. 292-307 . doi: 10.1007/978-3-030-01771-2_19
doilink.springer.com
Supek, Fran ; Šmuc, Tomislav | Distance Measures and Machine Learning Approaches for Codon Usage Analyses // Codon Evolution - Mechanisms and Models. | Oxford: Oxford University Press, 2011. str. 229-244
www.codonbook.comukcatalogue.oup.com
Trontl, Krešimir ; Šmuc, Tomislav ; Pevec, Dubravko | Learning Support Vector Regression Models for Fast Radiation Dose Rate // Machine Learning Research Progress. | New York (NY): Nova Science Publishers, 2010. str. 427-462
Kašner, M. ; Jelaković, Bojan ; Laganović, Mario ; Željković, T. ; Kuzmanić, Duško ; Boršo, Gordana ; Šmuc, Tomislav ; Gamberger, Dragan ; Rončević, P. | Serum uric-acid is related to metabolic disturbance and associated to serum aldosterone in essential hypertension // Frontiers in Coronary Artery Disease : Proceedings of the 5th International Congress on Coronary Artery Disease. | Bologna: Monduzzi Editore, 2003. str. 457-460

Stručni rad

Mihelčić, Matej ; Bošnjak Matko ; Antulov-Fantulin Nino ; Šmuc Tomislav | Constructing Recommender Systems in RapidMiner // RapidMiner. | New York (NY): Chapman and Hall/CRC, 2013. str. 119-143 . doi: 10.1201/b16023
doi
Laganović, Mario ; Jelaković, Bojan ; Kuzmanić, Dušan ; Boršo, Gordana ; Rončević, Tomislav ; Vdović, M. ; Željković, T. ; Kašner, M. ; Šmuc, Tomislav ; Gamberger, Dragan | Low birth does not influence blood pressure through reduced kidney volume // Frontiers in Coronary Artery Disease : Proceedings of the 5th International Congress on Coronary Artery Disease. | Bologna: Monduzzi Editore, 2003. str. 461-468

Publications - journal articles

Izvorni znanstveni rad

Zhou, Naihui ; Jiang, Yuxiang ; Bergquist, Timothy R. ; Lee, Alexandra J. ; Kacsoh, Balint Z. ; Crocker, Alex W. ; Lewis, Kimberley A. ; Georghiou, George ; Nguyen, Huy N. ; Hamid, Md Nafiz et al. | The CAFA challenge reports improved protein function prediction and new functional annotations for hundreds of genes through experimental screens // Genome biology, 20 (2019), 1; 244, 23. doi: 10.1186/s13059-019-1835-8
doigenomebiology.biomedcentral.com
Mihelčić, Matej ; Šmuc, Tomislav | Approaches for Multi-View Redescription Mining // IEEE access, 9 (2021), 19356-19378. doi: 10.1109/access.2021.3054245
doiieeexplore.ieee.orgieeexplore.ieee.orgfulir.irb.hr
Jović, Ozren ; Šmuc, Tomislav | Search for Novel Lead Inhibitors of Yeast Cytochrome bc1, from Drugbank and COCONUT // Molecules, 26 (2021), 14; 4323, 21. doi: 10.3390/ molecules26144323
doiwww.mdpi.comdoi.orgfulir.irb.hr
Vlainić, Josipa ; Jović, Ozren ; Kosalec, Ivan ; Vugrek, Oliver ; Čoz-Rakovac, Rozelindra ; Šmuc, Tomislav | In Vitro Confirmation of Siramesine as a Novel Antifungal Agent with In Silico Lead Proposals of Structurally Related Antifungals // Molecules, 26 (2021), 12; 3504, 17. doi: 10.3390/molecules26123504
doiwww.mdpi.comfulir.irb.hr
Matulja, Dario ; Grbčić, Petra ; Bojanić, Krunoslav ; Topić-Popović, Natalija ; Čož-Rakovac, Rozelindra ; Laclef, Sylvain ; Šmuc, Tomislav ; Jović, Ozren ; Marković, Dean ; Pavelić Kraljević, Sandra | Chemical Evaluation, Antioxidant, Antiproliferative, Anti-Inflammatory and Antibacterial Activities of Organic Extract and Semi-Purified Fractions of the Adriatic Sea Fan, Eunicella cavolini // Molecules, 26 (2021), 19; 5751, 21. doi: 10.3390/molecules26195751
doiwww.mdpi.comfulir.irb.hrdoi.org
Cichońska, Anna ; Ravikumar, Balaguru ; Allaway, Robert J. ; Wan, Fangping ; Park, Sungjoon ; Isayev, Olexandr ; Li, Shuya ; Mason, Michael ; Lamb, Andrew ; Tanoli, Ziaurrehman et al. | Crowdsourced mapping of unexplored target space of kinase inhibitors // Nature communications, 12 (2021), 3307, 18. doi: 10.1038/s41467-021-23165-1
doiwww.nature.comdoi.orgfulir.irb.hr
Oršolić, Davor ; Pehar, Vesna ; Šmuc, Tomislav ; Stepanić, Višnja | Comprehensive machine learning based study of the chemical space of herbicides // Scientific reports, 11 (2021), 11479, 12. doi: 10.1038/s41598-021-90690-w
doiwww.nature.comdoi.orgfulir.irb.hr
Fernandes, Sofia ; Fanaee‑T, Hadi ; Gama, João ; Tišljarić, Leo ; Šmuc, Tomislav | WINTENDED: WINdowed TENsor decomposition for Densification Event Detection in time-evolving networks // Machine learning, 112 (2023), 2; 459-481. doi: 10.1007/s10994-021-05979-8
doiwww.researchgate.netlink.springer.com
Jović, Ozren ; Šmuc, Tomislav | Combined Machine Learning and Molecular Modelling Workflow for the Recognition of Potentially Novel Fungicides // Molecules, 25 (2020), 9; 2198, 24. doi: 10.3390/molecules25092198
doiwww.mdpi.comfulir.irb.hr
Mihelčić, Matej ; Šmuc, Tomislav ; Supek, Fran | Patterns of diverse gene functions in genomic neighborhoods predict gene function and phenotype // Scientific reports, 9 (2019), 1; 19537, 16. doi: 10.1038/s41598-019-55984-0
doiwww.biorxiv.orgwww.nature.com
Kulikovskikh, Ilona ; Lipić, Tomislav ; Šmuc, Tomislav | From Knowledge Transmission to Knowledge Construction: A Step towards Human-Like Active Learning // Entropy (Basel. Online), 22 (2020), 8; 906, 11. doi: 10.3390/e22080906
doiwww.mdpi.comfulir.irb.hr
Kulikovskikh, Ilona ; Prokhorov, Sergej ; Lipić, Tomislav ; Legović, Tarzan ; Šmuc, Tomislav | BioGD: Bio-inspired robust gradient descent // PLoS One, 14 (2019), 7; e0219004, 19. doi: 10.1371/journal.pone.0219004
doijournals.plos.org
Piškorec, Matija ; Šmuc, Tomislav ; Šikić, Mile | Disentangling Sources of Influence in Online Social Networks // IEEE access, 7 (2019), 131692-131704. doi: 10.1109/access.2019.2940762
doiieeexplore.ieee.orgdoi.orgfulir.irb.hr
Mihelčić, Matej ; Šmuc, Tomislav | Targeted and contextual redescription set exploration // Machine learning, 107 (2018), 11; 1809-1846. doi: 10.1007/s10994-018-5738-9
doilink.springer.com
Vidulin, Vedrana ; Šmuc, Tomislav ; Džeroski, Sašo ; Supek, Fran | The evolutionary signal in metagenome phyletic profiles predicts many gene functions // Microbiome, 6 (2018), 1; 129, 21. doi: 10.1186/s40168-018-0506-4
doimicrobiomejournal.biomedcentral.comlink.springer.com
Mihelčić, Matej ; Džeroski, Sašo ; Lavrač, Nada ; Šmuc, Tomislav | Redescription mining augmented with random forest of multi-target predictive clustering trees // Journal of intelligent information systems, 50 (2018), 1; 63-96. doi: 10.1007/s10844-017-0448-5
doilink.springer.com
(Alzheimer’s Disease Neuroimaging Initiative) Mihelčić, Matej ; Šimić, Goran ; Babić Leko, Mirjana ; Lavrač, Nada ; Džeroski, Sašo ; Šmuc, Tomislav | Using redescription mining to relate clinical and biological characteristics of cognitively impaired and Alzheimer's disease patients // PLoS One, 12 (2017), 10; 1-35. doi: 10.1371/journal.pone.0187364
doijournals.plos.org
Mihelčić, Matej ; Džeroski, Sašo ; Lavrač, Nada ; Šmuc, Tomislav | A framework for redescription set construction // Expert systems with applications, 68 (2017), 196-215. doi: 10.1016/j.eswa.2016.10.012
doiwww.sciencedirect.com
Brbić, Maria ; Piškorec, Matija ; Vidulin, Vedrana ; Kriško, Anita ; Šmuc, Tomislav ; Supek, Fran | The landscape of microbial phenotypic traits and associated genes // Nucleic acids research, 44 (2016), 21; 10074-10090. doi: 10.1093/nar/gkw964
doinar.oxfordjournals.orgdoi.org
Vidulin, Vedrana ; Šmuc, Tomislav ; Supek, Fran | Extensive Complementarity between Gene Function Prediction Methods // Bioinformatics, 32 (2016), 23; 3645-3653. doi: 10.1093/bioinformatics/btw532
doibioinformatics.oxfordjournals.org
Antulov-Fantulin, Nino ; Lančić, Alen ; Šmuc, Tomislav ; Štefančić, Hrvoje ; Šikić, Mile | Identification of Patient Zero in Static and Temporal Networks : Robustness and Limitations // Physical review letters, 114 (2015), 248701-1-248701-5. doi: 10.1103/PhysRevLett.114.248701
doijournals.aps.orgdx.doi.org
Piškorec, Matija ; Antulov-Fantulin, Nino ; Kralj Novak, Petra ; Mozetič, Igor ; Grčar, Miha ; Vodenska, Irena ; Šmuc Tomislav | Cohesiveness in Financial News and its Relation to Market Volatility // Scientific reports, 4 (2014), 5038-1-5038-8. doi: 10.1038/srep05038
doiwww.nature.com
Levatić, Jurica ; Džeroski, Sašo ; Supek, Fran ; Šmuc, Tomislav. | Semi-Supervised Learning for Quantitative Structure- Activity Modeling // Informatica (Ljubljana), 37 (2013), 2; 173-179
www.informatica.sifulir.irb.hr
Radivojac, Predrag ; ... ; Škunca, Nives ; Supek, Fran ; Bošnjak, Matko ; ... ; Šmuc, Tomislav ; ... ; Friedberg, Iddo | A large-scale evaluation of computational protein function prediction // Nature methods, 10 (2013), 3; 221-227. doi: 10.1038/nmeth.2340
doiwww.nature.com
Gamberger, Dragan ; Šmuc, Tomislav | Good Governance Problems and Recent Financial Crises in Some EU Countries // Economics : The Open Access Open-Assessment E-Journal, 7 (2013), 201341, 21. doi: 10.5018/economics-ejournal.ja.2013-41
doiwww.economics-ejournal.orgfulir.irb.hr
Levatić, Jurica ; Ćurak, Jasna ; Kralj, Marijeta ; Šmuc, Tomislav ; Osmak, Maja ; Supek, Fran | Accurate Models for P-gp Drug Recognition Induced from a Cancer Cell Line Cytotoxicity Screen // Journal of medicinal chemistry, 56 (2013), 14; 5691-5708. doi: 10.1021/jm400328s
doipubs.acs.org
Šimpraga, Miljenko ; Šmuc, Tomislav ; Matanović, Krešimir ; Radin, Lada ; Shek-Vugrovečki, Ana ; Ljubičić, Iva ; Vojta, Aleksandar | Reference intervals for organically raised sheep: Effects of breed, location and season on hematological and biochemical parameters // Small ruminant research, 112 (2013), 1-3; 1-6. doi: 10.1016/j.smallrumres.2012.11.032
doidx.doi.orgwww.sciencedirect.com
Škunca, Nives ; Bošnjak, Matko ; Kriško, Anita ; Panov, Panče ; Džeroski, Sašo ; Šmuc, Tomislav ; Supek, Fran | Phyletic Profiling With Cliques of Orthologs is Enhanced by Signatures of Paralogy Relationships // Plos computational biology, 9 (2012), 1; e100285, 14. doi: 10.1371/journal.pcbi.1002852
doigorbi.irb.hrjournals.plos.orgfulir.irb.hr
Budimir, Ana ; Šmuc, Tomislav ; Weitner, Tin ; Batinić-Haberle, Ines ; Biruš, Mladen | Thermodynamics and electrochemistry of manganese ortho-tetrakis(N-n-butylpyridinium-2-yl)porphyrin in aqueous solutions // Journal of coordination chemistry, 63 (2010), 14/16; 2750-2765. doi: 10.1080/00958972.2010.502571
doiwww.tandfonline.com
Rios-Morales, Ruth ; Gamberger, Dragan ; Jenkins, Ian ; Šmuc, Tomislav ; | Modelling investment in the tourism industry using the World Bank's good governance indicators // Journal of modelling in management, 6 (2011), 3; 279-296. doi: 10.1108/17465661111183694
doiwww.emeraldinsight.com
Supek, Fran ; Bošnjak, Matko ; Škunca, Nives ; Šmuc, Tomislav | REVIGO summarizes and visualizes long lists of Gene Ontology terms // PLoS One, 6 (2011), 7; e21800-e21800. doi: 10.1371/journal.pone.0021800
doiwww.plosone.orgfulir.irb.hr
Smole, Zlatko ; Nikolić, Nela ; Supek, Fran ; Šmuc, Tomislav ; Sbalzarini, Ivo ; Kriško, Anita | Proteome sequence features carry signatures of the environmental niche of prokaryotes // Bmc evolutionary biology, 11 (2011), 26, 10. doi: 10.1186/1471-2148-11-26
doiwww.ncbi.nlm.nih.govwww.biomedcentral.comdoi.org
Supek, Fran ; Šumanovac Ramljak, Tatjana ; Marjanović, Marko ; Buljubašić, Maja ; Kragol, Goran ; Ilić, Nataša ; Šmuc, Tomislav ; Zahradka, Davor ; Mlinarić-Majerski, Kata ; Kralj, Marijeta | Could LogP be a principal determinant of biological activity in 18-crown-6 ethers? Synthesis of biologically active adamantane-substituted diaza-crowns // European journal of medicinal chemistry, 46 (2011), 8; 3444-3454. doi: 10.1016/j.ejmech.2011.05.009
doiwww.ncbi.nlm.nih.govwww.sciencedirect.comdx.doi.org
Krstačić, Goran ; Gambberger, Dragan ; Šmuc, Tomislav ; Krstačić, Antonija | Some R-R interval based paroxysmal atrial fibrillation predictors // Computers in cardiology, 28 (2001), 409-412
Krstačić, Goran ; Gamberger, Dragan ; Krstačić, Antonija ; Šmuc, Tomislav ; Miličić, Davor | The Chaos Theory and Non-linear Dynamics in Heart Rate Variability in Patients with Heart Failure // Computers in cardiology, 35 (2008), 957-959
cinc.mit.edu
Čož-Rakovac, Rozelinda ; Lisičić, Duje ; Šmuc, Tomislav ; Topić Popović, Natalija ; Strunjak-Perović, Ivančica ; Jadan, Margita ; Tadić, Zoran ; Jug Dujaković, Jurica | Classification Modelling of Physiological Stages in Captive Balkan Whip Snakes Using Blood Biochemistry Parameters // Journal of herpetology, 45 (2011), 4; 525-529
www.bioone.orgdx.doi.org
Ester, Katja ; Supek, Fran ; Majsec, Kristina ; Marjanović, Marko ; Lembo, David ; Donalisio, Manuela ; Šmuc, Tomislav ; Jarak, Ivana ; Karminski-Zamola, Grace ; Kralj, Marijeta | Putative mechanisms of antitumor activity of cyano-substituted heteroaryles in HeLa cells // Investigational new drugs, 30 (2012), 2; 450-467. doi: 10.1007/s10637-010-9571-7
doiwww.springerlink.com
Supek, Fran ; Šmuc, Tomislav | On Relevance of Codon Usage to Expression of Synthetic and Natural Genes in Escherichia coli // Genetics, 185 (2010), 1129-1134. doi: 10.1534/genetics.110.115477
doiwww.genetics.orgwww.genetics.org
Supek, Fran ; Škunca, Nives ; Repar, Jelena ; Vlahoviček, Kristian ; Šmuc, Tomislav | Translational Selection Is Ubiquitous in Prokaryotes // PLOS genetics, 6 (2010), 6; e1001004, 13. doi: 10.1371/journal.pgen.1001004
doiwww.plosgenetics.orgjournals.plos.org
Trontl, Krešimir ; Pevec, Dubravko ; Šmuc, Tomislav | Machine learning of the reactor core loading pattern critical parameters // Science and technology of nuclear installations, 2008 (2008), 695153, 7. doi: 10.1155/2008/695153
doiwww.hindawi.comfulir.irb.hr
Gredičak, Matija ; Supek, Fran ; Kralj, Marijeta, Majer, Zsuzsa ; Hollosi, Miklos ; Šmuc, Tomislav ; Mlinarić-Majerski, Kata ; Horvat, Štefica | Computational structure-activity study directs synthesis of novel antitumor enkephalin analogs // Amino acids (Wien), 38 (2010), 4; 1185-1191. doi: 10.1007/s00726-009-0329-5
doiwww.springerlink.comdoi.org
Rios-Morales, Ruth ; Gamberger, Dragan ; Šmuc, Tomislav ; Azuaje, Francisco | Innovative methods in assessing political risk for business internationalization // Research in international business and finance, 23 (2009), 144-156. doi: 10.1016/j.ribaf.2008.03.011
doiwww.sciencedirect.comdoi.org
Čož-Rakovac, Rozelinda ; Topić Popović, Natalija ; Šmuc, Tomislav ; Strunjak-Perović, Ivančica ; Jadan, Margita | Classification accuracy of algorithms for blood chemistry data of three aquaculture-influenced marine fish species // Fish physiology and biochemistry, 35 (2009), 4; 641-647. doi: 10.1007/s10695-008-9288-0
doiwww.springerlink.com
Supek, Fran ; Kralj, Marijeta ; Marjanović, Marko ; Šuman, Lidija ; Šmuc, Tomislav ; Krizmanić, Irena ; Žinić, Biserka | Atypical cytostatic mechanism of N -1-sulfonylcytosine derivatives determined by in vitro screening and computational analysis // Investigational new drugs, 26 (2008), 2; 97-110. doi: 10.1007/s10637-007-9084-1
doilink.springer.com
Čož-Rakovac, Rozelinda ; Strunjak-Perović, Ivančica ; Topić Popović, Natalija ; Hacmanjek, Mato ; Šmuc, Tomislav ; Jadan, Margita ; Lipej, Zoran ; Homen, Zlatko | Cage culture effects on mullets (Mugilidae) liver histology and blood chemistry profile // Journal of fish biology, 72 (2008), 10; 2557-2569. doi: 10.1111/j.1095-8649.2008.01865.x
doionlinelibrary.wiley.com
Čož-Rakovac, Rozelinda ; Šmuc, Tomislav ; Topić Popović, Natalija ; Strunjak-Perović, Ivančica ; Hacmanjek, Mato ; Jadan, Margita | Novel methods for assesing fish blood biochemical data // Journal of applied ichthyology, 24 (2008), 1; 77-80. doi: 10.1111/j.1439-0426.2007.01041.x
doionlinelibrary.wiley.com
Trontl, Krešimir ; Šmuc, Tomislav ; Pevec, Dubravko | Support vector regression model for the estimation of γ -ray buildup factors for multi-layer shields // Annals of nuclear energy, 34 (2007), 12; 939-952-x
dx.doi.org
Supek, Fran ; Peharec, Petra ; Krsnik-Rasol, Marijana ; Šmuc, Tomislav | Enhanced analytical power of SDS-PAGE using machine learning algorithms // Proteomics, 8 (2008), 1; 28-31. doi: 10.1002/pmic.200700555
doiwww.ncbi.nlm.nih.govonlinelibrary.wiley.com
Marjanović, Marko ; Kralj, Marijeta ; Supek, Fran ; Frkanec, Leo ; Piantanida, Ivo ; Šmuc, Tomislav ; Tušek-Božić, Ljerka | Antitumor potential of crown ethers: structure activity relationships, cell cycle disturbances and cell death studies of a series of ionophores // Journal of medicinal chemistry, 50 (2007), 5; 1007-1018. doi: 10.1021/jm061162u
doipubs.acs.org
Jelaković, Bojan ; Dika, Živka ; Kos, Jelena ; Pećin, Ivan ; Laganović, Mario ; Jovanović, Aleksandar ; Šmuc, Tomislav ; Gamberger, Dragan ; Kuzmanić, Duško | Liječenje i kontrola arterijske hipertenzije u Hrvatskoj. BEL-AH istraživanje // Liječnički vjesnik : glasilo Hrvatskoga liječničkog zbora, 128 (2006), 11-12; 329-333
lijecnicki-vjesnik.hlz.hr
Malenica, Mislav ; Šmuc, Tomislav ; Šnajder, Jan ; Dalbelo Bašić, Bojana | Language Morphology Offset: Text Classification on a Croatian-English Parallel Corpus // Information processing & management, 44 (2008), 1; 325-339. doi: 10.1016/j.ipm.2006.12.007
doiwww.sciencedirect.com
Supek, Fran ; Šmuc, Tomislav ; Lučić, Bono | A prototype structure-activity relationship model based on National Cancer Institute cell line screening data // Periodicum biologorum, 107 (2005), 4; 451-455-x
Marić, Ivan ; Galović, Antun ; Šmuc, Tomislav | Calculation of natural gas isentropic exponent // Flow measurement and instrumentation, 16 (2005), 1; 13-20-x
Pavlović, Mladen ; Šantić, Branko ; Desnica-Franković, Dunja Ida ; Radić, Nikola ; Šmuc, Tomislav ; Desnica, Uroš V. | The Impact of Deep Levels on Photocurrent Transients in Semi-Insulating GaAs // Journal of Electronic Materials, 32 (2003), 10; 1100-1106. doi: 10.1007/s11664-003-0094-2
doi
Grošev, Darko ; Medvedec, Mario ; Lončarić, Srećko ; Žuvić, Marijan ; Dodig, Damir ; Šmuc, Tomislav | Determination of small objects from pinhole scintigrams // Nuclear medicine communications, 19 (1998), 7; 679-688

Stručni rad

Jelaković, B ; Željković-Vrkić, T ; Pećin, I ; Dika, Ž ; Jovanović, A ; Podobnik, D ; Šmuc, T ; Gamberger, D ; Katić, K ; Kašner, M et al. | Arterial hypertension in Croatia - EH-UH study results // Acta medica Croatica, 61 (2007), 287-292

Pregledni rad (stručni)

Ahel, Marijan ; Antičić, Tome ; Balog, Tihomir ; Bilić, Nevenko ; Guberina, Branko ; Katušić Hećimović, Silva ; Jerić, Ivanka ; Klanjšček, Tin ; Legović, Tarzan ; Musić, Svetozar et al. | The Ruder Boskovic Institute – Today and Tomorrow // Periodicum biologorum, 112 (2010), 4; 369-374
hrcak.srce.hr

Publications - conference proceedings

Izvorni znanstveni rad

Piškorec Matija ; Bošnjak Matko ; Šmuc Tomislav | Meta-Modeling Execution Times of RapidMiner operators // Proceedings of the 3rd RapidMiner Community Meeting and Conference (RCOMM 2012). | 2012. str. 159-168
Mihelčić, Matej ; Džeroski, Sašo ; Lavrač, Nada ; Šmuc, Tomislav | Redescription Mining with Multi-target Predictive Clustering Trees // New Frontiers in Mining Complex Patterns: 4th International Workshop, NFMCP 2015, Held in Conjunction with ECML-PKDD 2015 : Revised Selected Papers / Ceci, Michelangelo; Loglisci, Corrado; Manco, Giuseppe et al. (ur.). | Cham: Springer International Publishing, 2016. str. 125-143. doi: 10.1007/978-3-319-39315-5_9
doilink.springer.com
Mihelčić, Matej ; Šmuc, Tomislav | InterSet: Interactive Redescription Set Exploration // Discovery Science : 19th International Conference, DS 2016 : Proceedings / Calders, Toon; Ceci, Michelangelo; Malerba, Donato (ur.). | Cham: Springer International Publishing, 2016. str. 35-50. doi: 10.1007/978-3-319-46307-0_3
doilink.springer.com
Levatić, Jurica ; Brbić, Maria ; Stepišnik Perdih, Tomaž ; Kocev, Dragi ; Vidulin, Vedrana ; Šmuc, Tomislav ; Supek, Fran ; Džeroski, Sašo | Phenotype prediction with semi-supervised learning // New frontiers in mining complex patterns NFMCP 2017, Lecture Notes in Computer Science. | 2017. str. 1-11
www.di.uniba.it
Vidulin, Vedrana ; Brbić, Maria ; Supek, Fran ; Šmuc, Tomislav | Evaluation of fusion approaches in large-scale bio-annotation setting // Proceedings of the 4th Workshop on Machine Learning in Life Sciences. | Wrocław: European Research Centre of Network Intelligence for Innovation Enhancement, 2016. str. 37-51
mlls.kssk.pwr.edu.pl
Brbić, Maria ; Piškorec, Matija ; Vidulin, Vedrana ; Kriško, Anita ; Šmuc, Tomislav ; Supek, Fran | Phenotype Inference from Text and Genomic Data // ECML-PKDD 2017, Lecture Notes in Computer Science. | Springer, 2017. str. 373-377. doi: 10.1007/978-3-319-71273-4_34
doiecmlpkdd2017.ijs.si
Piškorec, Matija ; Sluban, Borut ; Šmuc, Tomislav | MultiNets: Web-Based Multilayer Network Visualization // European Conference on Machine Learning and Knowledge Discovery in Databases / Bifet, Albert (ur.). | Springer, 2015. str. 298-302
link.springer.com
Antulov-Fantulin, Nino ; Lančić, Alen ; Štefančić, Hrvoje ; Šikić, Mile ; Šmuc, Tomislav | Statistical Inference Framework for Source Detection of Contagion Processes on Arbitrary Network Structures // 2014 IEEE Eighth International Conference on Self-Adaptive and Self-Organizing Systems Workshops SASOW 2014 : proceedings / Bilof, Randall (ur.). | Piscataway (NJ): IEEE Computer Society; Conference Publishing Services (CPS), 2014. str. 78-83
arxiv.orgieeexplore.ieee.org
Antulov-Fantulin, Nino ; Bošnjak, Matko ; Zlatić, Vinko ; Grčar, Miha ; Šmuc Tomislav | Synthetic Sequence Generator for Recommender Systems – Memory Biased Random Walk on a Sequence Multilayer Network // Discovery Science: 17th International Conference, DS 2014 Proceedings / Džeroski, Sašo; Panov, Panče; Kocev, Dragi et al. (ur.). | Ljubljana: Springer Cham, 2014. str. 25-36. doi: 10.1007/978-3-319-11812-3_3
doiarxiv.orglink.springer.com
Gamberger, Dragan ; Lučanin, Dražen ; Šmuc, Tomislav | Analysis of World Bank Indicators for Countries with Banking Crises by Subgroup Discovery Induction // Mipro-2013 Proceedings. | Rijeka, 2013. str. 1433-1437
Mihelčić, Matej ; Antulov-Fantulin, Nino ; Bošnjak, Matko ; Šmuc, Tomislav ; | Extending RapidMiner with recommender systems algorithms // Proceedings of the 3rd RapidMiner Community Meeting and Conference (RCOMM 2012). | Aachen: Shaker, 2012. str. 63-74
Antulov-Fantulin, Nino ; Bošnjak, Matko ; Žnidaršič, Martin ; Grčar, Miha ; Morzy, Mikołaj ; Šmuc, Tomislav | ECML-PKDD 2011 Discovery Challenge Overview // Proceedings of the ECML-PKDD 2011 Workshop on Discovery Challenge. | Zagreb: Institut Ruđer Bošković, 2011. str. 7-20
Prcela, Marin ; Gamberger, Dragan ; Šmuc, Tomislav ; Bogunović, Nikola ; | Information gain of structured medical diagnostic tests: Integration of Bayesian networks and ontologies // Proceedings of International Conference on Biomedical Engineering Systems and Technologies. | Institute for Systems and Technologies of Information, Control and Communication, 2010. str. 235-240
Bogunović, Nikola ; Šmuc, Tomislav | Applicability of Qualitative ECG Processing to Wearable Computing // Proceedings of the 5th International Workshop and Symposium on Wearable and Implanzable Body Sensor Networks. | Hong Kong: Institute of Electrical and Electronics Engineers (IEEE), 2008. str. 133-136
Trontl, Krešimir ; Pevec, Dubravko ; Šmuc Tomislav | On Input Vector Representation for the SVR Model of Reactor Core Loading Pattern Critical Parameters // 7th International Conference on Nuclear Option in Countries with Small and Medium Electricity Grids - Conference Proceedings. | Zagreb: Hrvatsko nuklearno društvo, 2008. str. S-06.90-1-S-06.90-10
Gamberger, Dragan ; Prcela, Marin ; Jović, Alan ; Šmuc, Tomislav ; Parati, Ganfranco ; Valentini, Mariaconsuelo ; Kawecka-Jaszcz, Kalina ; Styczkiewicz, Katarzyna ; Kononowicz, Andrzej ; Candelieri, Antonio et al. | Medical knowledge representation within Heartfaid platform // BIOSTEC 2008. | INSTICC Institute for Systems and Technologies of Information, Control and Communication, 2008. str. 307-314-x
Trontl, Krešimir ; Pevec, Dubravko ; Šmuc, Tomislav | Application of Support Vector Regression in Estimation of Buildup Factors for Double-Layered Shields // Proceedings of European Nuclear Conference ENC 2005. | SFEN, 2005
Topić, Goran ; Šmuc, Tomislav ; Šojat, Zorislav ; Skala, Karolj | Reimplementation of the Random Forest Algorithm // Parallel Numerics, Theory and Applications. | Salzburg: University of Salzburg, 2005. str. 119-128-x
Gergeta, Kristijan ; Pevec, Dubravko ; Šmuc, Tomislav | Depletion Modeling of Integral Burnable Absorbers Containing Enriched Boron // 5th International Conference Nuclear Option in Countries with Small and Medium Electricity Grids. | Zagreb: Hrvatsko nuklearno društvo, 2004. str. S_3.28.1-S_3.28.-x
Gamberger, Dragan ; Šmuc, Tomislav ; Lavrač, Nada | Subgroup Discovery: On-line Data Mining Server and its Application // Simulations in Biomedicine V. | Wessex Institute of Technology Press, 2003. str. 433-442-x
Trontl, Krešimir ; Gergeta, Kristijan ; Šmuc, Tomislav | FUMACS-G, a Graphical User Interface for FUMACS Code Package // Proceedings of 4th International Conference Nuclear Option in Countries with Small and Medium Electricity Grids. | Zagreb: Hrvatsko novinarsko društvo (HND), 2002. str. 4.11.1-4.11.8-x
Krstačić, Goran ; Krstačić, A. ; Martinis, Mladen ; Vargović, E. ; Knežević, A. ; Šmalcelj, Anton ; Jembrek-Gostović, M. ; Gamberger, Dragan ; Šmuc, Tomislav | Non-Linear Analysis of Heart Rate Variability in Patients with Coronary Heart Disease // Computers in Cardiology 2002. | Memphis (TN), 2002. str. 673-675-x
Krstačić, Goran ; Krstačić, Antonija ; Martinis, Mladen, Vargović, Emil ; Knežević, Andrea, Šmalcelj, Anton ; Jembrek-Gostović, Mirjana ; Gamberger, Dragan ; Šmuc, Tomislav, | Non-linear Analysis of Heart Rate Variability in Patients with Coronary Heart Disease // Computers in Cardiology. | Institute of Electrical and Electronics Engineers (IEEE), 2002. str. 673 - 675-x
Šmuc, Tomislav | Improving Convergence Properties of the Differential Evolution Algorithm // Proceedings of the MENDEL 2002 - 8th International Conference on Soft Computing. | Brno, 2002. str. 80-86-x
Šmuc, Tomislav | Sensitivity of Differential Evolution Algorithm to Values of Control Parameters // Proceedings of the International Conference on Artificial Intelligence. | CSREA Press, 2002. str. 1087-1093-x
Šmuc, Tomislav ; Marić, Ivan ; Bosanac, Gordan ; Gamberger, Dragan ; Bogunović, Nikola ; Krstačić, Goran | Dynamic Features of the Normal Heart Rate Variability // Proceedings of International Conference Computers in Cardiology 2002. | Institute of Electrical and Electronics Engineers (IEEE), 2002. str. 241-244. doi: 10.1109/CIC.2002.1166752
doiieeexplore.ieee.org
Šmuc, Tomislav ; Gamberger, Dragan ; Krstačić, Goran | Combining unsupervised and supervised machine learning in analysis of the CHD patient database // 8th Conference on Artificial Intelligence in Medicine in Europe. | Berlin: Springer, 2001. str. 109-112-x
Krstačić, Goran ; Gamberger, Dragan ; Šmuc, Tomislav | Coronary heart disease patient models based on inductive machine learning // 8th Conference on Artificial Intelligence in Medicine in Europe. | Berlin: Springer, 2001. str. 113-116-x
Pevec, Dubravko ; Grgić, Davor ; Ječmenica, Radomir ; Trontl, Krešimir ; Gergeta, Kristijan ; Šmuc, Tomislav | Upgrade of the FUMACS Code Package // Proceedings of the International Conference Nuclear Energy in Central Europe 2001. | 2001
Pevec, Dubravko ; Šmuc, Tomislav | Investigating a Possibility to Extend an Operating Cycle Length of NPP Krško // Operating Cycle Extension of Nuclear Power Plants, Proceeedings of a Technical Committee Meeting. | Beč: International Atomic Energy Agency (IAEA), 2000. str. 15-24-x
Baće, Mile ; Trontl, Krešimir ; Šmuc, Tomislav | Double Tiering as an Option for Spent Fuel Pool Capacity Increase // Proceedings of the International Conference Nuclear Energy in Central Europe 2000. | Ljubljana: Nuclear Society of Slovenia, 2000. str. 105-112-x
Baće, Mile ; Ječmenica, Radomir ; Šmuc, Tomislav | Validation of SCALE Code Package on High Performance Neutron Shields // International Conference: Nuclear Energy in Central Europe '99, Proceedings, Volume 1. | Ljubljana: Nuclear Society of Slovenia, 1999. str. 75-81-x
Baće, Mile ; Trontl, Krešimir ; Šmuc, Tomislav | Double tiering as an option for spent fuel pool capacity increase // Proceedings of the International Conference Nuclear Energy in Central Europe 2000. | Ljubljana: NSS, 2000. str. 105.1-105.8
Baće, Mile ; Ječmenica, Radomir ; Šmuc, Tomislav | Radiological shielding analysis of special building for the old NPP Krško steam generators // Proceedings International Conference "Nuclear Option in Countries with Small and Medium Electricity Grids" / Knapp, Vladimir ; Čavlina, Nikola (ur.). | Zagreb: Hrvatsko nuklearno društvo, 2000. str. 431-438
inis.iaea.org
Šmuc, Tomislav ; de Leege P.F.A., Kloosterman J.L. | Demonstration of the Compact Depletion Models for Burnup Calculations // Proceedings of the Int. Conf. on Mathematics and Computation, Reactor Physics and Environmental Analysis in Nuclear Applications. | Madrid: Senda Editorial,S.A., 1999. str. 1901-1911-x
Šmuc, Tomislav ; de Leege, P.F.A. | Improved Cross-Section Homogenisation for Research Reactor Criticality Calculations // Proceedings of The Sixth Int. Conf. on Nuclear Criticality Safety. | Pariz, 1999. str. 262-268-x
Šmuc, Tomislav ; Bogunović, Nikola ; Šarić, Davor | Evolutionary Algorithm for Steiner Tree Optimization // Proc. of the 21st Int. Conf. ITI'99 - Information Technology Interfaces. | Zagreb: Fakultet elektrotehnike i računarstva Sveučilišta u Zagrebu, 1999. str. 425-432-x
Bogunović, Nikola ; Šmuc, Tomislav | Comparison of Methods for Reduction of Computational Complexity in Bayesian Networks // Computers in Intelligent Systems. | Rijeka: Hrvatska udruga za informacijsku i komunikacijsku tehnologiju, elektroniku i mikroelektroniku - MIPRO, 1999. str. 17-20
Šmuc, Tomislav ; Pevec, Dubravko ; Bilić, Tea | Equilibrium Cycles of NPP Krško after Power Uprate // International Conference: Nuclear Option in Countries with Small and Medium Electricity Grids, Conference Proceedings. | Zagreb: Hrvatsko nuklearno društvo, 1998. str. 211-218-x
Šmuc, Tomislav ; Ječmenica, Radomir ; Trontl, Krešimir | Validation of QAD-CGGP for Shielding Analyses of Intermediate and Low Level Waste Drums // International Conference Nuclear Option in Countries with Small and Medium Electricity Grids : Conference Proceedings. | Zagreb: Hrvatsko nuklearno društvo, 1998. str. 456-463
Baće, Mile ; Pevec, Dubravko ; Šmuc, Tomislav | Reracking Possibilities of the NPP Krško Spent Fuel Pool // International Conference: Nuclear Option in Countries with Small and Medium Electricity Grids, Conference Proceedings. | Zagreb: Hrvatsko nuklearno društvo, 1998. str. 365-371-x
Bilić, Tea ; Pevec, Dubravko ; Šmuc, Tomislav | Investigating a possibility to implement 24-month cycle in NPP Krško // Nuclear Energy in Central Europe '98, Proceedings. | Ljubljana: Nuclear Society of Slovenia, 1998. str. 107-113-x
Trontl, Krešimir ; Baće, Mile ; Šmuc, Tomislav | Incorporation of multi-layer option into QAD-CGGP code // Nuclear Energy in Central Europe '98, Proceedings. | Ljubljana: Nuclear Society of Slovenia, 1998. str. 139-146-x
Baće, Mile ; Pevec, Dubravko ; Šmuc, Tomislav | Reracking Possibilities of the NPP Krško Spent Fuel Pool // Proceedings of the International Conference: Nuclear Option in Countries with Small and Medium Energy Grid. | Zagreb: Hrvatsko nuklearno društvo, 1998. str. 365-371
Šmuc, Tomislav ; Pevec, Dubravko ; Bilić, Tea | Equilibrium cycles of NPP Krško after power uprate // Proceedings of the International Conference: Nuclear Option in Countries with Small and Medium Grid. | Zagreb: Hrvatsko nuklearno društvo, 1998. str. 211-218
Trontl, Krešimir ; Baće, Mile ; Šmuc, Tomislav | Incorporation of multi-layer option into QAD-CGGP code // Proceedings of the 5th Regional Meeting : Nuclear Energy in Central Europe. | Ljubljana: Nuclear Society of Slovenia, 1998. str. 139-146-x
Bilić, Tea ; Pevec, Dubravko ; Šmuc, Tomislav | Investigating a possibility to implement 24-month cycle in NPP Krško // Proceedings of the 5th Regional Meeting : Nuclear Energy in Central Europe. | Ljubljana: Nuclear Society of Slovenia, 1998. str. 107-114
Baće, Mile ; Pevec, Dubravko ; Šmuc, Tomislav | Impact of Burnup on the NPP Krško Spent Fuel Pool Criticality // Proceedings of 4th Regional Meeting Nuclear Energy in Central Europe. | Nuclear Society of Slovenia, 1997. str. 331-337-x
Baće, Mile ; Pevec, Dubravko ; Šmuc, Tomislav | Impact of burnup credit on the NPP Krško spent fuel pool criticality // Proceedings of the 4th Regional Meeting : Nuclear Energy in Central Europe. | Ljubljana: Nuclear Society of Slovenia, 1997. str. 1-7
Bernnat, Wolfgang ; Lutz, Dietrich ; Pevec, Dubravko ; Šmuc, Tomislav | Generation of group constants for NPP Krško using RSYST code package // Proceedings of International Conference : Nuclear Option in Countries with Small and Medium Electricity Grid. | Zagreb: Hrvatsko nuklearno društvo, 1996. str. 463-470

Ostalo

Gamberger, Dragan ; Lavrač, Nada ; Krstačić, Goran ; Šmuc, Tomislav | Inconsistency tests for patient records in a coronary heart disease database // Medical Data Analysis. | Berlin: Springer, 2000. str. 183-189-x
Gamberger, Dragan ; Krstačić, Goran ; Šmuc, Tomislav | Medical expert evaluation of machine learning results for a coronary heart disease database // Medical Data Analysis. | Berlin: Springer, 2000. str. 159-168-x

Sažetak izlaganja sa skupa

Stepanić, Višnja ; Barešić, Anja; Kulikovskikh, Ilona; Šmuc, Tomislav | Invitation to enhance capacities for technology transfer, company building and innovations in the field of ICT in the Danube region // Book of abstracts: 10th Regional Biophysics Conference & 15th International Summer School of Biophysics / Dolanski Babić, Sanja; Dutour Sikirić, Maja; Stepanić, Višnja et al. (ur.). | Split: Hrvatsko Biofizičko Društvo, 2024. str. 58-58
Punčec, Marina; Šmuc, Tomislav; Stepanić, Višnja | Hierarchical in silico pipeline for identifying active compounds and/or protein targets // IX EFMC International Symposium on Advances in Synthetic and Medicinal Chemistry: Book of Abstracts / Gademann, Karl; Hartung, Ingo (ur.). | Louvain-la-Neuve, Wallonia, Belgium: European Federation for Medicinal chemistry and Chemical biology (EFMC), 2023. str. 316-316
Matulja, Dario ; Matijević, Gabrijela ; Babić, Sanja ; Grbčić, Petra ; Bojanić, Krunoslav ; Laclef, Sylvain ; Jović, Ozren ; Šmuc, Tomislav ; Car, Iris ; Sedić, Mirela et al. | Bioprospecting of the Adriatic coral Eunicella cavolini // 28th CROATIAN MEETING OF CHEMISTS & CHEMICAL ENGINEERS. | Zagreb: Hrvatsko društvo kemijskih inženjera i tehnologa (HDKI), 2023. str. 101-101
Punčec, Marina ; Stepanić, Višnja ; Šmuc, Tomislav | Bioactivity potential and druglikeness of natural products from marine organisms // World Aquaculture 21 : Abstract Book. | Mérida: World Aquaculture Society, 2022. str. 237-237
wasblobstorage.blob.core.windows.net
Baković, Marija ; Martić, Ana ; Jurić, Sara ; Punčec, Marina ; Matijević, Gabrijela ; Djedović, Elvis ; Šmuc, Tomislav ; Roje, Marin ; Čož-Rakovac, Rozelindra | Spirulina sp. – different drying temperatures and it’s biological activity // Book of Abstracts of AlgaEurope 2022. | 2022. str. 225-225
Baković, Marija ; Jurić, Sara ; Punčec, Marina ; Martić, Ana ; Matijević, Gabrijela ; Djedović, Elvis ; Šmuc, Tomislav ; Roje, Marin ; Čož-Rakovac, Rozelindra | The Influence of Different Drying Temperatures on the Phenolic Profile and Biological Activity of the Cyanobacterium Spirulina sp. // Book of Abstracts of 15th World Congress on Polyphenols Applications. | 2022. str. 80-80
Punčec Marina ; Stepanić Višnja ; Šmuc, Tomislav | Visual Analytics of Structure-Activity Relationships of Natural Products and Drugs // Computational Chemistry Day 2022 : Book of Abstracts. | Zagreb: Institut Ruđer Bošković, 2022. str. 35-35
ccd2022.irb.hr
Lučić, Bono ; Stepanić, Višnja ; Fa, Dionizije ; Jović, Ozren ; Lipić, Tomislav ; Šmuc, Tomislav | Possibility of discrimination between approved and withdrawn drugs using multivariate classification structure-property models based on molecular descriptors // Math/Chem/Comp 2022 and 33rd MC2 Conference : Book of Abstracts. | Zagreb: Hrvatsko kemijsko društvo, 2022. str. 21-21
mcc.hkd.hr
Stepanić, Višnja ; Oršolić, Davor ; Pehar, Vesna ; Šmuc, Tomislav | Development of phytotoxic natural molecules as complementary herbicidal agents is supported by machine learning study // Book of Abstracts of 1st international conference "Food & Climate Change". | Koprivnica, 2021. str. 39-39
perspire.eu
Stepanić, Višnja ; Oršolić, Davor ; Šmuc, Tomislav | (Re)purposing starts virtually by predictive machine-learning models // 27th Croatian Meeting of Chemists and Chemical Engineers and 5th Symposium Vladimir Prelog : Book of Abstracts. | Zagreb: Hrvatsko kemijsko društvo, 2021. str. 16-16
27hskiki.hkd.hr
Grubišić, Ivan ; Lipić, Tomislav ; Mesić, Benjamin ; Šmuc, Tomislav | BricksND - Benchmark for disentangled concept learning. | 2020
fulir.irb.hrfulir.irb.hrfulir.irb.hr
Piškorec, Matija ; Šmuc, Tomislav ; Šikić, Mile | Differentiating between Exogenous and Endogenous Information Propagation in Social Networks // Second International Workshop on Data Science : Abstract Book. | 2017. str. 39-41
Matija Piškorec, Nino Antulov-Fantulin, Iva Miholić, Tomislav Šmuc, Mile Šikić | Inference of influence in social networks // CompleNet'17 : Programme with Abstracts. | 2017. str. 93-93
complenet17.weebly.com
Antolović, Vlatka; Šmuc, Tomisla ; Weber, Igor | Cluster analysis of the cell migration in Dictyostelium // Dicty 2014, Annual International Dictyostelium Conference. | Potsdam: Deutsche Gesellschaft für Zellbiologie (DGZ), 2014. str. 64-64
dicty2014.de
Antolović, Vlatka ; Šmuc, Tomislav ; Weber, Igor. | Characterizing cell migration in actin cytoskeleton mutants of Dictyostelium discoideum // The 14th International ELMI Meeting. | Oslo, 2014. str. 133-134
Antolović, Vlatka ; Šmuc, Tomislav ; Weber, Igor | Characterizing the movement of different actin cytoskeleton mutants of Dictyostelium discoideum // Computational Biology and Innovation Symposium. | Dublin, 2013. str. 38-38
Čolak, Slavica ; Čož-Rakovac, Roselinda ; Šmuc, T. ; Lovrinov, Mario ; Topić Popović, Natalija ; Strunjak-Perović, Iva ; Barišić, Josip ; Jadan, Margita ; Beer Ljubić, B. ; Šimpraga, M. et al. | Biokemijski profil hemolimfe triju vrsta dekapodnih rakova. | 2012
Čož-Rakovac, Rozelinda ; Fazio, Francesco ; Šmuc, Tomislav ; Topić Popović, Natalija ; Strunjak- Perović, Ivančica ; Sauerborn Klobučar, Roberta ; Piccione, Giuseppe ; Faggio, Caterina | Blood biochemical approach in differentiation of Adriatic and Tyrrhenian mullet populations (Genus Mugil Linnaeus, 1758) // Book of Abstracts, 48th CROATIAN AND 8th INTERNATIONAL SYMPOSIUM ON AGRICULTURE. | Osijek: Poljoprivredni fakultet Sveučilišta Josipa Jurja Strossmayera u Osijeku, 2013. str. 228-229
Čolak, Slavica ; Čož-Rakovac, Rozelinda ; Šmuc, Tomislav ; Lovrinov, Mario ; Topić Popović, Natalija ; Strunjak-Perović, Ivančica ; Barišić, Josip ; Jadan, Margita ; Beer Ljubić, Blanka ; Šimpraga, Miljenko et al. | Hemolymph biochemistry profile of three decapod crustaceans // Proceedings/Book of Abstracts. 47 Croatian and 7 International Symposium on Agriculture. | Zagreb: Luna Grafika, 2012. str. 154-155
Čož-Rakovac, Rozelinda ; Strunjak-Perović, Ivančica ; Topić Popović, Natalija ; Šmuc, Tomislav ; Jadan, Margita ; Čolak, Slavica ; Lovrinov, Mario ; Milina, Ana ; Barišić, Josip | Discrimination between shade fish physiological profile based on blood biochemistry using statistical classification models // Book of Abstracts ; 46th Croatian & 6th International Symposium on Agriculture. | Zagreb: Agronomski fakultet Sveučilišta u Zagrebu, 2011. str. 173-176
Vojta, Aleksandar ; Šmuc, Tomislav ; Radin, Lada ; Shek-Vugrovečki, Ana ; Šimpraga, Miljenko | Significance and calculation of reference intervals for blood analytes in organically raised small ruminants // International Meeting of Croatian Physiological Society, Abstract Book. | Zagreb: Hrvatsko društvo fiziologa, 2011. str. 29-29
Čolak, Slavica ; Čož-Rakovac, Rozelinda ; Šmuc, Tomislav ; Lovrinov, Mario ; Topić Popović, Natalija ; Strunjak-Perović, Ivančica ; Jadan, Margita ; Barišić, Josip ; Beer Ljubić, Blanka ; Šimpraga, Miljenko et al. | Haemolymph biochemistry profile of lobster Palinurus elephas (Fabricius, 1787) after exposure to emersion // 15th International Conference on Diseases of Fish and Shellfish : Abstract book. | Split, 2011. str. 281-281
Supek, Fran ; Škunca, Nives ; Šmuc, Tomislav | Redundancy Elimination and Visualization of Gene Ontology Term Lists // ISMB & ECCB 2009. | 2009
Skunca, Nives ; Supek, Fran ; Smuc, Tomislav ; Panov, Pance ; Dzeroski, Saso | Functional annotation of orthologous groups by using hierarchical multi label classification // ISMB & ECCB 2009. | 2009
Supek, Fran ; Šmuc, Tomislav ; Repar, Jelena ; Škunca, Nives | GORBI: Web application for the prediction of a protein's functional context // The 3rd Adriatic Meeting on Computational Solutions in the Life Sciences - Book of Abstracts. | Zagreb: Institute of Computational Life Sciences (ICLS), 2009. str. 76-76
Škunca, Nives ; Šmuc, Tomislav ; Supek, Fran | REViGO: Redundancy Elimination and Visualization of Gene Ontology Term Lists // The 3rd Adriatic Meeting on Computational Solutions in the Life Sciences - Book of Abstracts. | Zagreb: Institute of Computational Life Sciences (ICLS), 2009. str. 75-75
Čož-Rakovac, Rozelinda ; Strunjak-Perović, Ivančica ; Topić Popović, Natalija ; Šmuc, Tomislav ; Jadan, Margita ; Galetović, Sonja ; Čolak, Slavica ; Lovrinov, Mario ; Milina, Ana | Seasonal blood chemistry patterns of shade fish Argyrosomus regius // Diseases of Fish and Shellfish ; 14th EAFP International Conference ; Prague, September 14-19, 2009. | Prag: HALAMA Publishing House, 2009. str. 287-287
Škunca, Nives ; Supek, Fran ; Repar, Jelena ; Šmuc, Tomislav | Evaluation of intergene distances across bacterial species // ECCB 2008 Proceedings. | 2008
www.eccb08.org
Supek, Fran ; Kralj, Marijeta ; Žinić, Biserka ; Šmuc, Tomislav | Computational analysis of in vitro screening data highlights an atypical cytostatic mechanism of a cytosine derivative // ECCB 2008 Proceedings. | 2008
www.eccb08.org
Repar, Jelena ; Škunca, Nives ; Supek, Fran ; Šmuc, Tomislav | An XML format for peptide datasets // ECCB'08 European Conference on Computational Biology. | 2008
www.eccb08.org
Pecin, I. ; Zeljković-Vrkić, T. ; Dika, Z. ; Laganovic, M. ; Kos, J. ; Borso, G. ; Kuzmanić, D. ; Smuc, T. ; Gamberger, D. ; Jelaković, B. | Differences in obesity and hypertension between continental and mediterranean Croatian regions. EHUH study results. | 2007. str. s201-s201
Pevec, Dubravko ; Baće, Mile ; Šmuc, Tomislav ; Ječmenica, Radomir ; Trontl, Krešimir | Neutroničko modeliranje nuklearnog goriva koje sadrži integralne sagorive apsorbere // Knjiga sažetaka 5. znanstvenog skupa Hrvatskog fizikalnog društva. | 2007. str. 121-121
Supek, Fran ; Šmuc, Tomislav | Predicting Gene Ontology Categories from Heterogeneous Genomic Data // 4th European Conference on Computational Biology (ECCB 2005) Programme and Abstracts Book. | Madrid, 2005
lis.irb.hr
Laganović M ; Jelaković, Bojan ; Kuzmanić D ; Boršo G ; Rončević T ; Vdović M ; Željković T ; Kašner M ; Šmuc, Tomislav ; Gamberger, Dragan | Blood pressure – kidney volume relationship in essential hypertension // Journal of Hypertension, Supplement. | 2004. str. s220-s220
Kašner Mario ; Jelaković Bojan ; Laganović Mario ; Kuzmanić Duško ; Boršo Gordana ; Željković Tajana ; Rončević Tomislav ; Šmuc Tomislav ; Gamberger Dragan ; Rončević Pavle | Serum uric acid is apart to the metabolic syndrome ralated to the seru aldosterone concentration in essential hypertension // Journal of Hypertension, Supplement. | 2003. str. s81-x
www.abstracts2view.com
Baće, Mile ; Pevec, Dubravko ; Šmuc, Tomislav ; Trontl, Krešimir ; Gergeta, Kristijan | Tehno-ekonomski aspekti ultra dugih radnih ciklusa // Knjiga sažetaka 4 znanstveni sastanak Hrvatskog fizikalnog društva. | Zagreb: Hrvatsko fizikalno društvo, 2003. str. 85-85
Desnica, Uroš ; Šantić, Branko ; Pavlović, Mladen ; Desnica-Franković, Ida Dunja ; Radić, Nikola ; Šmuc, Tomislav ; Petrović, Bojan | Defekti s dubokim novoima i foto-električka svojstva GaAs // Knjiga sažetaka 2. znanstvenog sastanka Hrvatskog fizikalnog društva. | Zagreb: Hrvatsko fizikalno društvo, 1999. str. 14-14-x

Stručni rad

Bošnjak, Matko ; Antulov-Fantulin, Nino ; Šmuc, Tomislav ; Gamberger, Dragan | Constructing recommender systems workflow templates in RapidMiner // Proceedings of the 2nd RapidMiner Community Meeting and Conference (RCOMM 2011). | Aachen: Shaker, 2011. str. 101-112

Prošireni sažetak izlaganja sa skupa

Vidulin, Vedrana ; Šmuc, Tomislav ; Supek, Fran | Speed and accuracy benchmarks of large-scale microbial gene function prediction with supervised machine learning // Discovery science : book of abstracts. | 2014. str. 1-3
ds2014.ijs.si

Publications - Conference journals

Sažetak izlaganja sa skupa

Jelaković, Bojan ; Pećin, I. ; Željković-Vrkić, T. ; Dika, Živka ; Laganović, Mario ; Kos, Josip ; Jovanović, Aleksandar ; Boršo, Gordana ; Kuzmanic, Duško ; Šmuc, Tomislav | Education and income as determinants for blood pressure value and hypertension prevalence in Croatia. EHUH study results // Journal of hypertension. Supplement, 2006. str. 347-347
Jelaković, Bojan ; Željković-Vrkić, T. ; Pećin, I. ; Jovanović, Aleksandar ; Podobnik, D. ; Šmuc, Tomislav ; Gamberger, Dragan ; Laganović, Mario ; Dika, Živka ; Boršo, Gordana et al. | Epidemiology of hypertension in Croatia. EHUH study // Journal of hypertension. Supplement, 2006. str. 242-242

Izvorni znanstveni rad

Piškorec, Matija ; Antulov-Fantulin, Nino ; Miholić, Iva ; Šmuc, Tomislav ; Šikić, Mile | Modeling Peer and External Influence in Online Social Networks: Case of 2013 Referendum in Croatia // Studies in computational intelligence, 2017. str. 1015-1027. doi: 10.1007/978-3-319-72150-7_82
doi
Gamberger, Dragan ; Lučanin, Dražen ; Šmuc, Tomislav | Descriptive modeling of systemic banking crises // Lecture notes in computer science, 2012. str. 67-80

Publications - Conference unpublished

Neobjavljeni prilog sa skupa

Babić, Sanja; Begić, Karolina; Čižmek, Lara; Ul’yanovskii, NIkolay V; Kosyakov, Dmitry S; Cikoš, Anamarija; Jokić, Stela; Strunjak-Perović, Ivančica; Topić Popović, Natalija; Šmuc, Tomislav et al. | Pigments and its derivatives: Unlocking the biological potential of macroalga Cystoseira compressa // XIII ECMNP European Conference on Marine Natural Products | Granada, Španjolska, 03.09.2023-08.09.2023
Fumić, Barbara; Bujak, Maro; Šmuc, Tomislav; Bojanić, Krunoslav; Topić Popović, Natalija; Čož-Rakovac, Rozelinda; Roje, Marin | Identification of polyphenols in samples of nine different plant species (lavender, immortelle, winter savory and 6 types of basil) // 16th World Congress on Polyphenols Applications | Attard, Malta, 28.09.2023-29.09.2023
Oršolić, Davor ; Lučić, Bono ; Stepanić, Višnja ; Šmuc, Tomislav | Prediction of Drug-Kinase Binding Affinities with Focus on Conserved Protein Kinase Domain // ISMB/ECCB 2021 (29th Annual Conference) | Virtual Event, 25.07.2021-30.07.2021
Čož-Rakovac, Rozelinda ; Babić, Sanja ; Topić Popović, Natalija ; Šmuc, Tomislav | Determination of bioactive potential of brown alga Padina pavonica from the Adriatic Sea // XX International Symposium on Fish Nutrition and Feeding Towards Precision Fish Nutrition and Feeding (ISFNF) | Sorrento, Italija, 05.06.2022-09.06.2022
Stepanić, Višnja ; Oršolić, Davor ; Šmuc, Tomislav | Machine learning in chemical compound space // Mini-simpozij Hrvatskog kemijskog društva | Rijeka, Hrvatska, 04.07.2022-04.07.2022
www.biotech.uniri.hr

Publications - Graded papers

Doktorski rad

Piškorec, Matija | Statistical inference of exogenous and endogenous information propagation in social networks / Šikić, Mile ; Šmuc, Tomislav (mentor). | Zagreb, Fakultet elektrotehnike i računarstva, 2019
urn.nsk.hr
Antulov-Fantulin, Nino | Statistical inference algorithms for epidemic processes on complex networks / Šikić, Mile ; Šmuc, Tomislav (mentor). | Zagreb, Fakultet elektrotehnike i računarstva, 2015
Supek, Fran | Detecting natural selection for translational efficiency in bacterial and archaeal genomes: a machine learning approach / Šmuc, Tomislav (mentor). | Zagreb, Prirodoslovno-matematički fakultet, Zagreb, 2010
Trontl, Krešimir | Primjena regresijskog modela s potpornim vektorima u proračunu reaktorskog štita / Pevec, Dubravko ; Šmuc, Tomislav (mentor). | Zagreb, Fakultet elektrotehnike i računarstva, 2008

Other Publications

Elaborat/studija

Pevec, Dubravko ; Baće, Mile ; Ječmenica, Radomir ; Trontl, Krešimir ; Šmuc, Tomislav ; Grgić, Davor | Modernizacija paketa računalskih programa FUMACS, 2000
Pevec, Dubravko ; Šmuc, Tomislav ; Grgić, Davor ; Trontl, Krešimir ; Ječmenica, Radomir ; Gergeta, Kristijan ; Matijević, Mario | Upgrade of FUMACS Code Package for Modeling of NGF and Gadolinium, Final Report, 2009
Pevec, Dubravko ; Šmuc, Tomislav ; Ječmenica, Radomir ; Trontl, Krešimir | Analiza 24 mjesečnog radnog ciklusa NE Krško u uvjetima povećanja snage, 1998
Baće, Mile ; Grgić, Davor ; Jakopec, S. ; Knapp, Vladimir ; Kulišić, Petar ; Petković, Tomislav ; Pevec, Dubravko ; Šmuc, Tomislav | Analiza, provjera i proračun štitova za odlaganje radioaktivnog otpada // Arhiva Nuklearna elektrana Krško, 1989
Stojanovski, Jadranka ; Zorc, Hrvoje ; Pećar-Ilić, Jadranka ; Šmuc, Tomislav ; Bronić, Josip ; Pintar, Ivan ; Skala, Karolj | Strategija razvoja mrežnih stranica Instituta Ruđer Bošković // interni dokument IRB, 2002
Pevec, Dubravko ; Baće, Mile ; Šmuc, Tomislav ; Ječmenica, Radomir ; Trontl, Krešimir | Razvoj metoda i programa za proračun štitova od nuklearnog zračenja // Razvoj metoda i programa za proračun štitova od nuklearnog zračenja, 1998
Pevec, Dubravko ; Šmuc, Tomislav ; Urli, Natko | Analiza moderatorskog temperaturnog koeficijenta jezgre NE Krško u uvjetima povećanja snage // Analiza moderatorskog temperaturnog koeficijenta jezgre NE Krško u uvjetima povećanja snage, 1998
Pevec, Dubravko ; Šmuc, Tomislav ; Urli, Natko | Gospodarenje gorivom u jezgri reaktora NE Krško u uvjetima predviđenog povećanja snage reaktora nakon zamjene parogeneratora // Gospodarenje gorivom u jezgri reaktora NE Krško u uvjetima predviđenog povećanja snage reaktora nakon zamjene parogeneratora, 1998

Stručna ekspertiza

Baće, Mile ; Knapp, Vladimir ; Kulišić, Petar ; Pevec, Dubravko ; Jakopec, S. ; Šmuc, Tomislav | Proračun štita za gama zračenje iz srednje aktivnog otpada nuklearne elektrane // Arhiva Zavoda za primjenjenu fiziku, FER, 1987

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