In the area of Maschine Learning, we are focusing on multi-target prediction and representation learning.
In the field of multi-target prediction, we are developing various methods addressing different machine learning tasks. (1) We are designing novel methods for learning oblique decision trees for simple supervised tasks such as classification and regression, as well as for more complex supervised tasks from structured output prediction such as multi-label classification, hierarchical multi-label classification, and multi-target regression. (2) We are extending these methods towards semi-supervised learning for both simple and complex learning tasks (such as structured output prediction). (3) We are developing a methodology for fusing different evaluation measures in the context of recommender systems. (4) We are performing a study to analyze and explain the performance of multi-label classification methods with data set properties.
We are also addressing the topic of representation learning, where we are developing data mining methods for the analysis of heterogeneous data, and using them in several application domains.
Machine Learning for Sciences and Humanities, 1. 7. 2023 - 30. 6. 2028, Sašo Džeroski
ASSAS
Artificial intelligence for the Simulation of Severe AccidentS, 1.11.2022 - 31.10.2026, Sašo Džeroski
J2-4452
Probabilistic and explainable data-driven modelling of Solid-oxide fuel cells, 1.5.2023 - 30.4.2026, Sašo Džeroski
EMMA
Embeddings-based techniques for Media Monitoring Applications (EMMA), 1.10.2023 - 30.9.2026, Nada Lavrač, Senja Pollak
J2-4460
Automated selection and configuration of single-objective continuous optimization algorithms, 1.10.2022 - 30.9.2025, Sašo Džeroski
J7-4637
4D STEM of energy related materials down to quantum level, 1.10.2022 - 30.9.2025, Sašo Džeroski
J7-4636
Fundamental understanding of Hydrogen Evolution Reaction for a new generation of nickel-based electrocatalysts in alkaline water and chlor-alkali electrolysis, 1.10.2022 - 30.9.2025, Sašo Džeroski
J4-4555-2
Exploring the biofilm phenotype and surfactome of Listeria monocytogenes to predict its persistence and pathogenicity potential using machine learning, 1.10.2022 - 30.9.2025, Blaž Škrlj, Matej Petković
INQUIRE
Identification of chemical and biological determinants, their sources, and strategies to promote healthier homes in Europe,
1. 9. 2022 - 31. 8. 2027,
Sašo Džeroski
N2-0236
Intelligent inference system for biological discoveries and its application to cancer research,
01.01.2022 - 31.12.2024,
Sašo Džeroski
DIH4AI-Senso4S
DIH4AI-Senso4S-E8,
01.01.2022-30.04.2022,
Benrnard Ženko, Martin Žnidaršič
PARC
Partnership for the Assessment of Risks from Chemicals,
1. 5. 2022 - 30. 4. 2029,
Sašo Džeroski, Panče Panov
Determining the origin of liver metastases from liquid biopsy,
1.10.2021-30.9.2024, Sašo Džeroski
J4-3095
Application of single cell sequencing and machine learning in mammary gland biology,
1.10.2021-30.9.2024, Sašo Džeroski
J1-3033
Innovative isotopic techniques for identification of sources and biogeochemical cycling of mercury in contaminated sites - IsoCont,
1.10.2021-30.9.2024, Sašo Džeroski
J4-2544
CRISPR/CAS9-mediated targeted mutagenesis for resistance of grapevine and potato against phytoplasmas,
1.11.2020-31.10.2023, Nada Lavrač
V3-2033
Clinical course and outcome of Covid-19,
1.10.2020-30.9.2022, Sašo Džeroski, Nada Lavrač
J2-2505
Predictive clustering on data streams,
1.9.2020-31.8.2023, Sašo Džeroski
J5-2554
Quantitative and qualitative analysis of the unregulated corporate financial reporting,
1.9.2020-31.8.2023, Senja Pollak, Martin Žnidaršič
TAILOR
Foundations of Trustworthy AI Integrating Learning, Optimisation and Reasoning,
1.9.2020-31.8.2023, Sašo Džeroski, Dragi Kocev
IMSyPP
Innovative Monitoring Systems and Prevention Policies of Online Hate Speech,
1.3.2020-31.5.2022, Petra Kralj Novak, Igor Mozetič
V5-1930
Human Rights and Regulation of Trustworthy Artificial Intelligence,
1.11.2019-31.10.2021, Ljupčo Todorovski
European Soil-Biology Data Warehouse for Soil Protection,
11.7.2019-31.12.2023, Marko Debeljak
J7-1815
Restoration of moldy canvas paintings: improvement or deterioration?
1.7.2019-30.6.2022, Sašo Džeroski
TOPP
Multicriteria decision modeling for transparent tunnel design,
15.4.2019-31.05.2021, Bernard Ženko, Martin Žnidaršič
AI4EU
A European AI On Demand Platform and Ecosystem,
1.1.2019-31.12.21, Sašo Džeroski
N2-0078
Semantic Data Mining for linked open data,
1.6.2018-31.5.2022, Nada Lavrač
HBP SGA 2
Human Brain Project,
1.4.2018-31.3.2020, Sašo Džeroski
CF-Web
ClowdFlows Data and Text Analytics Marketplace on the Web,
1.6.2017-31.12.2018, Martin Žnidaršič, Janez Kranjc
Learning models of diseases and treatments for systems and personalized medicine
1.6.2017-31.5.2020, Jovan Tanevski
Data Mining and Decision support in Sustainable Food Production
1.6.2017-31.5.2020, Vladimir Kuzmanovski
F4F
Food for Future,
1.1.2017-30.6.2020, Bernard Ženko
N2-0056
Machine Learning for System Sciences,
1.9.2016-31.8.2019, Sašo Džeroski
HBP SGA1
Human Brain Project,
1.4.2016-31.3.2018, Sašo Džeroski, Bernard Ženko
BIODIV
Understanding and managing biodiversity in agricultural ecosystems by data mining and decision support,
1.1.2016-31.12.2018, Sašo Džeroski
J5-7387
FORMICA - Influence of formal and informal corporate communications on capital markets,
1.1.2016-31.12.2018, Senja Pollak, Martin Žnidaršič
J1-7151
Molecular bases of interactions among the grapevine and phytoplasmal causing agents of the grapevine yellows diseases,
1.1.2016-31.12.2018, Nada Lavrač, Dragana Miljković
J7-7303
Analysis of heterogeneous information networks for knowledge discovery in lifesciences,
1.1.2016-31.12.2018, Nada Lavrač, Dragana Miljković
L2-7509
Structured output prediction with applications in sustainable agricultural production,
1.1.2016-31.12.2018, Sašo Džeroski, Marko Debeljak
J4-7362
Development of a multimethod approach to study wildlife behavior: investigating humanbear conflicts in contrasting landscapes of Europe,
1.1.2016-31.12.2018, Sašo Džeroski
DOLFINS
Distributed Global Financial Systems for Society,
1.3.2015-28.2.2018, Igor Mozetič, Miha Grčar
PD_manager
mhealth platform for Parkinson's disease management,
1.1.2015-31.12.2017, Dragana Miljković, Marko Bohanec
Integrative research of sexual dimorphism evolution,
1.7.2014-30.6.2017, Sašo Džeroski
MAESTRA
Learning from Massive, Incompletely annotated, and Structured Data,
1.2.2014-31.7.2015, Sašo Džeroski, Dragi Kocev
SIMPOL
Financial Systems Simulation and Policy Modelling,
1.11.2013-28.2.2017, Igor Mozetič, Petra Kralj Novak
WHIM
The What-If Machine,
1.10.2013-30.9.2016, Nada Lavrač, Martin Žnidaršič
ConCreTe
Concept Creation Technology,
1.10.2013-30.9.2013, Nada Lavrač, Martin Žnidaršič
J2-5478
Development and applications of new semantic data mining methods in life sciences,
1.8.2013-31.7.2016, Nada Lavrač, Igor Mozetič
BI-MK/12-13-007
Structured annotation, storage and retrieval of images and videos,
1.1.2013-31.12.2013, Sašo Džeroski
MUSE
Machine Understanding for interactive StorytElling,
1.9.2012-30.12.2015, Nada Lavrač, Vid Podpečan
REWIRE
Rehabilitative Wayout In Responsive home Environments,
1.10.2011-30.9.2014, Sašo Džeroski, Bernard Ženko
FOC
Forecasting Financial Crises,
1.9.2011-28.2.2014, Igor Mozetič, Miha Grčar
J4-4165
PlantDef - Growth and defense trade-offs in multitrophic interaction between potato and its two major pests,
1.6.2011-30.6.2014, Igor Mozetič, Nada Lavrač
SUMO
Supermodeling by combining imperfect models,
1.6.2011-31.3.2014, Sašo Džeroski
FIRST
Large scale information extraction and integration infrastructure for supporting financial decision making,
1.10.2010-30.9.2013, Miha Grčar, Nada Lavrač
MUMIA
Multilingual and Multifaceted Interactive Information Access,
28.7.2010-29.11.2014, Igor Mozetič, Tomaž Erjavec
e-LICO
e-Laboratory for Interdisciplinary Collaborative Research in Data Mining and Data-Intensive Sciences,
1.6.2010-31.1.2012, Martin Žnidaršič, Nada Lavrač
Systems biology approaches to analyzing interactions between pathogens and plants,
1.1.2009-31.12.2012, Igor Mozetič, Nada Lavrač
J2-2353
Semantic rule discovery in the context of Web services,
1.1.2009-31.12.2012, Nada Lavrač, Igor Mozetič
BI-FR/09-10-PROTEUS-018
The influence of genetically modified maze on its conventional cultivation: an advisory system for ensuring coexistence,
1.1.2009-1.1.2010, Marko Debeljak
V4-0532
Influence of gene transfer, genetic diversity and cultivation technology on sustainability and tracing methods,
1.1.2009-31.12.2010, Marko Debeljak
PHAGOSYS
Systems biology of phagosome formation and maturation - modulation by intracellular pathogens,
1.9.2008-30.4.2012, Sašo Džeroski, Dragi Kocev
V4-0519
Analysis and scenario of development and exploration of forests in Slovenia,
1.9.2008-31.8.2011, Marko Debeljak
BISON
Bisociation Networks for Creative Information Discovery,
1.6.2008-31.5.2011, Nada Lavrač, Igor Mozetič
Systher
Development of techniques for integrating knowledge sources and analytical procedures,
1.3.2008-30.9.2008, Nada Lavrač, Petra Kralj Novak
J2-0734
Advanced ML methods for automated modeling of dynamic systems,
1.1.2008-31.12.2011, Sašo Džeroski
E.E.T Pipeline
European Embryonal Tumor Pipeline,
1.1.2007-31.12.2009, Sašo Džeroski
IQ
Inductive Queries for Mining Patterns and Models,
1.9.2005-31.8.2008, Sašo Džeroski
SIGMEA
Sustainable Introduction of GMOs into European Agriculture
3.5.2004-2.11.2007, Sašo Džeroski, Marko Bohanec
Soil ecological and economic evaluation of genetically modified crops
1.1.2002-31.10.2006, Sašo Džeroski
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