Research Areas ǀ Machine Learning

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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.

 

Projects in the field of Machine Learning:

SMASH

SMASH

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

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

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

PARC

Partnership for the Assessment of Risks from Chemicals, 1. 5. 2022 - 30. 4. 2029, Sašo Džeroski, Panče Panov

P2-0103

Knowledge technologies, 1.1.2022 - 31.12.2027, Sašo Džeroski

J3-3070

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

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

J2-2505

Predictive clustering on data streams, 1.9.2020-31.8.2023, Sašo Džeroski
J5-2554

J5-2554

Quantitative and qualitative analysis of the unregulated corporate financial reporting, 1.9.2020-31.8.2023, Senja Pollak, Martin Žnidaršič
TAILOR

TAILOR

Foundations of Trustworthy AI Integrating Learning, Optimisation and Reasoning, 1.9.2020-31.8.2023, Sašo Džeroski, Dragi Kocev
IMSyPP

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
FNS-Cloud

FNS-Cloud

Food Nutrition Security Cloud, 1.10.2019-3.9.2023, Nada Lavrač
EUdaphobase

EUdaphobase

European Soil-Biology Data Warehouse for Soil Protection, 11.7.2019-31.12.2023, Marko Debeljak
J7-1815

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

AI4EU

A European AI On Demand Platform and Ecosystem, 1.1.2019-31.12.21, Sašo Džeroski
N2-0078

N2-0078

Semantic Data Mining for linked open data, 1.6.2018-31.5.2022, Nada Lavrač
HBP SGA 2

HBP SGA 2

Human Brain Project, 1.4.2018-31.3.2020, Sašo Džeroski
CF-Web

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

F4F

Food for Future, 1.1.2017-30.6.2020, Bernard Ženko
N2-0056

N2-0056

Machine Learning for System Sciences, 1.9.2016-31.8.2019, Sašo Džeroski
HBP SGA1

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

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

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

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

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

DOLFINS

Distributed Global Financial Systems for Society, 1.3.2015-28.2.2018, Igor Mozetič, Miha Grčar
PD_manager

PD_manager

mhealth platform for Parkinson's disease management, 1.1.2015-31.12.2017, Dragana Miljković, Marko Bohanec

P2-0103

Knowledge technologies, 1.1.2015-28.2.2021, Nada Lavrač
J1-6729

J1-6729

Integrative research of sexual dimorphism evolution, 1.7.2014-30.6.2017, Sašo Džeroski
MAESTRA

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

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

MUSE

Machine Understanding for interactive StorytElling, 1.9.2012-30.12.2015, Nada Lavrač, Vid Podpečan
REWIRE

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

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

P2-0103

Knowledge technologies, 1.1.2009-31.12.2014, Nada Lavrač

J4-2228

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

P2-0103

Knowledge technologies 1.1.2004-31.12.2008, Nada Lavrač

ECOGEN

Soil ecological and economic evaluation of genetically modified crops 1.1.2002-31.10.2006, Sašo Džeroski