Laboratory works on scientific tasks in the field of computer
science and electronics, especially on:
- research and development of machine learning
algorithms and their applications in data analysis
- theory and application of knowledge representation and
decision making methods
- development of complex measurement techniques based on computer technology
Projects:
- basic research projects for Croatian
Ministry of Science, Education, and Sport (2007 -
...) Machine learning algorithms and their applications
Computational intelligence methods in measurement
systems
- program for Croatian Ministry of Science "Computational knowledge discovery methods in scientific
applications " - European project "HEARTFAID" A knowledge based platform of services for supporting medical-clinical
management of heart failure within elderly population - joint slovenian-croatian project
"Intelligent subgroup discovery"
(2006-2007)
Teaching:
- "Knowledge discovery in medical domains" PhD
study at Medical faculty of University of Zagreb
Current research topics:
- ontologies, methods for medical knowledge
representation, decision support systems, and data warehousing (for the
European project),
look at HF ontology - development of the
integrated system for knowledge acquisition and representation
with decision support capabilities - knowledge discovery from clinical data sets (heart
failure, brain stroke, PTSD) - data driven modeling in social applications (state failures,
risk assessment in investment) - generation of expert understandable relations in
genetics and biomedicine - algorithms for the computation
of the natural gas isentropic exponent
Receant
publications:
- "A procedure for the calculation of natural gas molar heat
capacity, isentropic exponent and Joule-Thomson coefficient", accepted
for publication in journal "Flow measurement and
Instrumentation". - "Temporal analysis of political instability
through descriptive subgroup discovery", accepted for publication in
journal "Conflict Management and Peace Science". -
"Language morphology
offset: Text classification on a Croatian-English parallel corpus" accepted for
publication in journal " Information Processing &
Management". - "Clinical data analysis based on iterative
subgroup discovery: Experiments in brain ischaemia data analysis" u journal
Applied Intelligence.
Products:
- Software packages for flow engineering
Software and
services:
- Inductive learning by logic minimization
(ILLM) machine learning package - Data mining
server
(DMS) internet based subgroup discovery service
Previous activities:
- Organization of two european conferences ECML2003 and PKDD2003. - NATO project "Advanced Data-and-Knowledge-Driven Methods for State Failure
Risk Assesment" (2004-2006) - joint french-croatian
project "Intelligent data analysis"
(2005-2006). - joint slovenian-croatian
project "Intelligent data analysis"
(2004-2005).
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