Panče Panov
Jožef Stefan Institute
Department of Knowledge Technologies (E8)
Jamova cesta 39
SI-1000 Ljubljana, Slovenia
Phone: +386 1 477 3307
Email: Pance.Panov@ijs.si
Education
Jožef Stefan Internatonal Postgraduate School,
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Duration: 2005-
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Status: Final year PhD student
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Program: New Media and E-science
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Research and thesis supervisor:
prof. dr. Sašo Džeroski (Jožef Stefan Institute)
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Thesis title: An
Ontology of Data Mining (approved by IPS senate in May 2009)
Ss. Cyril and
Methodius University, Faculty
of Electrical Engineering, Skopje, Macedonia
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Duration: 2000-2005
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Degree obtained: BSc in Electrical Engineering
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Program: Computer science, informatics and
automation
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Diploma thesis:
Predictive Data Mining using Itemset Frequencies [pdf] (the thesis is written in
macedonian language)
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Supervisors: prof.dr.
Suzana Loškovska (Faculty of Electrical Engeneering and Information
Technologies) and prof.dr. Sašo
Džeroski (Jožef Stefan Institute)
Research
Interests
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Knowledge Discovery in Databases, Data
Mining and Machine Learning
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Knowledge Representation, Ontology for
Data Mining and Knowledge Discovery
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Environmental Applications of Machine
Learning
Projects
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International projects
1.
FP6 Framework project: Inductive Queries for Mining Patterns and Models
(IQ) (2005-2008)
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Slovenian national projects financed by the
Slovenian Research Agency (ARRS)
1. Forecasting
GIS for natural environment fire hazards (2004-2006)
2. Processing lidar data (2005 - 2007)
3. Methodology for Producing a Digital Map of Forest Stand Height and Canopy Cover (2006-2008)
4. Advanced
ML methods for automated modeling of dynamic systems (2008-2011)
5. Data
mining for integrative data analysis in systemic biology (2009-2012)
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Bilateral
projects
1. Inductive Databases for Genomics and
Proteomics (2007-2008) in collaboration with Rudjer Bosković Institute,
Zagreb, Croatia
Bibliography
(click to
get the full COBISS bibliography)
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Panče Panov, Larisa Soldatova, Sašo Džeroski. Towards an Ontology of Data Mining
Investigations. Proceedings of the Twelfth
International Conference on Discovery Science (DS09), LNCS 5808,Porto,
Portugal 3-5 October 2009, Springer
[pdf][bibtex][SpringerLink]
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Panče Panov, Larisa Soldatova, Sašo Džeroski. OntoDM: Towards an Ontology of Data Mining
Investigations (Extended Abstract). Second International Workshop on
Third Generation Data Mining: Towards Service-oriented Knowledge Discovery,
co-located with ECML/PKDD 09, Bled, Slovenia 7-11 September 2009
[pdf][bibtex][Full
proceedings]
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Sašo Džeroski, Panče Panov, Bernard Ženko. Ensemble methods in Machine Learning.
In: Meyers, Robert A. (ed.). Encyclopedia of complexity and systems science,
(Springer reference). New York; London: Springer, 2009, pg. 5317-5325
[pdf][bibtex][SpringerLink]
Year 2008
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Panče Panov, Sašo Džeroski, Larisa N. Soldatova. OntoDM: an ontology of data mining. In:
Bonchi, Francesco (ed.). ICDM workshops 2008 : proceedings. Los Alamitos
(California); Washington; Tokyo: IEEE Computer Society Conference Publishing
Services, cop. 2008, pg. 752-760.
[pdf][bibtex][IEEE
Portal]
Year 2007
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Panče Panov, Sašo
Džeroski. Combining Bagging and
Random Subspaced to Create Better Ensembles. In Advances in intelligent data
analysis VII / 7th International Symposium on
Intelligent Data Analysis, IDA 2007, LNCS 4723, Ljubljana, Slovenia,
September 6-8, 2007. - Berlin ; Heidelberg ; New York, Springer
[pdf][bibtex][SpringerLink]
Year 2006
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Danijela
Stojanova, Panče Panov, Andrej Kobler, Sašo Džeroski, Katerina Taškova.
Learning to Predict Forest Fires with
Different Data Mining Techniques. In Proceedings of the 9th
International multiconference Information Society IS 2006, 9-13th October 2006, Jožef
Stefan Institute, Ljubljana
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Katerina
Taškova, Panče Panov, Andrej Kobler,
Sašo Džeroski, Danijela
Stojanova. Predicting Forest Stand
Properties from Satelite Images using Different Data Mining Techniques. In Proceedings
of the 9th International multiconference Information Society IS 2006, 9-13th October 2006, Jožef
Stefan Institute, Ljubljana
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Taneli Mielikäinen,
Panče Panov, and Sašo Džeroski. Itemset Support
Queries using Frequent Itemsets and Their Condensed Representations. In
Nada Lavrač and Ljupčo
Todorovski (Eds.): Discovery Science (DS) - 9th International Conference on Discovery
Science (DS 2006), LNAI
4265 . Springer, 2006.
[pdf][bibtex][SpringerLink]
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Aneta Ivanovska, Panče Panov, Nathalie Colbach, Marko
Debeljak, Sašo Džeroski. Using simulation models and data mining to study co- existenceof
GM/ non-GM crops at regional level. In 20th
International Conference on Informatics for Environmental Protection - Managing
Environmental Knowledge – ENVIROINFO 2006. Graz, Austria 6-8th September 2006
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Sašo Džeroski, Andrej Kobler,
Valentin Gjorgijoski, Panče Panov. Using Decision Trees to Predict Forest Stand Heght and Canopy Cover
from LANDSAT and LIDAR data. In 20th International Conference
on Informatics for Environmental Protection - Managing Environmental Knowledge
– ENVIROINFO 2006. Graz, Austria 6-8th September 2006
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Sašo Džeroski, Andrej Kobler, Valentin Gjorgijoski, Panče
Panov. Predicting
Forest Stand Height and Canopy Cover from LANDSAT and LIDAR Data Using Decision
Trees. Second NASA Data Mining Workshop:
Issues and Applications in Earth Science, May
23-24, 2006, Pasadena, CA (Poster Presentation)
Year 2005
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Panče Panov, Sašo Džeroski, Hendrik Blockeel,
Suzana Loškovska. Predictive data mining
using itemset frequencies. In Proceedings of the 8th International
multiconference Information Society IS
2006, pg. 224-227, 11-17th October 2005, Jožef Stefan Institute,
Ljubljana .
Links
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Panče
Panov @ videolectures.net