2011
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Vid Podpečan,
Nada Lavrač,
Igor Mozetič,
Petra Kralj Novak,
Igor Trajkovski,
Laura Langohr,
Kimmo Kulovesi,
Hannu Toivonen,
Marko Petek,
Helena Motaln,
Kristina Gruden
- SegMine workflows for semantic microarray data analysis in Orange4WS
- BMC bioinformatics, 2011, vol. 12, no. 416, doi: 10.1186/1471-2105-12-416
- [pdf]
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Nada Lavrač,
Anže Vavpetič,
Larisa Soldatova,
Igor Trajkovski,
Petra Kralj Novak
- Using Ontologies in Semantic Data Mining with SEGS and g-SEGS
- In Proceedings of the 14th International Conference Discovery Science (DS 2011), pages 165-178
- [pdf]
2010
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Ana Rotter,
Petra Kralj Novak,
Špela Baebler,
Nataša Toplak,
Andrej Blejec,
Nada Lavrač,
Kristina Gruden
- Gene expression data analysis using closed itemset mining for labeled data
- OMICS: A Journal of Integrative Biology
- Omics (Larchmt. N.Y.), April 2010, 14(2): 177-186
- [link]
[pdf]
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Igor Mozetič,
Nada Lavrač,
Vid Podpečan,
Petra Kralj Novak,
Helena Motaln,
Marko Petek,
Kristina Gruden,
Hannu Toivonen,
Kimmo Kulovesi
- Bisociative knowledge discovery for microarray data analysis
- VENTURA, Dan (ed.). Proceedings of the International Conference on Computational, ICCC-X, Creativity, 7-9 January 2010, Lisbon, Portugal. Coimbra: Departament of Informatics Engineering, University of Coimbra, 2010, pages 190-199
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Petra Kralj Novak,
Anže Vavpetič,
Igor Trajkovski,
Nada Lavrač
- Towards semantic data mining with g-SEGS
- In Proceedings of the 13th International Multiconference Information Society, pages 169-172
- [pdf]
2009
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Petra Kralj Novak,
Nada Lavrač,
Geoff I. Webb
- Supervised Descriptive Rule Discovery: A Unifying Survey of Contrast Set, Emerging Pattern and Subgroup Mining
- Journal of Machine Learning Research
- JMLR 10(Feb):377--403, 2009
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[ps]
[pdf]
[bib]
[link]
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Petra Kralj Novak,
Nada Lavrač,
Dragan Gamberger,
Antonija Krstačić
- CSM-SD: Methodology for contrast set mining through subgroup discovery
- Journal of Biomedical Informatics
- JBI 41(1):113-122, 2009
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[link]
[bib]
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Nada Lavrač,
Petra Kralj Novak,
Igor Mozetič,
Vid Podpečan,
Helena Motaln,
Marko Petek,
Kristina Gruden
- Semantic subgroup discovery: using ontologies in microarray data analysis.
- Engineering the future of biomedicine : proceedings of the 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2-6 September, 2009, Minneapolis, Minnesota. [New York]: Institute of Electrical and Electronics Engineers, cop. 2009, str. 5613-5616
- [pdf]
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Nada Lavrač,
Igor Mozetič,
Vid Podpečan,
Petra Kralj Novak,
Helena Motaln,
Marko Petek,
Kristina Gruden
- Gene analytics: discovery and contextualization of enriched gene sets
- NÜERNBERGER, Andreas (ur.). Workshop on Explorative Analytics of Information Networks at ECML PKDD 2009, September 11, 2009, Bled, Slovenia. [S. l.: s. n.], 2009, str. 39-49
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[videolecture]
[pdf]
2008
2007
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Petra Kralj,
Nada Lavrač,
Dragan Gamberger,
Antonija Krstačić
- Contrast Set Mining through Subgroup Discovery Applied to Brain Ischaemia Data
- In Proceedings of the 11th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2007)
- Springer, year 2007, pages 579-586
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[ps]
[pdf]
[bib]
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Petra Kralj,
Nada Lavrač,
Dragan Gamberger,
Antonija Krstačić
- Contrast Set Mining for Distinguishing between Similar Diseases
- In Proceedings of the 11th Conference on Artificial Intelligence in Medicine (AIME 2007)
- Springer, year 2007, page 109 - 118
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[ps]
[pdf]
[bib]
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Nada Lavrač,
Petra Kralj,
Dragan Gamberger,
Antonija Krstačić
- Supporting Factors to Improve the Explanatory Potential of Contrast Set Mining: Analyzing Brain Ischaemia Data
- In Proceedings of the11th Mediterranean Conference on Medical and Biological Engineering and Computing (MEDICON 2007)
- IFMBE, volume 16, year 2007, pages 157 - 161
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[ps]
[pdf]
[bib]
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Petra Kralj,
Nada Lavrač,
Kristina Gruden,
Ana Rotter,
Dejan Štebih,
Dany Morisset,
Jana Žel
- A Prototype Decision Support System for GMO Traceability
- Proceedings of the 10th International Multiconference Information Society (IS 2007)
- year 2007, pages 214 - 217
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[ps]
[pdf]
[bib]
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Matjaž Hren,
Jana Boben,
Ana Rotter,
Petra Kralj,
Kristina Gruden,
Maja Ravnikar
- Real-time PCR detection systems for Flavescence dorée and Bois noir phytoplasmas in grapevine:
comparision with conventional PCR detection and application in diagnostics
- Plant Pathology, year 2007, vol. 56, pages 785-796
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[link]
[bib]
2006
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Gemma C. Garriga,
Petra Kralj,
Nada Lavrač
- Closed Sets for Labeled Data
- In Proceedings of the 10th European Conference on Principles and Practice of Knowledge Discovery (PKDD 2006)
- Springer, ISBN 978-3-540-45374-1, year 2006, pages 163-174
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[ps]
[pdf]
[bib]
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Petra Kralj,
Ana Rotter,
Nataša Toplak,
Kristina Gruden,
Nada Lavrač,
Gemma C. Garriga
- Application of closed itemset mining for class labeled data in functional genomics
- Informatica Medica Slovenica, ISSN = 1318-2129
- year 2006, number 1, pages 40-45
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[ps]
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[bib]
2005
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Petra Kralj,
Nada Lavrač,
Blaž Zupan,
Dragan Gamberger
- Experimental Comparison of Three Subgroup Discovery Algorithms: Analysing Brain Ischemia Data
- In Proceedings of the 8th International Multiconference Information Society (IS 2005)
- year 2005, pages 220-223
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[ps]
[pdf]
[bib]
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Petra Kralj,
Nada Lavrač,
Blaž Zupan
- Subgroup Visualization
- In Proceedings of the 8th International Multiconference Information Society (IS 2005)
- year 2005, pages 228-231
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