Daniela left our Department at the end of September 2013 to work as a Data Analyst at GEN-I. For up to date information on Daniela, please view her LinkedIn profile.
 

Personal Info

Daniela Stojanova
PhD Student
Department of Knowledge Technologies
Jozef Stefan Institute
Ljubljana, Slovenia

Education Information

Jozef Stefan International Postgraduate School, Ljubljana, Slovenia

  • Duration: 2009-2012
  • Status: PhD student
  • Program: Information and Communication Technologies
  • Research and thesis supervisor: prof. dr. Saso Dzeroski (Jozef Stefan Institute)
  • Thesis title: Considering autocorrelation in predictive models

Jozef Stefan International Postgraduate School, Ljubljana, Slovenia

  • Duration: 2006-2009
  • Degree obtained: MSc in Computer science
  • Program: New Media and E-science
  • Mater title: Estimating Forest Properties from Remotly Sensed Data using Machine Learning

Ss. Cyril and Methodius University, Faculty of Electrical Engineering and Information Technologies, Skopje, Macedonia

  • Duration: 2000-2005
  • Degree obtained: BSc in Electrical Engineering
  • Program: Computer science, informatics and automation

Research Interests

  • Data Mining and Machine Learning: Non IID Data, Autocorrelation, Spatio-Temporal Data, Network Analysis
  • Knowledge Discovery in Spatial and Relational Databases and Graphs
  • Environmental, Ecological and BioInformatics Applications of Machine Learning
  • Remote Sensing

Participation in Projects

  • Data mining for integrative data analysis in systemic biology, basic research project, ARRS (2009-2012)
  • Joint projects with ARVALIS-Institut du vegetal, Pau, France (2010)
  • Data Mining for Integrative Data Analysis in Systems Biology (2009-2012)
  • Methodology for Producing a Digital Map of Forest Stand Height and Canopy Cover (2006-2008)
  • Processing LiDAR data (2005 - 2007)
  • Forecasting GIS for natural environment fire hazards (2004-2006)

Associations

  • SLAIS - Slovenian Artificial Intelligence Society

Conference Reviewing

  • European Conference on Machine Learning (ECML 2010, ECML 2011, ECML 2012)
  • ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD2011, KDD2012)
  • 23rd International Conference on Database and Expert Systems Applications (DEXA 2012)
  • 20th Italian Symposium on Advanced Database Systems (SEBD 2012)

Publications

  • Daniela Stojanova, Michelangelo Ceci, Donato Malerba, Sašo Džeroski:
    Using PPI networks in hierarchical multi-label classification trees for gene function prediction. In: 11th European Conference on Computational Biology: book of abstracts. 236 (ECCB, Basel, 2012).
  • Daniela Stojanova, Michelangelo Ceci, Annalisa Appice, Donato Malerba, Sašo Džeroski:
    Dealing with Spatial Autocorrelation when Learning Predictive Clustering Trees. Ecological informatics. [in press] 2012. Download
  • Daniela Stojanova, Michelangelo Ceci, Annalisa Appice, Sašo Džeroski:
    Network Regression with Predictive Clustering Trees. Data Mining and Knowledge Discovery. 25(2): 378-413 (2012). Download
  • Marko Debeljak, Aneta Trajanov, Daniela Stojanova, Florence Leprince, Sašo Džeroski. Using relational decision trees to model out-crossing rates in a multi-field setting. Ecological modeling. [in press] 2012.
  • Daniela Stojanova, Michelangelo Ceci, Annalisa Appice, Donato Malerba, Marko Debeljak, Sašo Džeroski:
    Models of the ecological hierarchy from molecules to the ecosphere: Dealing with spatial autocorrelation ingene flow modeling (Elsevier, Amsterdam, 2012). Download
  • Daniela Stojanova, Andrej Kobler, Peter Ogrinc, Bernard Zenko, Sašo Džeroski.
    Estimating the risk of fire outbreaks in the natural environment. Data Mining and Knowledge Discovery. 24(2): 411-442 (2012). Download
  • Daniela Stojanova, Michelangelo Ceci, Annalisa Appice, Donato Malerba, Sašo Džeroski:
    Global and Local Spatial Autocorrelation in Predictive Clustering Trees. Discovery Science 2011: 307-322
  • Daniela Stojanova, Michelangelo Ceci, Annalisa Appice, Sašo Džeroski:
    Network Regression with Predictive Clustering Trees. ECML/PKDD (3) 2011: 333-348. Download
  • Daniela Stojanova, Panče Panov, Valentin Gjorgjioski, Andrej Kobler, Sašo Džeroski.
    Estimating Vegetation Height and Canopy Cover from Remotely Sensed Data with Machine Learning.
    Ecological Informatics, Volume 5, Number 4, pg. 256-266, July 2010, Elsevier Download
  • Mitja Janza, Mitja, Komac Marko, Andrej Kobler, Daniela Stojanova, Krištof Oštir, Aleš Marsetic, Sašo Džeroski, Andrej Gosar.
    Metodologija ocene višine in gostote vegetacijskega pokrova z daljinsko zaznanimi podatki in možnosti njene uporabe v geologiji.
    V: HORVAT, Aleksander (ur.). 19. posvetovanje slovenskih geologov = 19th Meeting of Slovenian Geologists, Ljubljana, marec 2009. Razprave, poročila, (Geološki zbornik, 20). Ljubljana: Univerza v Ljubljani, Naravoslovnotehniška fakulteta, Oddelek za geologijo, 2009, str. 58-61.
  • Daniela Stojanova, Tom Levanic.
    Web-based GIS system : a case study from Slovenia.
    V: IDRIZI, Baskhim (ur.). International scientific Conference on Spatial Data Infrastructures 2010, 15th - 17th September 2010. Proceedings : International scientific conference. Skopje: [s.n.], 2010, str. 88-95.
  • Katerina Taškova, Daniela Stojanova, Marko Bohanec, Sašo Džeroski.
    A qualitative decision-support model for evaluating researchers.
    Informatica (Ljublj.), 2007, vol. 31, no. 4, str. 479-486.
  • Daniela 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
    Download
  • Katerina Taškova, Panče Panov, Andrej Kobler, Sašo Džeroski, Daniela 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
    Download

Thesis

  • Daniela Stojanova. Considering Autocorrelation in pPredictive Models. PhD Thesis, Jožef Stefan International Postgraduate School, Ljubljana, Slovenia, 2012.
    pdf

Contact Details

Daniela Stojanova
Jožef Stefan Institute
Department of Knowledge Technologies (E8)
Jamova cesta 39
SI-1000 Ljubljana, Slovenia
Phone: +386 1 477 3143
Email: Daniela.Stojanova(et)ijs.si

Links

homepage.txt · Last modified: 2012/12/21 10:06 (external edit)
 
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