ePrints.FRI - University of Ljubljana, Faculty of Computer and Information Science

Comparison of approaches to multilabel and multitarget classification

Saša Saftić (2013) Comparison of approaches to multilabel and multitarget classification. EngD thesis.

Download (652Kb)


    In this research we compare dierent algorithms for single-label, multi-label and multi-class classication. The testing was performed using data representing a problem from educational domain, and are appropriate for multiclass classication. We used dierent methods for transforming multi-label classication to single-label classication. We compared algorithms with evaluation measures and ROC curves. Results shows that several methods can be used for this task. Algorithms that are specialized for multi-class classication have better predictions for multi-class problems, although other algorithms also show good performance.

    Item Type: Thesis (EngD thesis)
    Keywords: single-label classification, multi-label classification, multi-class classification, evaluation measures, ROC curve
    Number of Pages: 35
    Language of Content: Slovenian
    Mentor / Comentors:
    Name and SurnameIDFunction
    doc. dr. Zoran Bosnić3826Mentor
    Link to COBISS: http://www.cobiss.si/scripts/cobiss?command=search&base=50070&select=(ID=10244180)
    Institution: University of Ljubljana
    Department: Faculty of Computer and Information Science
    Item ID: 2149
    Date Deposited: 13 Sep 2013 15:47
    Last Modified: 11 Nov 2013 14:58
    URI: http://eprints.fri.uni-lj.si/id/eprint/2149

    Actions (login required)

    View Item