Publications

Journals:

1. D. Gjorgjevikj, G. Madjarov, and S. Džeroski, “Hybrid decision tree architecture utilizing local svms for multi-label classification,” Int. J. Patt. Recogn. Artif. Intell., vol. 27, no. 7, 2013

2. G. Madjarov, D. Kocev, D. Gjorgjevikj, and S. Džeroski, “An extensive experimental comparison of methods for multi-label learning,” Pattern Recognition, vol. 45, pp. 3084–3104, 2012

3. G. Madjarov, D. Gjorgjevikj, and S. Džeroski, “Two stage architecture for multi-label learning,” Pattern Recognition, vol. 45, pp. 1019–1034, 2012

4. G. Madzarov, D. Gjorgjevikj, and I. Chorbev, “A multi-class svm classifier utilizing binary decision tree,” Informatica, vol. 33, no. 2, pp. 233–241, 2009

International Conferences:

1. A. Gajduk, G. Madjarov, and D. Gjorgjevikj, “Inteligent tag grouping by using an aglomerative clustering algorithm,” in Proc. of the 10th Conference for Informatics and Information Technology (CIIT 2013), (Bitola, Macedonia), 2013

2. A. Tenev, T. Delev, G. Madjarov, and D. Gjorgjevikj, “Estimation of functional brain connectivity,” in Proc. of the 9th Conference for Informatics and Information Technology (CIIT 2012), (Bitola, Macedonia), pp. 149–151, 2012

3. G. Madjarov, G. Pesanski, D. Spasovski, and D. Gjorgjevikj, “Automatic music classification into genres,” in Proc. of Workshop GMI-ASP – German-Macedonian Initiative on Advanced Audio and Speech Signal Processing, (Ohrid, Macedonia), pp. 623–632, 2012

4. G. Madjarov and D. Gjorgjevikj, “Hybrid decision tree architecture utilizing local svms for multi-label classification,” in Hybrid Artificial Intelligent Systems (E. Corchado, V. Snasel, A. Abraham, M. Wozniak, M. Grana, and S.-B. Cho, eds.), vol. 7209 of Lecture Notes in Computer Science, pp. 1–12, Springer Berlin / Heidelberg, 2012

5. I. Kitanovski, G. Madjarov, and D. Gjorgjevikj, “Local hybrid svmdt classifier,” in Proc. of 19th Telecommunications Forum - TELFOR, (Belgrade, Serbia), pp. 770–773, 2011

6. M. Stojanovski, D. Gjorgjevikj, and G. Madjarov, “Parallelization of dynamic programming in nussinov rna folding algorithm on the cuda gpu,” in ICT Innovations 2011 (L. Kocarev, ed.), vol. 150 of Advances in Intelligent and Soft Computing, pp. 279–289, Springer Berlin / Heidelberg, 2012

7. G. Madjarov, D. Gjorgjevikj, and S. Džeroski, “Dual Layer Voting Method for Efficient Multi-label Classification,” in Pattern Recognition and Image Analysis (J. Vitrià, J. a. Sanches, and M. Hernández, eds.), vol. 6669 of Lecture Notes in Computer Science, pp. 232–239, 2011

8. G. Madjarov, D. Gjorgjevikj, and T. Delev, “Efficient two stage voting architecture for pairwise multi-label classification,” in AI 2010: Advances in Artificial Intelligence (J. Li, ed.), vol. 6464 of Lecture Notes in Computer Science, pp. 164–173, 2011

9. D. Gjorgjevikj and G. Madjarov, “Two stage classifier chain architecture for efficient pair-wise multi-label learning,” in Proc. of IEEE International Workshop on Machine Learning for Signal Processing, (Beijing, China), pp. 1–6, 2011

10. K. Trojacanec, G. Madjarov, S. Loskovska, and D. Gjorgjevikj, “Hierarchical classification architectures applied to magnetic resonance images,” in Proc. of 33rd International Conference on Information Technology Interfaces, (Cavtat, Croatia), pp. 501–506, 2011

11. D. Gjorgjevikj, G. Madjarov, I. Chorbev, M. Angelovski, M. Georgiev, and B. Dikovski, “ASGRT – automated report generation system,” in ICT Innovations 2010 (M. Gusev and P. Mitrevski, eds.), vol. 83 of Communications in Computer and Information Science, pp. 369–376, Springer Berlin Heidelberg, 2011

12. G. Madzarov and D. Gjorgjevikj, “Evaluation of distance measures for multi-class classification in binary svm decision tree,” in Artificial Intelligence and Soft Computing (L. Rutkowski, R. Scherer, R. Tadeusiewicz, L. Zadeh, and J. Zurada, eds.), vol. 6113 of Lecture Notes in Computer Science, pp. 437–444, 2010

13. G. Madjarov, D. Gjorgjevikj, and T. Delev, “Ensembles of binary svm decision trees,” in Proc. of 2nd ICT Innovations Conference, (Ohrid, Macedonia), pp. 181–188, 2010

14. K. Trojacanec, G. Madzarov, D. Gjorgjevikj, and S. Loskovska, “Classification of magnetic resonance images,” in Proc. of 32nd International Conference on Information Technology Interfaces, (Cavtat, Croatia), pp. 597–602, 2010

15. K. Trojacanec, G. Madjarov, D. Gjorgjevikj, and S. Loskovska, “Hierarchical classification îf magnetic resonance images,” in Proc. of 13th International Multiconference Information Society, (Ljublana, Slovenia), pp. 51–54, 2010

16. T. Delev, D. Gjorgjevik, and G. Madzarov, “Place-Tags, discovering and promoting places through mobile phones and collaborative filtering,” in Proc. of 32nd International Conference on Information Technology Interfaces ITI2010 (V. Luzar-Stiffler, I. Jarec, and Z. Bekic, eds.), (Cavtat, Croatia), pp. 225–230, 2010

17. D. Nakic´, G. Madzarov, and D. Ðordevic´, “Heartbeat tracking application for mobile devices - arrhythmia recognition module,” in Proc. of 32nd International Conference on Information Technology Interfaces ITI2010 (V. Luzar-Stiffler, I. Jarec, and Z. Bekic, eds.), (Cavtat, Croatia), pp. 585–590, 2010

18. K. Trojacanec, G. Madjarov, S. Loskovska, and D. Gjorgjevikj, “Towards improving magnetic resonance image classification,” in Proc. of 18th Telecommunications Forum - TELFOR, (Belgrade, Serbia), pp. 946–949, 2010

19. I. Chorbev, G. Madzarov, and D. Mihajlov, “Wireless Telemedicine as Part of an Integrated System for E-Medicine,” in IEEE student paper, pp. 225–230, 2010

20. G. Madzarov and D. Gjorgjevikj, “Multi-class classification using support vector machines in decision tree architecture,” in Proc. of International Conference EUROCON, (Saint Petersburg, Russia), pp. 306–313, 2009

21. T. Janevski, A. Tudzarov, M. Porjazoski, P. Latkoski, G. Madzarov, and I. Efnushev, “System For Analysis Of End-To-End Quality Of Data Services In Cellular Networks,” in Proc. of IEEE Region 8 Conference EUROCON 2009, (Saint Petersburg, Russia), pp. 1624–1631, 2009

22. T. Janevski, A. Tudzarov, P. Latkoski, M. Porjazoski, I. Efnushef, G. Madzarov, and D. Gjorgjiev, “Design of Applicative Quality Testing System for Data Services in Mobile Networks,” in Proc. of Wireless World Congress (WWC), (San Francisco, USA), pp. 1–6, 2009

23. G. Madzarov, D. Gjorgjevikj, and I. Chorbev, “Multi-class classification using support vector machines in binary tree architecture,” in Proc. of 8th International Scientific Conference UNITECH, (Gabrovo, Bulgaria), pp. 413–418, 2008

24. G. Madzarov, S. Loskovska, I. Dimitrovski, and D. Gjorgjevikj, “Comparison of automatic shot boundary detection algorithms based on color, edges and wavelets,” in Proc. of 11th International Multiconference Information Society, (Ljublana, Slovenia), pp. 73–77, 2008

25. G. Madzarov, D. Gjorgjevikj, and I. Dimitrovski, “A multi-class svm classifier utilizing binary decision tree,” in Proc. of 11th International Multiconference Information Society, (Ljublana, Slovenia), pp. 13–17, 2008

26. I. Chorbev, D. Mihajlov, and G. Madzarov, “Rule induction in medical data with hybrid heuristic algorithms,” in Proc. of 11th International Multiconference Information Society, (Ljublana, Slovenia), pp. 57–61, 2008

27. T. Janevski, A. Tudzarov, P. Latkoski, M. Porjazoski, I. Efnushef, G. Madzarov, and D. Gjorgjiev, “Applicative Solution for Testing the Quality of Data Services in Mobile Networks,” in Proc. of 14th IEEE Mediterranean Electrotechnical Conference - IEEE Melecon 2008, (Ajacio, France), pp. 216–221, 2008

National Conferences: 

1. G. Madzarov, I. Dimitrovski, S. Loskovska, and D. Gjorgjevikj, “Hierarchical video classification,” in Proc. of 9th National Conference with International Participation, ETAI, (Ohrid, Macedonia), pp. I5–4, 2009

2. G. Madzarov, D. Gorgevik, and E. Ikonomovska, “Tree of svm for pattern recognition,” in Proc. of 8th National Conference with International Participation, ETAI, (Ohrid, Macedonia), pp. I6–3, 2007