Saso Dzeroski

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Ljupco TodorovskiProfessor of Informatics, University of LjubljanaVerified email at fu.uni-lj.si
Dragi KocevJožef Stefan InstituteVerified email at ijs.si
Nada LavracJozef Stefan InstituteVerified email at ijs.si
Hendrik BlockeelDepartment of Computer Science, KU LeuvenVerified email at cs.kuleuven.be
Panče PanovJožef Stefan InstituteVerified email at ijs.si
Celine Vensassociate professor, Katholieke Universiteit LeuvenVerified email at kuleuven.be
Ivan BratkoProfessor of Computer Science, University of LjubljanaVerified email at fri.uni-lj.si
Tomaž ErjavecJožef Stefan InstituteVerified email at ijs.si
Luc De Raedtprofessor, KU LeuvenVerified email at cs.kuleuven.be
Leander SchietgatResearch & Innovation Manager, Artificial Intelligence Lab, VUBVerified email at vub.be
Ivica DimitrovskiFaculty of Computer Science and Engineering, Ss. Cyril and Methodius University in SkopjeVerified email at finki.ukim.mk
Michelangelo CeciUniversity of Bari "A. Moro"Verified email at di.uniba.it
Nataša AtanasovaVerified email at fgg.uni-lj.si
Suzana LoshkovskaSs. Cyril and Methodiuos University SkopjeVerified email at finki.ukim.mk
Jurica LevaticPostdoc, Genome Data Science lab, Institute for Research in Biomedicine, Barcelona, SpainVerified email at irbbarcelona.org
Dejan GjorgjevikjProfessor of Computer Science, Ss. Cyril and Methodius University in SkopjeVerified email at finki.ukim.mk
Gjorgji MadjarovAssociate Professor at Faculty of Computer Science and EngineeringVerified email at finki.ukim.mk
Dimitar HristovskiUniversity of Ljubljana, Medical faculty, Institute for biostatistics and medical informaticsVerified email at mf.uni-lj.si
Kurt DriessensAssociate Professor, Maastricht UniversityVerified email at maastrichtuniversity.nl
Larisa SoldatovaReader in Data Science, Goldsmiths, University of LondonVerified email at gold.ac.uk

Saso Dzeroski

Jozef Stefan Institute, Dept. of Knowledge Technologies

Verified email at ijs.si - Homepage

Data Mining Machine Learning Applications in Environmental and Life Sciences


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Introduction to statistical relational learning D Koller, N Friedman, S Džeroski, C Sutton, A McCallum, A Pfeffer, ... MIT press, 2007	1752	2007
Inductive Logic Programming. N Lavrac, S Dzeroski Ellis Horwood; http://www-ai.ijs.si/SasoDzeroski/ILPBook/ILPbook.pdf, 1994	1360	1994
Relational data mining S Džeroski Data Mining and Knowledge Discovery Handbook, 887-911, 2009	861	2009
Is combining classifiers with stacking better than selecting the best one? S Džeroski, B Ženko Machine learning 54 (3), 255-273, 2004	788	2004
A large-scale evaluation of computational protein function prediction P Radivojac, WT Clark, TR Oron, AM Schnoes, T Wittkop, A Sokolov, ... Nature methods 10 (3), 221-227, 2013	771	2013
An extensive experimental comparison of methods for multi-label learning G Madjarov, D Kocev, D Gjorgjevikj, S Džeroski Pattern recognition 45 (9), 3084-3104, 2012	653	2012
The monk's problems a performance comparison of different learning algorithms SB Thrun, J Bala, E Bloedorn, I Bratko, B Cestnik, J Cheng, K De Jong, ...	617	1991
Decision trees for hierarchical multi-label classification C Vens, J Struyf, L Schietgat, S Džeroski, H Blockeel Machine learning 73 (2), 185, 2008	608	2008
Relational reinforcement learning S Džeroski, L De Raedt, K Driessens Machine learning 43 (1-2), 7-52, 2001	519	2001
Multi-relational data mining: an introduction S Džeroski ACM SIGKDD Explorations Newsletter 5 (1), 1-16, 2003	349	2003
Learning model trees from evolving data streams E Ikonomovska, J Gama, S Džeroski Data mining and knowledge discovery 23 (1), 128-168, 2011	273	2011
Learning nonrecursive definitions of relations with LINUS N Lavrač, S Džeroski, M Grobelnik European Working Session on Learning, 265-281, 1991	265	1991
Combining classifiers with meta decision trees L Todorovski, S Džeroski Machine learning 50 (3), 223-249, 2003	254	2003
Repetitive interpolation: A robust algorithm for DTM generation from Aerial Laser Scanner Data in forested terrain A Kobler, N Pfeifer, P Ogrinc, L Todorovski, K Oštir, S Džeroski Remote sensing of environment 108 (1), 9-23, 2007	235	2007
Tree ensembles for predicting structured outputs D Kocev, C Vens, J Struyf, S Džeroski Pattern Recognition 46 (3), 817-833, 2013	217	2013
First-order jk-clausal theories are PAC-learnable L De Raedt, S Džeroski Artificial Intelligence 70 (1), 375-392, 1994	212	1994
Ensembles of multi-objective decision trees D Kocev, C Vens, J Struyf, S Džeroski European conference on machine learning, 624-631, 2007	190	2007
Predicting gene function using hierarchical multi-label decision tree ensembles L Schietgat, C Vens, J Struyf, H Blockeel, D Kocev, S Džeroski BMC bioinformatics 11 (1), 1-14, 2010	182	2010
Decision trees for hierarchical multilabel classification: A case study in functional genomics H Blockeel, L Schietgat, J Struyf, S Džeroski, A Clare European conference on principles of data mining and knowledge discovery, 18-29, 2006	175	2006
Supporting discovery in medicine by association rule mining in Medline and UMLS D Hristovski, J Stare, B Peterlin, S Dzeroski Studies in health technology and informatics, 1344-1348, 2001	169	2001

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