Aleatoric and epistemic uncertainty in machine learning: An introduction to concepts and methods E Hüllermeier, W Waegeman Machine Learning 110 (3), 457-506, 2021 | 1314 | 2021 |
A community effort to assess and improve drug sensitivity prediction algorithms JC Costello, LM Heiser, E Georgii, M Gönen, MP Menden, NJ Wang, ... Nature biotechnology 32 (12), 1202-1212, 2014 | 773 | 2014 |
On label dependence and loss minimization in multi-label classification K Dembczyński, W Waegeman, W Cheng, E Hüllermeier Machine Learning 88 (1-2), 5-45, 2012 | 484 | 2012 |
Absolute quantification of microbial taxon abundances R Props, FM Kerckhof, P Rubbens, J De Vrieze, E Hernandez Sanabria, ... The ISME journal 11 (2), 584-587, 2017 | 334 | 2017 |
Bacterial species identification from MALDI-TOF mass spectra through data analysis and machine learning K De Bruyne, B Slabbinck, W Waegeman, P Vauterin, B De Baets, ... Systematic and applied microbiology 34 (1), 20-29, 2011 | 263 | 2011 |
An experimental comparison of cross-validation techniques for estimating the area under the ROC curve A Airola, T Pahikkala, W Waegeman, B De Baets, T Salakoski Computational Statistics & Data Analysis 55 (4), 1828-1844, 2011 | 195 | 2011 |
An exact algorithm for F-measure maximization K Dembczynski, W Waegeman, W Cheng, E Hüllermeier Advances in neural information processing systems 24, 2011 | 153 | 2011 |
Effects of chlorhexidine gluconate oral care on hospital mortality: a hospital-wide, observational cohort study M Deschepper, W Waegeman, K Eeckloo, D Vogelaers, S Blot Intensive care medicine 44, 1017-1026, 2018 | 151 | 2018 |
ROC analysis in ordinal regression learning W Waegeman, B De Baets, L Boullart Pattern Recognition Letters 29 (1), 1-9, 2008 | 150 | 2008 |
Habitat prediction and knowledge extraction for spawning European grayling (Thymallus thymallus L.) using a broad range of species distribution models S Fukuda, B De Baets, W Waegeman, J Verwaeren, AM Mouton Environmental modelling & software 47, 1-6, 2013 | 147 | 2013 |
Vegetation anomalies caused by antecedent precipitation in most of the world C Papagiannopoulou, DG Miralles, WA Dorigo, NEC Verhoest, ... Environmental Research Letters 12 (7), 074016, 2017 | 143 | 2017 |
A non-linear Granger-causality framework to investigate climate–vegetation dynamics C Papagiannopoulou, DG Miralles, S Decubber, M Demuzere, ... Geoscientific Model Development 10 (5), 1945-1960, 2017 | 135 | 2017 |
Optimizing the F-measure in multi-label classification: Plug-in rule approach versus structured loss minimization K Dembczynski, A Jachnik, W Kotlowski, W Waegeman, E Hüllermeier International conference on machine learning, 1130-1138, 2013 | 132 | 2013 |
Multi-target prediction: a unifying view on problems and methods W Waegeman, K Dembczyński, E Hüllermeier Data Mining and Knowledge Discovery 33, 293-324, 2019 | 105 | 2019 |
A comparison of AUC estimators in small-sample studies A Airola, T Pahikkala, W Waegeman, B De Baets, T Salakoski Machine learning in systems biology, 3-13, 2009 | 96 | 2009 |
Exploration and prediction of interactions between methanotrophs and heterotrophs M Stock, S Hoefman, FM Kerckhof, N Boon, P De Vos, B De Baets, ... Research in microbiology 164 (10), 1045-1054, 2013 | 82 | 2013 |
An analysis of chaining in multi-label classification K Dembczyński, W Waegeman, E Hüllermeier ECAI 2012, 294-299, 2012 | 82 | 2012 |
On the bayes-optimality of f-measure maximizers W Waegeman, K Dembczyński, A Jachnik, W Cheng, E Hüllermeier Journal of Machine Learning Research 15, 3333-3388, 2014 | 81 | 2014 |
Connection between primary Fusarium inoculum on gramineous weeds, crop residues and soil samples and the final population on wheat ears in Flanders, Belgium S Landschoot, K Audenaert, W Waegeman, B Pycke, B Bekaert, ... Crop Protection 30 (10), 1297-1305, 2011 | 75 | 2011 |
Regret analysis for performance metrics in multi-label classification: the case of hamming and subset zero-one loss K Dembczyński, W Waegeman, W Cheng, E Hüllermeier Machine Learning and Knowledge Discovery in Databases: European Conference …, 2010 | 73 | 2010 |