| Extremely randomized trees | 2006/03/02 | English | 3,273 |
| A theory of learning from different domains | 2009/10/23 | English | 995 |
| A survey on semi-supervised learning | 2019/11/15 | English | 917 |
| Classifier chains for multi-label classification | 2011/06/30 | English | 843 |
| The max-min hill-climbing Bayesian network structure learning algorithm | 2006/03/28 | English | 700 |
| Markov logic networks | 2006/01/27 | English | 607 |
| Logistic Model Trees | 2005/05/01 | English | 595 |
| Support-vector networks | 1995/09/01 | English | 549 |
| Convex multi-task feature learning | 2008/01/09 | English | 520 |
| Measuring classifier performance: a coherent alternative to the area under the ROC curve | 2009/06/16 | English | 512 |
| Multilabel classification via calibrated label ranking | 2008/08/06 | English | 420 |
| NP-hardness of Euclidean sum-of-squares clustering | 2009/01/24 | English | 366 |
| Aleatoric and epistemic uncertainty in machine learning: an introduction to concepts and methods | 2021/03/01 | English | 358 |
| Bagging predictors | 1996/08/01 | English | 351 |
| A note on Platt’s probabilistic outputs for support vector machines | 2007/08/08 | English | 351 |
| Temporal pattern attention for multivariate time series forecasting | 2019/06/11 | English | 308 |
| Not So Naive Bayes: Aggregating One-Dependence Estimators | 2005/01/01 | English | 295 |
| Cutting-plane training of structural SVMs | 2009/05/09 | English | 282 |
| Decision trees for hierarchical multi-label classification | 2008/08/01 | English | 260 |
| Adaptive random forests for evolving data stream classification | 2017/06/13 | English | 255 |
| Optimal classification trees | 2017/04/03 | English | 244 |
| Logarithmic regret algorithms for online convex optimization | 2007/08/08 | English | 231 |
| The security of machine learning | 2010/05/20 | English | 226 |
| On evaluating stream learning algorithms | 2012/10/24 | English | 220 |
| A semantic matching energy function for learning with multi-relational data | 2013/05/30 | English | 219 |
| Generalized Low Rank Approximations of Matrices | 2005/08/12 | English | 214 |
| Combining instance-based learning and logistic regression for multilabel classification | 2009/07/23 | English | 205 |
| An analysis of diversity measures | 2006/07/14 | English | 194 |
| Relational retrieval using a combination of path-constrained random walks | 2010/07/22 | English | 176 |
| Induction of decision trees | 1986/03/01 | English | 162 |