| 2010 | A Study of Approximate Inference in Probabilistic Relational Models. Fabian Kaelin, Doina Precup |
| 2010 | Accurate Ensembles for Data Streams: Combining Restricted Hoeffding Trees using Stacking. Albert Bifet, Eibe Frank, Geoffrey Holmes, Bernhard Pfahringer |
| 2010 | Adaptive Step-size Policy Gradients with Average Reward Metric. Takamitsu Matsubara, Tetsuro Morimura, Jun Morimoto |
| 2010 | An EM Algorithm on BDDs with Order Encoding for Logic-based Probabilistic Models. Masakazu Ishihata, Yoshitaka Kameya, Taisuke Sato, Shin-ichi Minato |
| 2010 | Conceptual Imitation Learning: An Application to Human-robot Interaction. Hossein Hajimirsadeghi, Majid Nili Ahmadabadi, Mostafa Ajallooeian, Babak Nadjar Araabi, Hadi Moradi |
| 2010 | Content-based Image Retrieval with Multinomial Relevance Feedback. Dorota Glowacka, John Shawe-Taylor |
| 2010 | Decision Tree for Dynamic and Uncertain Data Streams. Chunquan Liang, Yang Zhang, Qun Song |
| 2010 | Efficient Collapsed Gibbs Sampling for Latent Dirichlet Allocation. Han Xiao, Thomas Stibor |
| 2010 | Ellipsoidal Support Vector Machines. Michinari Momma, Kohei Hatano, Hiroki Nakayama |
| 2010 | Exploiting the High Predictive Power of Multi-class Subgroups. Tarek Abudawood, Peter A. Flach |
| 2010 | Finite-sample Analysis of Bellman Residual Minimization. Odalric-Ambrym Maillard, Rémi Munos, Alessandro Lazaric, Mohammad Ghavamzadeh |
| 2010 | Generative Models of Information Diffusion with Asynchronous Timedelay. Kazumi Saito, Masahiro Kimura, Kouzou Ohara, Hiroshi Motoda |
| 2010 | Hierarchical Convex NMF for Clustering Massive Data. Kristian Kersting, Mirwaes Wahabzada, Christian Thurau, Christian Bauckhage |
| 2010 | Hierarchical Gaussian Process Regression. Sunho Park, Seungjin Choi |
| 2010 | Learning Polyhedral Classifiers Using Logistic Function. Naresh Manwani, P. S. Sastry |
| 2010 | Minimum Conditional Entropy Clustering: A Discriminative Framework for Clustering. Bo Dai, Bao-Gang Hu |
| 2010 | Mining Recurring Concept Drifts with Limited Labeled Streaming Data. Pei-Pei Li, Xindong Wu, Xuegang Hu |
| 2010 | Multi-task Learning for Recommender System. Xia Ning, George Karypis |
| 2010 | Pairwise Measures of Causal Direction in Linear Non-Gaussian Acyclic Models. Aapo Hyvärinen |
| 2010 | Preface. Masashi Sugiyama, Qiang Yang |
| 2010 | Proceedings of the 2nd Asian Conference on Machine Learning, ACML 2010, Tokyo, Japan, November 8-10, 2010 Masashi Sugiyama, Qiang Yang |
| 2010 | Single versus Multiple Sorting in All Pairs Similarity Search. Yasuo Tabei, Takeaki Uno, Masashi Sugiyama, Koji Tsuda |
| 2010 | The Coding Divergence for Measuring the Complexity of Separating Two Sets. Mahito Sugiyama, Akihiro Yamamoto |
| 2010 | Variational Relevance Vector Machine for Tabular Data. Dmitry Kropotov, Dmitry P. Vetrov, Lior Wolf, Tal Hassner |