| 2011 | "Tell Me More": Finding Related Items from User Provided Feedback. Jeroen De Knijf, Anthony M. L. Liekens, Bart Goethals |
| 2011 | A Methodology for Mining Document-Enriched Heterogeneous Information Networks. Miha Grcar, Nada Lavrac |
| 2011 | A Parameter-Free Method for Discovering Generalized Clusters in a Network. Hiroshi Hirai, Bin-Hui Chou, Einoshin Suzuki |
| 2011 | A Statistical Model for Topically Segmented Documents. Giovanni Ponti, Andrea Tagarelli, George Karypis |
| 2011 | Application of Semantic Kernels to Literature-Based Gene Function Annotation. Mathieu Blondel, Kazuhiro Seki, Kuniaki Uehara |
| 2011 | Bootstrapping Parameter Estimation in Dynamic Systems. Huma Lodhi, David R. Gilbert |
| 2011 | Context-Aware Personal Route Recognition. Oleksiy Mazhelis, Indre Zliobaite, Mykola Pechenizkiy |
| 2011 | Controlled Permutations for Testing Adaptive Classifiers. Indre Zliobaite |
| 2011 | Detecting Anti-majority Opinionists Using Value-Weighted Mixture Voter Model. Masahiro Kimura, Kazumi Saito, Kouzou Ohara, Hiroshi Motoda |
| 2011 | Discovery Science - 14th International Conference, DS 2011, Espoo, Finland, October 5-7, 2011. Proceedings Tapio Elomaa, Jaakko Hollmén, Heikki Mannila |
| 2011 | Global and Local Spatial Autocorrelation in Predictive Clustering Trees. Daniela Stojanova, Michelangelo Ceci, Annalisa Appice, Donato Malerba, Saso Dzeroski |
| 2011 | Graph Clustering Based on Optimization of a Macroscopic Structure of Clusters. Yuta Taniguchi, Daisuke Ikeda |
| 2011 | Information Distance and Its Extensions. Ming Li |
| 2011 | Learning from Label Preferences. Eyke Hüllermeier, Johannes Fürnkranz |
| 2011 | MEI: Mutual Enhanced Infinite Generative Model for Simultaneous Community and Topic Detection. Dongsheng Duan, Yuhua Li, Ruixuan Li, Zhengding Lu, Aiming Wen |
| 2011 | MOA-TweetReader: Real-Time Analysis in Twitter Streaming Data. Albert Bifet, Geoffrey Holmes, Bernhard Pfahringer |
| 2011 | Mining Classification Rules without Support: an Anti-monotone Property of Jaccard Measure. Yannick Le Bras, Philippe Lenca, Stéphane Lallich |
| 2011 | Modeling the Temperature of Hot Rolled Steel Plate with Semi-supervised Learning Methods. Henna Tiensuu, Ilmari Juutilainen, Juha Röning |
| 2011 | Models for Autonomously Motivated Exploration in Reinforcement Learning. Peter Auer, Shiau Hong Lim, Chris Watkins |
| 2011 | Monotone Instance Ranking with mira. Nicola Barile, Ad Feelders |
| 2011 | Multiple Hypothesis Testing in Pattern Discovery. Sami Hanhijärvi |
| 2011 | Network Effects on Tweeting. Jake T. Lussier, Nitesh V. Chawla |
| 2011 | On the Expressive Power of Deep Architectures. Yoshua Bengio, Olivier Delalleau |
| 2011 | Optimal Estimation. Jorma Rissanen |
| 2011 | Predicting Structured Outputs k-Nearest Neighbours Method. Mitja Pugelj, Saso Dzeroski |
| 2011 | Rule Stacking: An Approach for Compressing an Ensemble of Rule Sets into a Single Classifier. Jan-Nikolas Sulzmann, Johannes Fürnkranz |
| 2011 | Scalable Detection of Frequent Substrings by Grammar-Based Compression. Masaya Nakahara, Shirou Maruyama, Tetsuji Kuboyama, Hiroshi Sakamoto |
| 2011 | The Augmented Itemset Tree: A Data Structure for Online Maximum Frequent Pattern Mining. Jana Schmidt, Stefan Kramer |
| 2011 | Using Ontologies in Semantic Data Mining with SEGS and g-SEGS. Nada Lavrac, Anze Vavpetic, Larisa N. Soldatova, Igor Trajkovski, Petra Kralj Novak |
| 2011 | Word Clouds for Efficient Document Labeling. Christin Seifert, Eva Ulbrich, Michael Granitzer |