| 2011 | Scalable Detection of Frequent Substrings by Grammar-Based Compression. | Masaya Nakahara, Shirou Maruyama, Tetsuji Kuboyama, Hiroshi Sakamoto |
| 2011 | Context-Aware Personal Route Recognition. | Oleksiy Mazhelis, Indre Zliobaite, Mykola Pechenizkiy |
| 2011 | Network Effects on Tweeting. | Jake T. Lussier, Nitesh V. Chawla |
| 2011 | Bootstrapping Parameter Estimation in Dynamic Systems. | Huma Lodhi, David R. Gilbert |
| 2011 | Information Distance and Its Extensions. | Ming Li |
| 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 | "Tell Me More": Finding Related Items from User Provided Feedback. | Jeroen De Knijf, Anthony M. L. Liekens, Bart Goethals |
| 2011 | Detecting Anti-majority Opinionists Using Value-Weighted Mixture Voter Model. | Masahiro Kimura, Kazumi Saito, Kouzou Ohara, Hiroshi Motoda |
| 2011 | Learning from Label Preferences. | Eyke Hllermeier, Johannes Frnkranz |
| 2011 | A Parameter-Free Method for Discovering Generalized Clusters in a Network. | Hiroshi Hirai, Bin-Hui Chou, Einoshin Suzuki |
| 2011 | Multiple Hypothesis Testing in Pattern Discovery. | Sami Hanhijrvi |
| 2011 | A Methodology for Mining Document-Enriched Heterogeneous Information Networks. | Miha Grcar, Nada Lavrac |
| 2011 | MEI: Mutual Enhanced Infinite Generative Model for Simultaneous Community and Topic Detection. | Dongsheng Duan, Yuhua Li, Ruixuan Li, Zhengding Lu, Aiming Wen |
| 2011 | Mining Classification Rules without Support: an Anti-monotone Property of Jaccard Measure. | Yannick Le Bras, Philippe Lenca, Stphane Lallich |
| 2011 | Application of Semantic Kernels to Literature-Based Gene Function Annotation. | Mathieu Blondel, Kazuhiro Seki, Kuniaki Uehara |
| 2011 | MOA-TweetReader: Real-Time Analysis in Twitter Streaming Data. | Albert Bifet, Geoffrey Holmes, Bernhard Pfahringer |
| 2011 | On the Expressive Power of Deep Architectures. | Yoshua Bengio, Olivier Delalleau |
| 2011 | Monotone Instance Ranking with mira. | Nicola Barile, Ad Feelders |
| 2011 | Models for Autonomously Motivated Exploration in Reinforcement Learning. | Peter Auer, Shiau Hong Lim, Chris Watkins |
| 2010 | Bridging Conjunctive and Disjunctive Search Spaces for Mining a New Concise and Exact Representation of Correlated Patterns. | Nassima Ben Younes, Tarek Hamrouni, Sadok Ben Yahia |
| 2010 | The Blessing and the Curse of the Multiplicative Updates. | Manfred K. Warmuth |
| 2010 | Graph Classification Based on Optimizing Graph Spectra. | Nguyen Duy Vinh, Akihiro Inokuchi, Takashi Washio |
| 2010 | Topology Preserving SOM with Transductive Confidence Machine. | Bin Tong, Zhiguang Qin, Einoshin Suzuki |
| 2010 | ESTATE: Strategy for Exploring Labeled Spatial Datasets Using Association Analysis. | Tomasz F. Stepinski, Josue Salazar, Wei Ding, Denis White |
| 2010 | On Enumerating Frequent Closed Patterns with Key in Multi-relational Data. | Hirohisa Seki, Yuya Honda, Shinya Nagano |