| 2007 | Discovering Mentorship Information from Author Collaboration Networks. | V. Suresh, Narayanan Raghupathy, B. Shekar, C. E. Veni Madhavan |
| 2007 | A Hilbert Space Embedding for Distributions. | Alexander J. Smola, Arthur Gretton, Le Song, Bernhard Schlkopf |
| 2007 | Literature-Based Discovery by an Enhanced Information Retrieval Model. | Kazuhiro Seki, Javed Mostafa |
| 2007 | Simple Algorithmic Principles of Discovery, Subjective Beauty, Selective Attention, Curiosity & Creativity. | Jrgen Schmidhuber |
| 2007 | An Intentional Kernel Function for RNA Classification. | Hiroshi Sankoh, Koichiro Doi, Akihiro Yamamoto |
| 2007 | A Consequence Finding Approach for Full Clausal Abduction. | Oliver Ray, Katsumi Inoue |
| 2007 | Efficient Incremental Mining of Top-K Frequent Closed Itemsets. | Andrea Pietracaprina, Fabio Vandin |
| 2007 | Towards Future Technology Projection: A Method for Extracting Capability Phrases from Documents. | Risa Nishiyama, Hironori Takeuchi, Hideo Watanabe |
| 2007 | Detecting Concept Drift Using Statistical Testing. | Kyosuke Nishida, Koichiro Yamauchi |
| 2007 | Unsupervised Spam Detection Based on String Alienness Measures. | Kazuyuki Narisawa, Hideo Bannai, Kohei Hatano, Masayuki Takeda |
| 2007 | Fast NML Computation for Naive Bayes Models. | Tommi Mononen, Petri Myllymki |
| 2007 | A Theoretical Study on Variable Ordering of Zero-Suppressed BDDs for Representing Frequent Itemsets. | Shin-ichi Minato |
| 2007 | Reducing Trials by Thinning-Out in Skill Discovery. | Hayato Kobayashi, Kohei Hatano, Akira Ishino, Ayumi Shinohara |
| 2007 | Challenge for Info-plosion. | Masaru Kitsuregawa |
| 2007 | User Preference Modeling from Positive Contents for Personalized Recommendation. | Heung-Nam Kim, Inay Ha, Jin-Guk Jung, GeunSik Jo |
| 2007 | Learning Locally Weighted C4.4 for Class Probability Estimation. | Liangxiao Jiang, Harry Zhang, Dianhong Wang, Zhihua Cai |
| 2007 | Model Selection and Estimation Via Subjective User Preferences. | Jaakko Hollmn |
| 2007 | Semantic Annotation of Data Tables Using a Domain Ontology. | Galle Hignette, Patrice Buche, Juliette Dibie-Barthlemy, Ollivier Haemmerl |
| 2007 | Positivism Against Constructivism: A Network Game to Learn Epistemology. | Hlne Hagge, Christopher Dartnell, Jean Sallantin |
| 2007 | An Attempt to Rebuild C. Bernard's Scientific Steps. | Jean-Gabriel Ganascia, Bassel Habib |
| 2007 | Pharmacophore Knowledge Refinement Method in the Chemical Structure Space. | Satoshi Fujishima, Yoshimasa Takahashi, Takashi Okada |
| 2007 | A Partially Dynamic Clustering Algorithm for Data Insertion and Removal. | Haytham Elghazel, Hamamache Kheddouci, Vronique Deslandres, Alain Dussauchoy |
| 2007 | Machine Learning in Ecosystem Informatics. | Thomas G. Dietterich |
| 2007 | On Approximating Minimum Infrequent and Maximum Frequent Sets. | Mario Boley |
| 2007 | A Theory of Similarity Functions for Learning and Clustering. | Avrim Blum |