| 2005 | A Framework for Set-Oriented Computation in Inductive Logic Programming and Its Application in Generalizing Inverse Entailment. Héctor Corrada Bravo, David Page, Raghu Ramakrishnan, Jude W. Shavlik, Vítor Santos Costa |
| 2005 | A Study of Applying Dimensionality Reduction to Restrict the Size of a Hypothesis Space. Ashwin Srinivasan, Ravi Kothari |
| 2005 | An Output-Polynomial Time Algorithm for Mining Frequent Closed Attribute Trees. Hiroki Arimura, Takeaki Uno |
| 2005 | Automatic Induction of Abduction and Abstraction Theories from Observations. Stefano Ferilli, Teresa Maria Altomare Basile, Nicola Di Mauro, Floriana Esposito |
| 2005 | Classifying Relational Data with Neural Networks. Werner Uwents, Hendrik Blockeel |
| 2005 | Converting Semantic Meta-knowledge into Inductive Bias. John Cabral, Robert C. Kahlert, Cynthia Matuszek, Michael Witbrock, Brett Summers |
| 2005 | Deriving a Stationary Dynamic Bayesian Network from a Logic Program with Recursive Loops. Yi-Dong Shen, Qiang Yang |
| 2005 | Distance Based Generalisation. Vicent Estruch, César Ferri, José Hernández-Orallo, M. José Ramírez-Quintana |
| 2005 | Efficient Sampling in Relational Feature Spaces. Filip Zelezný |
| 2005 | Five Problems in Five Areas for Five Years. Ashwin Srinivasan |
| 2005 | Generalization Behaviour of Alkemic Decision Trees. Kee Siong Ng |
| 2005 | Guiding Inference Through Relational Reinforcement Learning. Nima Asgharbeygi, Negin Nejati, Pat Langley, Sachiyo Arai |
| 2005 | ILP Meets Knowledge Engineering: A Case Study. Francesca A. Lisi, Floriana Esposito |
| 2005 | Inducing Causal Laws by Regular Inference. Katsumi Inoue, Hideyuki Bando, Hidetomo Nabeshima |
| 2005 | Induction of the Indirect Effects of Actions by Monotonic Methods. Ramón P. Otero |
| 2005 | Inductive Equivalence of Logic Programs. Chiaki Sakama, Katsumi Inoue |
| 2005 | Inductive Logic Programming, 15th International Conference, ILP 2005, Bonn, Germany, August 10-13, 2005, Proceedings Stefan Kramer, Bernhard Pfahringer |
| 2005 | Learning Closed Sets of Labeled Graphs for Chemical Applications. Sergei O. Kuznetsov, Mikhail V. Samokhin |
| 2005 | Learning Teleoreactive Logic Programs from Problem Solving. Dongkyu Choi, Pat Langley |
| 2005 | Logical Bayesian Networks and Their Relation to Other Probabilistic Logical Models. Daan Fierens, Hendrik Blockeel, Maurice Bruynooghe, Jan Ramon |
| 2005 | Machine Learning for Systems Biology. Stephen H. Muggleton |
| 2005 | Online Closure-Based Learning of Relational Theories. Frédéric Koriche |
| 2005 | Polynomial Time Inductive Inference of TTSP Graph Languages from Positive Data. Ryoji Takami, Yusuke Suzuki, Tomoyuki Uchida, Takayoshi Shoudai, Yasuaki Nakamura |
| 2005 | Predicate Selection for Structural Decision Trees. Kee Siong Ng, John W. Lloyd |
| 2005 | Probabilistic First-Order Theory Revision from Examples. Aline Paes, Kate Revoredo, Gerson Zaverucha, Vítor Santos Costa |
| 2005 | Spatial Clustering of Structured Objects. Donato Malerba, Annalisa Appice, Antonio Varlaro, Antonietta Lanza |
| 2005 | Strategies to Parallelize ILP Systems. Nuno A. Fonseca, Fernando M. A. Silva, Rui Camacho |
| 2005 | Tutorial on Statistical Relational Learning. Lise Getoor |
| 2005 | Why Computers Need to Learn About Music. Gerhard Widmer |