| 7 | -- | 11 | Werner Dubitzky, Francisco Azuaje. Editorial - AI in the Life Sciences |
| 13 | -- | 38 | Uko Maran, Sulev Sild. QSAR Modeling of Genotoxicity on Non-congeneric Sets of Organic Compounds |
| 39 | -- | 51 | Michal Karzynski, Álvaro Mateos, Javier Herrero, Joaquín Dopazo. Using a Genetic Algorithm and a Perceptron for Feature Selection and Supervised Class Learning in DNA Microarray Data |
| 53 | -- | 73 | Sally I. McClean, Bryan W. Scotney, Steve Robinson. Conceptual Clustering of Heterogeneous Gene Expression Sequences |
| 75 | -- | 93 | Martin Stetter, Gustavo Deco, Mathäus Dejori. Large-Scale Computational Modeling of Genetic Regulatory Networks |
| 95 | -- | 120 | Robin Gras, David Hernández, Patricia Hernandez, Nadine Zangge, Yoann Mescam, Julien Frey, Olivier Martin, Jacques Nicolas, Ron D. Appel. Cooperative Metaheuristics for Exploring Proteomic Data |
| 121 | -- | 141 | Eva Armengol, Enric Plaza. Relational Case-based Reasoning for Carcinogenic Activity Prediction |
| 143 | -- | 160 | Silvia Corchs, Martin Stetter, Gustavo Deco. Systems-Level Neuronal Modeling of Visual Attentional Mechanisms |