Title page -- Preface -- Contents -- Presented Papers -- The Observer Algorithm for Visibility Approximation -- Efficient AUC Maximization with Regularized Least-Squares -- Fast Learning in an Actor-Critic Architecture with Reward and Punishment -- Explanatory Capabilities in the CREEK Knowledge-Intensive Case-Based Reasoner -- Case-Based Reasoning for Ontology Engineering -- Defect Prediction in Hot Strip Rolling Using ANN and SVM -- A Framework for Human-Aware Robot Planning -- The Problem of Object Recognition in the Presence of Noise in Original Data -- Troubleshooting when Action Costs Are Dependent with Application to a Truck Engine -- A Sparse Regularized Least-Squares Preference Learning Algorithm -- Supporting Maritime Situation Awareness Using Self Organizing Maps and Gaussian Mixture Models -- Better Safe than Sorry - Optimal Troubleshooting Through A* Search with Efficiency-Based Pruning -- Combining Measurement Data and Erlang-B Formula for Blocking Prediction in GSM Networks -- Load Prediction Using Combination of Neural Networks and Simple Strategies -- Towards Automatic Model Generation by Optimization -- A Heuristic-Based Approach for a Betting Strategy in Texas Hold'em Poker -- Chipper - A Novel Algorithm for Concept Description -- A Novel Framework for Case-Based Decision Analysis -- Poster Presentations -- Bayesian Inference Under Probability Constraints -- Acting Under Interference by Other Agents with Unknown Goals -- Sharing Moral Responsibility with Robots: A Pragmatic Approach -- Foundation for Program Understanding -- Looking for Planning Problems Solvable in Polynomial Time via Investigation of Structures of Action Dependencies -- Reducing Temporal Delays in a Real Time Train Management System -- Invited Talks -- The Many Faces of Biosurveillance.

Probabilistic-Logic Models: Reasoning and Learning with Relational Structures -- CBR for Advice Giving in a Data-Intensive Environment -- Modeling Habituation in the Cnidarian Hydra -- Subject Index -- Author Index.