Invited Talks -- Hierarchy in Fluid Construction Grammars -- Description Logics in Ontology Applications -- 175 Miles Through the Desert -- Knowledge Representation and Reasoning -- A New n-Ary Existential Quantifier in Description Logics -- Subsumption in w.r.t. Hybrid TBoxes -- Dependency Calculus: Reasoning in a General Point Relation Algebra -- Temporalizing Spatial Calculi: On Generalized Neighborhood Graphs -- Machine Learning -- Design of Geologic Structure Models with Case Based Reasoning -- Applying Constrained Linear Regression Models to Predict Interval-Valued Data -- On Utilizing Stochastic Learning Weak Estimators for Training and Classification of Patterns with Non-stationary Distributions -- Noise Robustness by Using Inverse Mutations -- Diagnosis -- Development of Flexible and Adaptable Fault Detection and Diagnosis Algorithm for Induction Motors Based on Self-organization of Feature Extraction -- Computing the Optimal Action Sequence by Niche Genetic Algorithm -- Diagnosis of Plan Execution and the Executing Agent -- Automatic Abstraction of Time-Varying System Models for Model Based Diagnosis -- Neural Networks -- Neuro-Fuzzy Kolmogorov's Network for Time Series Prediction and Pattern Classification -- Design of Optimal Power Distribution Networks Using Multiobjective Genetic Algorithm -- New Stability Results for Delayed Neural Networks -- Planning -- Metaheuristics for Late Work Minimization in Two-Machine Flow Shop with Common Due Date -- An Optimal Algorithm for Disassembly Scheduling with Assembly Product Structure -- Hybrid Planning Using Flexible Strategies -- Controlled Reachability Analysis in AI Planning: Theory and Practice -- Robotics -- Distributed Multi-robot Localization Based on Mutual Path Detection -- Modeling Moving Objects in a Dynamically Changing RobotApplication -- Heuristic-Based Laser Scan Matching for Outdoor 6D SLAM -- A Probabilistic Multimodal Sensor Aggregation Scheme Applied for a Mobile Robot -- Behavior Recognition and Opponent Modeling for Adaptive Table Soccer Playing -- Cognitive Modelling / Philosopy / Natural Language -- Selecting What Is Important: Training Visual Attention -- Self-sustained Thought Processes in a Dense Associative Network -- Why Is the Lucas-Penrose Argument Invalid? -- On the Road to High-Quality POS-Tagging.