Adaptive and Intelligent Systems: Second International Conference, ICAIS 2011, Klagenfurt, Austria, September 6-8, 2011, Proceedings (Lecture Notes in Computer Science, 6943)

This book constitutes the proceedings of the International Conference on Adaptive and Intelligent Systems, ICAIS 2011, held in Klagenfurt, Austria, in September 2011. The 36 full papers included in these proceedings together with the abstracts of 4 invited talks, were carefully reviewed and selected from 72 submissions. The contributions are organized under the following topical sections: incremental learning; adaptive system architecture; intelligent system engineering; data mining and pattern recognition; intelligent agents; and computational intelligence. Front Matter....Pages - The Game-Theoretic Approach to Machine Learning and Adaptation....Pages 1-1 Exploration and Exploitation in Online Learning....Pages 2-2 Towards Online Adaptive Ambient Intelligent Environments for Multiple Occupants....Pages 3-3 The Evolution of Evolutionary Computation....Pages 4-4 Online Identification of the System Order with ANARX Structure....Pages 5-15 Incremental Semi-automatic Correction of Misclassified Spatial Objects....Pages 16-25 On-Line Human Recognition from Video Surveillance Using Incremental SVM on Texture and Color Features....Pages 26-39 An Improved Adaptive PID Controller Based on Online LSSVR with Multi RBF Kernel Tuning....Pages 40-51 An Extended Sliding Mode Learning Algorithm for Type-2 Fuzzy Neural Networks....Pages 52-63 Time Stamping in the Presence of Latency and Drift....Pages 64-75 Artificial Recurrence for Classification of Streaming Data with Concept Shift....Pages 76-87 New Drift Detection Method for Data Streams....Pages 88-97 Learning Curve in Concept Drift While Using Active Learning Paradigm....Pages 98-106 Utility-Based Self-Adaption with Environment Specific Quality Models....Pages 107-118 Self-adaptive Service Monitoring....Pages 119-130 Automatic Task Resolution and Adaptation in Pervasive Environments....Pages 131-144 Subsumption Architecture for Enabling Strategic Coordination of Robot Swarms in a Gaming Scenario....Pages 145-156 Runtime Generation of Robot Control Code from Ontology File....Pages 157-167 Mobile Robot Self-diagnosis with a Bank of Adaptive Particle Filters....Pages 168-179 Emergence of Safe Behaviours with an Intrinsic Reward....Pages 180-191 A Trajectory Tracking Application of Redundant Planar Robot Arm via Support Vector Machines....Pages 192-202 Intelligent Crossroads for Vehicle Platoons Reconfiguration....Pages 203-214 Genetic Algorithm Based Structure Identification for Feedback Control of Nonlinear MIMO Systems....Pages 215-226 Regenerative Abilities in Modular Robots Using Virtual Embryogenesis....Pages 227-237 Using Virtual Embryogenesis in Multi-robot Organisms....Pages 238-247 Adaptive Bearings Vibration Modelling for Diagnosis....Pages 248-259 Hybrid Learning System for Adaptive Complex Event Processing....Pages 260-271 A New Space Defined by Ant Colony Algorithm to Partition Data....Pages 272-284 Extracting and Exploiting Topics of Interests from Social Tagging Systems....Pages 285-296 Border Pairs Method – Constructive MLP Learning Classification Algorithm....Pages 297-307 Ranking-Based Feature Selection Method for Dynamic Belief Clustering....Pages 308-319 Distributed Constraint Programming with Agents....Pages 320-331 A Combinatorial Auction Negotiation Protocol for Time-Restricted Group Decisions....Pages 332-343 A Multi-agent Approach for Adaptive Virtual Organization Using JADE....Pages 344-355 Golden Ratio (Sectiona Aurea) in Markovian Ants AI Hybrid....Pages 356-367 A Memetic Algorithm for Routing in Urban Public Transportation Networks....Pages 368-380 A PDDE-Based Order Scheduling Optimization with Raw Material Uncertainty....Pages 381-392 Evolutionary Discrete Firefly Algorithm for Travelling Salesman Problem....Pages 393-403 Robust Optimization by Means of Vegetative Reproduction....Pages 404-415 Discrete Particle Swarm Optimization for TSP: Theoretical Results and Experimental Evaluations....Pages 416-427 Back Matter....Pages - Due to its versatility, online adaptation is involved in various research areas which are covered by the International Conference on Adaptive and Intelligent Systems (ICAIS): neural networks, data mining, pattern recognition, computational intelligence, smart and agent-based systems, distributed systems, ubiquitous environments, Internet, system engineering, hardware, etc. The ICAIS conference strives to sharpen its focus on issues related to online adaptation and learning in dynamically evolving environments and to expand the understanding of all these inter-related concepts. -- from preface