Research and Development in Intelligent Systems XXXI : Incorporating Applications and Innovations in Intelligent Systems XXII

The papers in this volume are the refereed papers presented at AI-2014, the Thirty-fourth SGAI International Conference on Innovative Techniques and Applications of Artificial Intelligence, held in Cambridge in December 2014 in both the technical and the application streams. They present new and innovative developments and applications, divided into technical stream sections on Knowledge Discovery and Data Mining, Machine Learning, and Agents, Ontologies and Genetic Programming, followed by application stream sections on Evolutionary Algorithms/Dynamic Modelling, Planning and Optimisation, and Machine Learning and Data Mining. The volume also includes the text of short papers presented as posters at the conference. This is the thirty-first volume in the __Research and Development in Intelligent Systems__ series, which also incorporates the twenty-second volume in the __Applications and Innovations in Intelligent Systems__ series. These series are essential reading for those who wish to keep up to date with developments in this important field. Front Matter....Pages i-xiv Front Matter....Pages 1-3 On Ontological Expressivity and Modelling Argumentation Schemes Using COGUI....Pages 5-18 Front Matter....Pages 19-19 Computationally Efficient Rule-Based Classification for Continuous Streaming Data....Pages 21-34 Improved Stability of Feature Selection by Combining Instance and Feature Weighting....Pages 35-49 Towards a Parallel Computationally Efficient Approach to Scaling Up Data Stream Classification....Pages 51-65 Front Matter....Pages 67-67 Following the Trail of Source Languages in Literary Translations....Pages 69-84 Reluctant Reinforcement Learning....Pages 85-99 Preference and Sentiment Guided Social Recommendations with Temporal Dynamics....Pages 101-116 Front Matter....Pages 117-117 Query Failure Explanation in Inconsistent Knowledge Bases: A Dialogical Approach....Pages 119-133 Benchmarking Grammar-Based Genetic Programming Algorithms....Pages 135-148 The Effects of Bounding Rationality on the Performance and Learning of CHREST Agents in Tileworld....Pages 149-162 Front Matter....Pages 163-163 An Autopoietic Repertoire....Pages 165-170 De-risking Fleet Replacement Decisions....Pages 171-177 Reliability and Effectiveness of Cross-Validation in Feature Selection....Pages 179-184 Self-reinforced Meta Learning for Belief Generation....Pages 185-190 Front Matter....Pages 191-193 Combining Semantic Web Technologies with Evolving Fuzzy Classifier eClass for EHR-Based Phenotyping: A Feasibility Study....Pages 195-208 Front Matter....Pages 209-209 Rail-Freight Crew Scheduling with a Genetic Algorithm....Pages 211-223 CR-Modified SOM to the Problem of Handwritten Digits Recognition....Pages 225-238 Dynamic Place Profiles from Geo-folksonomies on the GeoSocial Web....Pages 239-251 Front Matter....Pages 253-253 Hierarchical Type-2 Fuzzy Logic Based Real Time Dynamic Operational Planning System....Pages 255-267 A Hybrid Algorithm for Solving Gate Assignment Problem with Robustness and Tow Considerations....Pages 269-279 Front Matter....Pages 253-253 An Iterative Heuristics Algorithm for Solving the Integrated Aircraft and Passenger Recovery Problem....Pages 281-297 Front Matter....Pages 299-299 A Framework for Brand Reputation Mining and Visualisation....Pages 301-315 A Review of Voice Activity Detection Techniques for On-Device Isolated Digit Recognition on Mobile Devices....Pages 317-329 Front Matter....Pages 331-331 Ontology-Based Information Extraction and Reservoir Computing for Topic Detection from Blogosphere’s Content: A Case Study About BBC Backstage....Pages 333-338 A Study on Road Junction Control Method Selection Using an Artificial Intelligent Multi-criteria Decision Making Framework....Pages 339-344