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

✍ Scribed by Max Bramer, Miltos Petridis (eds.)

• Publisher: Springer International Publishing
• Year: 2014
• Tongue: English
• Leaves: 333
• Edition: 1
• Category: Library

✦ Synopsis

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.

✦ Table of Contents

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

✦ Subjects

Artificial Intelligence (incl. Robotics); Data Mining and Knowledge Discovery