Requests Management for Smartphone-based Matching Applications using a Multi-Agent Approach
| Autor: | Simonin, Gilles, Sullivan, Barry |
|---|---|
| Přispěvatelé: | Insight Centre for Data Analytics (INSIGHT), University College Cork (UCC), Simonin, Gilles |
| Jazyk: | angličtina |
| Rok vydání: | 2016 |
| Předmět: |
[INFO.INFO-AI] Computer Science [cs]/Artificial Intelligence [cs.AI]
[INFO.INFO-MA]Computer Science [cs]/Multiagent Systems [cs.MA] [INFO]Computer Science [cs] [INFO.INFO-MA] Computer Science [cs]/Multiagent Systems [cs.MA] [INFO] Computer Science [cs] [INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI] |
| Zdroj: | LION 10 The 10th Learning and Intelligent OptimizatioN Conference LION 10 The 10th Learning and Intelligent OptimizatioN Conference, May 2016, ISCHIA, Italy |
| Popis: | International audience; We present a new multi-agent approach to managing how requests are sent between users of smartphone-based applications for reaching bilateral agreements. Each agent is modelled as having a selfish behaviour based on his preferences and an altruist behaviour with respect to the links between the agent and his neighbours. The objective is to maximise the likelihood of an acceptable match while minimising the burden on the users due to unnecessary messaging. We provide a dynamic algorithm using this architecture and we present an empirical evaluation with various mathematical models of user behaviour and altruism. The evaluation shows that our approach can reduce the risks of rejections and the number of requests while increasing the likelihood of acceptable matches. |
| Databáze: | OpenAIRE |
| Externí odkaz: |
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