Title | ||
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Spontaneous task composition in urban computing environments based on social, spatial, and temporal aspects |
Abstract | ||
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Ubiquitous and urban computing share the goal of enabling users to access networked services and resources anytime, anywhere. The intermesh of planned and situational activities is a distinguishable characteristic of urban computing environments. This produces a diversity of service requirements that need to be tackled by opportunistically suggesting appropriate services to users or social groups, without having a previous definition of applications in templates or any other descriptions in advance. This paper leverages the approach of task-oriented computing to represent user goals in tasks. A task is composed of unit-tasks: user centric configurations of abstract service coordinations. The focus of this paper is on the provision of a mechanism to cover the spontaneous unit-task composition cycle, based on social, spatial, and temporal aspects. This is realized by identifying the essential semantic elements that describe unit-tasks, UrbComp environments, and social groups. We have extended a unit-task selection mechanism from our previous work. In addition, this paper contributes a set of composability metrics based on social, spatial, and temporal aspects. These metrics concern the measurement of semantic interoperability and potential conflicts between unit-tasks or unit-task composites. These metrics are used to join unit-tasks together in sequences. Experimental results for a real dataset of tasks were obtained. These results show a suitable time-overhead for the unit-task selection mechanism. In addition, a simulation of arrivals at a crowded space was utilized to measure the performance, throughput, and efficacy ratio of the composition mechanism. |
Year | DOI | Venue |
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2011 | 10.1016/j.engappai.2011.05.006 | Eng. Appl. of AI |
Keywords | Field | DocType |
composition mechanism,unit-task selection mechanism,spontaneous task composition,task-oriented computing,semantic interoperability,metrics concern,urban computing environment,unit-task composite,social group,urban computing,composability metrics,ubiquitous computing,spontaneous unit-task composition cycle,temporal aspect,access network,social groups | Computer science,Semantic interoperability,Human–computer interaction,Artificial intelligence,Situational ethics,Throughput,Ubiquitous computing,Composability,User-centered design,Distributed computing,Social group,Urban computing,Machine learning | Journal |
Volume | Issue | ISSN |
24 | 8 | Engineering Applications of Artificial Intelligence |
Citations | PageRank | References |
11 | 0.65 | 33 |
Authors | ||
2 |
Name | Order | Citations | PageRank |
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Angel Jimenez-Molina | 1 | 46 | 4.75 |
In-Young Ko | 2 | 281 | 36.83 |