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Task-oriented information value measurement based on space-time prisms

  • University of California at Santa Barbara

Research output: Contribution to journalArticlepeer-review

10 Scopus citations

Abstract

Recent years have witnessed a large increase in the amount of information available from the Web and many other sources. Such an information deluge presents a challenge for individuals who have to identify useful information items to complete particular tasks in hand. Information value theory (IVT) from economics and artificial intelligence has provided some guidance on this issue. However, existing IVT studies often focus on monetary values, while ignoring the spatiotemporal properties which can play important roles in everyday tasks. In this paper, we propose a theoretical framework for task-oriented information value measurement. This framework integrates IVT with the space-time prism from time geography and measures the value of information based on its impact on an individual’s space-time prisms and its capability of improving task planning. We develop and formalize this framework by extending the utility function from space-time accessibility studies and elaborate it using a simplified example from time geography. We conduct a simulation on a real-world transportation network using the proposed framework. Our research could be applied to improving information display on small-screen mobile devices (e.g., smartwatches) by assigning priorities to different information items.

Original languageEnglish
Pages (from-to)1228-1249
Number of pages22
JournalInternational Journal of Geographical Information Science
Volume30
Issue number6
DOIs
StatePublished - Jun 2 2016

Keywords

  • decision making
  • Information value
  • space-time prism
  • time geography

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