Experimental results on user knowledge assessment with an evidential reasoning methodology

Michel C. Desmarais, Jiming Liu

Research output: Chapter in book/report/conference proceedingConference proceedingpeer-review

Abstract

User modeling is a crucial element of intelligent interfaces. This paper presents some preliminary results on a method for the assessment of user knowledge. Knowledge of an individual is modeled as a subset of a global set of knowledge units (KU). The KUs are interrelated among each other through implication relations, indicating that certain KUs are prerequisite to others. The structure of implications is induced algorithmically through an induction procedure utilizing empirical data on the knowledge state of a number of subjects. It is thereafter used in a knowledge assessment process based on the Dempster-Shafer evidential reasoning methodology. The preliminary results demonstrate that our approach can successfully assess knowledge by randomly sampling KUs in a knowledge state and infer which KUs are known and unknown.

Original languageEnglish
Title of host publicationIUI '93: Proceedings of the 1st international conference on Intelligent user interfaces
EditorsWayne D. Gray, William E. Hefley, Dianne Murray
PublisherAssociation for Computing Machinery (ACM)
Pages223-226
Number of pages4
ISBN (Electronic)0897915569
ISBN (Print)9780897915564
DOIs
Publication statusPublished - 1 Feb 1993
Event1st International Conference on Intelligent User Interfaces, IUI 1993 - Orlando, United States
Duration: 4 Jan 19937 Jan 1993

Publication series

NameInternational Conference on Intelligent User Interfaces, Proceedings IUI
VolumePart F127502

Conference

Conference1st International Conference on Intelligent User Interfaces, IUI 1993
Country/TerritoryUnited States
CityOrlando
Period4/01/937/01/93

Scopus Subject Areas

  • Software
  • Human-Computer Interaction

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