Visible threads: a smart VR interface to digital libraries

The importance of information as a resource for economic growth and education is steadily increasing. Due to technological advances in computer industry and the explosive growth of the Internet much valuable information will be available in digital libraries. This paper introduces a system that aims to support a user's browsing activities in document sets retrieved from a digital library. Latent Semantic Analysis is applied to extract salient semantic structures and citation patterns of documents stored in a digital library in a computationally expensive batch job. At retrieval time, cluster techniques are used to organize retrieved documents into clusters according to the previously extracted semantic similarities. A modified Boltzman algorithm [1] is employed to spatially organize the resulting clusters and their documents in the form of a three-dimensional information landscape or "i-scape". The i-scape is then displayed for interactive exploration via a multi-modal, virtual reality CAVE interface [8]. Users' browsing activities are recorded and user models are extracted to give newcomers online help based on previous navigation activity as well as to enable experienced users to recognize and exploit past user traces. In this way, the system provides interactive services to assist users in the spatial navigation, interpretation, and detailed exploration of potentially large document sets matching a query.

[1]  Richard A. Harshman,et al.  Indexing by Latent Semantic Analysis , 1990, J. Am. Soc. Inf. Sci..

[2]  Michael W. Berry,et al.  SVDPACKC (Version 1.0) User''s Guide , 1993 .

[3]  Edward Rolf Tufte,et al.  The visual display of quantitative information , 1985 .

[4]  Bryce Allen Information space representation in interactive systems: relationship to spatial abilities , 1998, DL '98.

[5]  Francis T. Durso,et al.  Network Structures in Proximity Data , 1989 .

[6]  Susan T. Dumais,et al.  Using Linear Algebra for Intelligent Information Retrieval , 1995, SIAM Rev..

[7]  Chaomei Chen,et al.  Visualising Semantic Spaces and Author Co-Citation Networks in Digital Libraries , 1999, Inf. Process. Manag..

[8]  Robert J. Hendley,et al.  Narcissus: visualising information , 1995 .

[9]  Edward R. Tufte,et al.  Envisioning Information , 1990 .

[10]  James J. Thomas,et al.  Visualizing the non-visual: spatial analysis and interaction with information from text documents , 1995, Proceedings of Visualization 1995 Conference.

[11]  Carolina Cruz-Neira,et al.  Surround-Screen Projection-Based Virtual Reality: The Design and Implementation of the CAVE , 2023 .

[12]  Les Carr,et al.  Trailblazing the literature of hypertext: author co-citation analysis (1989–1998) , 1999, HYPERTEXT '99.

[13]  Matthew O. Ward,et al.  Introduction to data visualization , 2001 .

[14]  Peter W. Foltz,et al.  An introduction to latent semantic analysis , 1998 .

[15]  Henry G. Small,et al.  Visualizing Science by Citation Mapping , 1999, J. Am. Soc. Inf. Sci..

[16]  Ben Shneiderman,et al.  The eyes have it: a task by data type taxonomy for information visualizations , 1996, Proceedings 1996 IEEE Symposium on Visual Languages.

[17]  Richard Brath,et al.  Concept Demonstration Metrics for Effective Information Visualization , 1997 .

[18]  P. Fayers,et al.  The Visual Display of Quantitative Information , 1990 .

[19]  Paul Whitney,et al.  Multi-faceted insight through interoperable visual information analysis paradigms , 1998, Proceedings IEEE Symposium on Information Visualization (Cat. No.98TB100258).