Discovery of Shared Topics Networks among People - A Simple Approach to Find Community Knowledge from WWW Bookmarks

In this paper, we propose a system called kMedia that can assist users to form knowledge for community by showing shared topics networks (STN) among them. One of the important aspects to know each other is to know topics interested by others and relationship between her/his and others' topics. kMedia can use a simple but effective way to find them. It uses folders in WWW bookmarks as interested topics and can calculate their relations by evaluating similarity of WWW pages under folders. The results are displayed in two ways. One is to show relationship among users by shared topics networks, i.e., a user is connected to the other through both her/his topics and the other's topics that are related to her/his ones. A user can know what kind of relations to others s/he can have, and more precisely know what are counterpart of her/his topics for others. The other way is to show recommended pages for pages in users' bookmarks. Recommended pages are selected from others' bookmarks, and it is the primary result of similarity evaluation among pages by contents. A user can use this result just as recommendation for her/his bookmarked pages or use checking how her/his bookmarked pages are related to others. We tested this system in an experiment with actual bookmark data. Discovery of related topics among users are evaluated as good enough in spite of bad results for recommendation of pages. This result tells that our approach to find common topics among users is effective and practical.

[1]  Judith S. Donath,et al.  Visual Who: animating the affinities and activities of an electronic community , 1995, MULTIMEDIA '95.

[2]  Michael McGill,et al.  Introduction to Modern Information Retrieval , 1983 .

[3]  Thorsten Joachims,et al.  Web Watcher: A Tour Guide for the World Wide Web , 1997, IJCAI.

[4]  Katia P. Sycara,et al.  WebMate: a personal agent for browsing and searching , 1998, AGENTS '98.

[5]  Makoto Yokoo,et al.  Socialware: multiagent systems for supporting network communities , 1999, CACM.

[6]  Wendy A. Kellogg,et al.  Socially translucent systems: social proxies, persistent conversation, and the design of “babble” , 1999, CHI '99.

[7]  Bradley N. Miller,et al.  GroupLens: applying collaborative filtering to Usenet news , 1997, CACM.

[8]  Terry Winograd,et al.  Grassroots: A System Providing a Uniform Framework for Communicating, Structuring, Sharing Information, and Organizing People , 1996, Comput. Networks.

[9]  B. A. Huberman,et al.  Beehive : A System for Cooperative Filtering and Sharing of Information , 1996 .

[10]  Nigel Foreman,et al.  VR and spatial awareness in disabled children , 1997, CACM.

[11]  Shawn R. Wolfe,et al.  A Bookmarking Service for Organizing and Sharing URLs , 1997, Comput. Networks.

[12]  Yoav Shoham,et al.  Fab: content-based, collaborative recommendation , 1997, CACM.

[13]  Shigeo Matsubara,et al.  CommunityBoard: social meeting system able to visualize the structure of discussions , 1998, 1998 Second International Conference. Knowledge-Based Intelligent Electronic Systems. Proceedings KES'98 (Cat. No.98EX111).

[14]  Larry Stead,et al.  Group Asynchronous Browsing on the World Wide Web , 1995, World Wide Web J..

[15]  Hideaki Takeda,et al.  Knowledge Sharing and Organization by Multiple Ontologies , 1997 .

[16]  Pattie Maes,et al.  Social information filtering: algorithms for automating “word of mouth” , 1995, CHI '95.

[17]  Edward Y. Chang,et al.  PowerBookmarks: a system for personalizable Web information organization, sharing, and management , 1999, SIGMOD '99.

[18]  Loren Terveen,et al.  PHOAKS: a system for sharing recommendations , 1997, CACM.

[19]  Henry Lieberman,et al.  Letizia: An Agent That Assists Web Browsing , 1995, IJCAI.

[20]  T. Joachims WebWatcher : A Tour Guide for the World Wide Web , 1997 .

[21]  Bart Selman,et al.  Referral Web: combining social networks and collaborative filtering , 1997, CACM.

[22]  James Rucker,et al.  Siteseer: personalized navigation for the Web , 1997, CACM.