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Emergent Semantics in Knowledge Sifter: An Evolutionary Search Agent Based on Semantic Web Services

  • Larry Kerschberg
  • Hanjo Jeong
  • Wooju Kim
Part of the Lecture Notes in Computer Science book series (LNCS, volume 4090)

Abstract

This paper addresses the various facets of emergent semantics in content retrieval systems such as Knowledge Sifter, an architecture and system based on the use of specialized agents to coordinate the search for knowledge in heterogeneous sources, including the Web, semi-structured data, relational data and the Semantic Web. The goal is to provide just-in-time knowledge to users based on their decision-making needs. There are three important factors that can assist in focusing the search: 1) the user’s profile, consisting user preferences, biases, and query history, 2) the user’s context to focus on the current activity, and 3) the user’s information space, in which he may receive the information on specialized hardware with limited bandwidth, implying that the knowledge must be filtered and tailored to the presentation medium.

Emergent semantics in the context of Knowledge Sifter allow for evolutionary adaptive behavior. We present a meta-model that captures the agent operation and interactions, as well as the artifacts that are created and consumed during system operation. These are stored in a repository, and a collection of emergence agents are presented that perform emergence functions such as: data mining for patterns; concept discovery and evolution; user preferences tracking; collaborative filtering of user profiles; results ranking; and data source reputation and trust.

Keywords

Knowledge Management User Preference User Agent Collaborative Filter User Query 
These keywords were added by machine and not by the authors. This process is experimental and the keywords may be updated as the learning algorithm improves.

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Copyright information

© Springer-Verlag Berlin Heidelberg 2006

Authors and Affiliations

  • Larry Kerschberg
    • 1
  • Hanjo Jeong
    • 1
  • Wooju Kim
    • 2
  1. 1.E-Center for E-Business, Department of Information and Software EngineeringGeorge Mason University, MSN 4A4Fairfax
  2. 2.Yonsei UniversitySeoulKorea

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