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Type of Document Dissertation Author Ustymenko, Stanislav URN etd-04152008-001210 Title Multiagent Dynamic Reasoning about Belief and Trust Degree Doctor of Philosophy Department Computer Science, Department of Advisory Committee
Advisor Name Title Daniel G. Schwartz Committee Chair Gregory Riccardi Committee Member Jon Bertot Committee Member Lois Hawkes Committee Member Theodore P. Baker Committee Member Keywords
- Agents
- Trust
- Artificial Inteligence
- Semantic Web
Date of Defense 2008-03-26 Availability unrestricted Abstract In this dissertation we design a system that allows Semantic Web agents to reason withinwhat has come to be known as the Web of Trust. We integrated reasoning about belief
and trust, so agents can reason about information from different sources and deal with
contradictions. Software agents interact to support users who publish, share and search
for documents in a distributed repository. Each agent maintains an individualized topic
taxonomy for the user it represents, updating it with information obtained from other
agents. Additionally, an agent maintains and updates trust relationships with other agents.
When new information leads to a contradiction, the agent performs a belief revision process
informed by a degree of belief in a statement and a degree of trust an agent has for the
information source.
The system described has several key characteristics. First, we define a formal language
with well-defined semantics within which an agent can express the relevant conditions of
belief and trust, and a set of inference rules. The language uses symbolic labels for belief
and trust intervals to facilitate expressing inexact statements about subjective epistemic
states. Second, an agent’s belief set at a given point in time is modeled using a Dynamic
Reasoning System (DRS). This allows the agent’s knowledge acquisition and belief revision
processes to be expressed as activities that take place in time. Third, we explicitly describe
reasoning processes, creating algorithms for acquiring new information and for belief revision.
Fourth, we design a general architecture for system implementation. An object-oriented
model presents classes and methods implementing the formal model. The database model is
flexible and allows for future extensions. Finally, an external representation for system data
is presented based on open Semantic Web standards.
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