- Shopping on the Internet has become a convenient way of purchasing commodities of choice. With the boom of e-commerce, online sellers are flooding the market with their products. We believe that assisting users to reformulate queries to maximize the quality of retrieved information will be a key enhancement of agent technology to information retrieval. To provide this functionality, the use of a rich domain ontology will be necessary. We have identified the types of query reformulation that we believe will be particularly useful and the kind of information to be represented in domain ontologies to enable this functionality. We are comparing representative domains to identify domain characteristics that determine the relative difficulty of providing effective query reformulations.
- Personal agents have been developed that assist user with information processing needs by generating, filtering, collecting, or transforming information. On the other hand internet stores are providing services customized by the needs and interests of individual customers. Such services can be viewed as "seller's agents" whose goal is to push merchandise and/or services on to the users. This leads us to believe that there is a growing need for deploying "buyer's agents" whose goal is to best serve the user's interests. We propose several key functionalities of such buyer's agents: informing consumers of complex interactions between specified preferences and prevailing market conditions, providing differential analysis for decision support, learning and updating user preferences to provide effective recommendation.
MASTERS @Tandy School of Computer Science, TU
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Publications by Category
Intelligent Agents for assisting users in Electronic Commerce Transactions
We are working concurrently on a number of related agent systems with the common motivation of empowering the user with choices and recommendations about products and services in electronic commerce environments. We are also interested in developing negotiation mechanisms by which self-interested parties can effectively negotiate settlements.
Publications From This Project
S. Debnath, P. S. Dutta and S. Sen, "A Shopper`s Assistant'' to appear in the Proceedings of the Fifth International Conference on Autonomous Agents to be held between May 28--June 1, 2001 in Montreal, Canada. (Poster paper)
R. Mukherjee, P. S. Dutta, G. Jonsdottir, and S. Sen, "Movies2Go - An Online Voting Based Movie Recommender System," to appear in the Proceedings of the Fifth International Conference on Autonomous Agents to be held between May 28--June 1, 2001 in Montreal, Canada. (Poster paper)
S. Sen, P.S. Dutta, R. Mukherjee, "Agents that represent Buyer's interest in E-commerce,'' in the Working Notes of the AAAI-2000 Workshop on Knowledge Based Electronic Markets.
R. Mukherjee, P.S. Dutta, S. Sen, "Analysis of domain-specific ontologies for agent-oriented information retrieval," in the Working Notes of the AAAI-2000 Workshop on Agent-Oriented Information Systems.
S. Sen and A. Biswas and S. Ghosh, "Adaptive Choice of Information Sources," in "Intelligent Information Agents, Matthias Klusch (Editor), pages 258-278, Springer-Verlag: New York, 1999.